• Structured Interviews: Definition, Types + [Question Examples]

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In carrying out a systematic investigation into specific subjects and contexts, researchers often make use of structured and semi-structured interviews. These are methods of data gathering that help you to collect first-hand information with regards to the research subject, using different methods and tools. 

Structured and semi-structured interviews are appropriate for different contexts and observations. As a researcher, it is important for you to understand the right contexts for these types of interviews and how to go about collecting information using structured or semi-structured interviewing methods. 

What is a Structured Interview?

A structured interview is a type of quantitative interview that makes use of a standardized sequence of questioning in order to gather relevant information about a research subject. This type of research is mostly used in statistical investigations and follows a premeditated sequence. 

In a structured interview, the researcher creates a set of interview questions in advance and these questions are asked in the same order so that responses can easily be placed in similar categories. A structured interview is also known as a patterned interview, planned interview or a standardized interview. 

What is a Semi-Structured Interview?

A semi-structured interview is a type of qualitative interview that has a set of premeditated questions yet, allows the interviewer to explore new developments in the cause of the interview. In some way, it represents the midpoint between structured and unstructured interviews. 

In a semi-structured interview, the interviewer is at liberty to deviate from the set interview questions and sequence as long as he or she remains with the overall scope of the interview. In addition, a semi-structured interview makes use of an interview guide which is an informal grouping of topics and questions that the interviewer can ask in different ways. 

Examples & Advantages of Semi-structured Interviews

An example of a semi-structured interview could go like this;

  • Did you visit the doctor yesterday?
  • Why did you have the visit?
  • What was the outcome of the visit?

Each question is a prompt aimed at getting the respondent to give away more information

Advantages of a Semi-structured Interview

  • They offer a more personalized approach that allows respondents to be a lot more open during the interview
  • This interview-style combines both unstructured and structured interview styles so it merges the advantages of both.
  • Allows two-way communication between candidates and interviewers

Types of Structured Interview

Structured interview examples can be classified into three, namely; the face-to-face interview, telephone interviews, and survey/questionnaires interviews

Face-to-Face Structured Interview

A face-to-face structured interview is a type of interview where the researcher and the interviewee exchange information physically. It is a method of data collection that requires the interviewer to collect information through direct communication with the respondent in line with the research context and already prepared questions. 

Face-to-face structured interviews allow the interviewer to collect factual information regarding the experiences and preferences of the research respondent. It helps the researcher minimize survey dropout rates and improve the quality of data collected, which results in more objective research outcomes. 

Learn: How to Conduct an Exit Survey

Advantages of Face-to-face Structured Interview

  • It allows for more in-depth and detailed data collection.
  • Body language and facial expressions observed during a face-to-face structured interview can inform data analysis.
  • Visual materials can be used to support face-to-face structured interviews.
  • A face-to-face structured interview allows you to gather more accurate information from the research subjects. 

Disadvantages of Face-to-face Structured Interview

  • A face-to-face structured interview is expensive to conduct because it requires a lot of staff and personnel. Different costs are incurred during a face-to-face structured interview including logistics and remuneration. 
  • This type of interview is limited to a small data sample size.
  • A face-to-face structured interview is also time-consuming.
  • It can be affected by bias and subjectivity . 

Tele-Interviews

A tele-interview is a type of structured interview that is conducted through a video or audio call. In this type of interview, the researcher gathers relevant information by communicating with the respondent via a video call or telephone conversation. 

Tele-interviews are usually conducted in accordance with the standardized interview sequence as is the norm with structured interviews. It makes use of close-ended questions in order to gather the most relevant information from the interviewee, and it is a method of quantitative observation. 

Advantages of Tele-interviews

  • Tele-interviews are more convenient and result in higher survey response rates.
  • It is not time-consuming as interviews can be completed relatively fast.
  • It has a large data sample size as it can be used to gather information over a large geographical area.
  • It is cost-effective.
  • It helps the interviewee to target specific data samples.

Disadvantages of a Tele-interview

  • It does not allow for qualitative observation of the research sample.
  • It can lead to survey response bias.
  • It is subject to network availability and other technical parameters.
  • It is difficult for the interviewer to build rapport with an interviewee via this means; especially if they are meeting for the first time. 
  • It may be difficult to read the interviewee’s body language, even with a video call. Body language usually serves as a means of gathering additional information about the research subjects. 
Use this: Interview Schedule Form

Surveys/Questionnaires  

A structured questionnaire is a common tool used in quantitative observation. It is made up of a set of standardized questions, usually close-ended arranged in a standardized interview sequence, and administered to a fixed data sample, in order to collect relevant information. 

In other words, a questionnaire is a method of data gathering that involves gathering information from target groups via a set of premeditated questions. You can administer a questionnaire physically or you can create and administer it online using data-gathering platforms like Formplus. 

Advantages of Survey/Questionnaire

  • It is time-efficient and allows you to gather information from large data samples.
  • Information collected via a questionnaire can easily be processed and placed in data categories.
  • A questionnaire is a flexible and convenient method of data collection.
  • It is also cost-efficient; especially when administered online.
  • Surveys and questionnaires are useful in describing the numerical characteristics of large sets of data. 

Disadvantages of Surveys/Questionnaires  

  • A high rate of survey response bias due to survey fatigue.
  • High survey drop-out rate. 
  • Surveys and questionnaires are susceptible to researcher error; especially when the researcher makes wrong assumptions about the data sample.
  • Surveys and questionnaires are rigid in nature.
  • In some cases, survey respondents are not entirely honest with their responses and this affects the accuracy of research outcomes. 

Tools used in Structured Interview 

  • Audio Recorders

An audio recorder is a data-gathering tool that is used to collect information during an interview by recording the conversation between the interviewer and the interviewee. This data collection tool is typically used during face-to-face interviews in order to accurately capture questions and responses. 

The recorded information is then extracted and transcribed for data categorization and data analysis. There are different types of audio recording equipment including analog and digital audio recorders, however, digital audio recorders are the best tools for capturing interactions in structured interviews. 

  • Digital Camera

A digital camera is another common tool used for structured tele-interviews. It is a type of camera that captures interactions in digital memory, which are pictures. 

In many cases, digital cameras are combined with other tools in a structured interview in order to accurately gather information about the research sample. It is an effective method of gathering visual information. 

Just as its name implies, a camcorder is the hybridization of a camera and a recorder. It is a portable dual-purpose tool used in structured interviews to collect static and live-motion visual data for later playback and analysis. 

A telephone is a communication device that is used to facilitate interaction between the researcher and interviewee; especially when both parties in different geographical spaces.

  • Formplus Survey/Questionnaire

Formplus is a data-gathering platform that you can use to create and administer questionnaires for online survey s. In the form builder, you can add different fields to your form in order to collect a variety of information from respondents. 

Apart from allowing you to add different form fields to your questionnaires and surveys, Formplus also enables you to create smart forms with conditional logic and form lookup features. It also allows you to personalize your survey using different customization options in the form builder. 

Best Types of Questions For Structured Interview

Open-ended questions.

An open-ended question is a type of question that does not limit the respondent to a set of answers. In other words, open-ended questions are free-form questions that give the interviewee the freedom to express his or her knowledge, experiences and thoughts. 

Open-ended questions are typically used for qualitative observation where attention is paid to an in-depth description of the research subjects. These types of questions are designed to elicit full and detailed responses from the research subjects, unlike close-ended questions that require brief responses. 

Examples of Open-Ended Questions

  • What do you think about the new packaging?
  • How can we improve our services?
  • Why did you choose this outfit?
  • How can we serve you better? 

Advantages of Open-Ended Questions

  • Open-ended questions are useful for qualitative observation.
  • Open-ended questions help you gain unexpected insights and in-depth information. 
  • It exposes the researcher to an infinite range of responses.
  • It helps the researcher arrive at more objective research outcomes. 

Disadvantages of Open-ended Questions 

  • Data collection using open-ended questions is time-consuming.
  • It cannot be used for quantitative research.
  • There is a great possibility of capturing large volumes of irrelevant data. 

Using Open-ended Questions for Interviews 

In interviews, open-ended questions are used to gain insight into the thoughts and experiences of the respondents. To do this, the interviewer generates a set of open-ended questions that can be asked in any sequence, and other open-ended questions may arise in follow-up inquiries.

Use this: Interview Feedback Form 

Close-Ended Questions

A close-ended question is a type of question that restricts the respondent to a range of probable responses as options. It is often used in quantitative research to gather statistical data from interviewees, and there are different types of close-ended questions including multiple choice and Likert scale questions . 

A close-ended question is primarily defined by the need to have a set of predefined responses which the interviewee chooses from. These types of questions help the researcher to categorize data in terms of numerical value and to restrict interview responses to the most valid data. 

Examples of Close-ended Questions

1. Do you enjoy using our product?

  • I don’t Know

2. Have you ever visited London?

3. Did you enjoy the relationship seminar?

  • No, I did not
  • I can’t say

4. On a scale of 1-5, rate our service delivery. (1-Poor; 5-Excellent). 

5. How often do you visit home? 

  • Somewhat often
  • I don’t visit home. 

Advantages of Close-ended Questions 

  • It is useful for statistical inquiries.
  • Close-ended questions are straight-forward and easy to respond to.
  • Data gathered through close-ended questions are easy to analyze.
  • It reduces the chances of gathering irrelevant responses.

Disadvantages of Close-Ended Questions 

  • Close-ended questions are highly subjective in nature and have a high probability of survey response bias .
  • Close-ended questions do not allow you to collect in-depth information about the experiences of the research subjects.
  • Close-ended questions cannot be used for qualitative observation. 

Using Close-ended Questions for Unstructured Interviews

Close-ended questions are used in interviews for statistical inquiries. In many cases, interviews begin with a set of close-ended questions which lead to further inquiries depending on the type, that is, structured, unstructured, or semi-structured interviews. 

Also Read: Structured vs Unstructured Interviews

Multiple Choice Question

A multiple-choice question is a type of close-ended question that provides respondents with a list of possible answers. The interviewee is required to choose one or more options in response to the question; depending on the question type and stipulated instructions. 

Typically, a multiple-choice question is one of the most common types of questions used in a survey or questionnaire. It is also a valid means of quantitative inquiry because it pays attention to the numerical value of data categories. A multiple-choice question is made up of 3 parts which are the stem, the correct answer(s) and the distractors.  

Examples of Multiple Choice Questions

  • How many times do you visit home?

2. What types of shirts do you wear? (Choose as many that apply)

  • Long-sleeved Shirt
  • Short-sleeved Shirt 

3. Which of the following gadgets do you use?

4. What is your highest level of education?

Advantages of Multiple Choice Question

  • A multiple-choice question is an effective method of assessment; especially n qualitative research. 
  • It is time-efficient. 
  • It reduces the chances of interviewer bias because of its objective approach. 

Disadvantages of Multiple Choice Questions

  • Multiple Choice questions are limited to certain types of knowledge. 
  • It cannot be used for problem-solving and high-order reasoning assessments. 
  • It can lead to ambiguity and misinterpretation which causes survey response bias. 
  • Survey fatigue leads to high survey drop-out rates. 

Dichotomous Questions

A dichotomous question is a type of close-ended question that can only have two possible answers. It is a method of quantitative observation and it is typically used for educational research and assessments, and other research processes that involve statistical evaluation. 

It is important for researchers to limit the use of dichotomous questions to situations where there are only 2 possible answers. These types of questions are restricted to yes/no, true/false or agree/disagree options and they are used to gather information related to the experiences of the research subjects. 

Examples of Dichotomous Questions

1. Do you enjoy using this product?

2. I have always used this product for my hair.

3. Are you lactose-intolerant?

4. Have you ever witnessed an explosion?

5. Have you ever visited our farm?

Advantages of Dichotomous Questions

  • It is an effective method of quantitative research. 
  • Surveys containing dichotomous questions are easy to administer.
  • It is non-ambivalent in nature.
  • It allows for ease of data-gathering and analysis.
  • Dichotomous questions are brief, easy and simplified in nature. 

Disadvantages of Dichotomous Questions

  • A dichotomous question is limited in nature.
  • It cannot be used to gather qualitative information in research. 
  • It is not suitable for in-depth data gathering. 
Learn: Types of Screening Interview 

How to Prepare a Structured Interview

  • Choose the right setting

It’s important to provide a comfortable setting for your respondent. If you don’t, they’ll be subject to participant bias which can then skew the results of your interview.

  • Tell them the purpose of your interview

You need to give your participants a heads up on why you’re conducting this. This is also the stage where you talk about any confidentiality clauses and get informed consent from your researchers. Explain how these answers will be used and who will have access to it. 

  • Prepare your questions

Start by asking the basics to warm up your respondents. Then depending on your structured interview style, you can then choose tailored questions. E.g multiple-choice, dichotomous, open-ended, or close-ended questions. Ensure your questions are as neutral as possible and give room for your respondents to add any extra impressions or comments.

  • Verify that your tools are working

Check that your audio recorder is working fine and that your camera is properly placed before you kick off the interview. For phone interviews, confirm that you have enough call credits or that your internet connection is stable. If you’re using Formplus, you don’t have to bother about getting cut off thanks to the offline form feature. This means you can still record responses even when your respondents have poor or zero internet connection

  • Make notes and record observations

Ensure that your notes are legible and clear enough for you to revert. Write down your observations. Were your respondents nervous or surprised at any particular question?

Also Read: Unstructured Interviews

How to Use Formplus For Structured Interview

Sign into formplus.

In the Formplus builder, you can easily create a questionnaire for your structured interview by dragging and dropping preferred fields into your form. To access the Formplus builder, you will need to create an account on Formplus. 

Once you do this, sign in to your account and click on “Create Form ” to begin. 

Edit Form Title

Click on the field provided to input your form title, for example, “Structured Interview Questionnaire”.

  • Click on the edit button to edit the form.
  • Add Fields: Drag and drop preferred form fields into your form in the Formplus builder inputs column. There are several field input options for survey forms in the Formplus builder including table fields and you can create a smarter questionnaire by using the conditional logic feature. 
  • Edit fields: You can modify your form fields to be hidden, required or read-only depending on your data sample and the purpose of the interview. 
  • Click on “Save”
  • Preview form. 

Customise Form

Formplus allows you to add unique features to your structured questionnaire. You can personalize your questionnaire using various customization options in the builder. Here, you can add background images, your organization’s logo, and other features. You can also change the display theme of your form. 

Share your Form Link with Respondents

Formplus allows you to share your questionnaire with interviewees using multiple form-sharing options. You can use the direct social media sharing buttons to share your form link to your organization’s social media pages. 

You can also embed your questionnaire into your website so that form respondents can easily fill it out when they visit your webpage. Formplus enables you to send out email invitations to interviewees and to also share your questionnaire as a QR code.

Conclusion  

It is important for every researcher to understand how to conduct structured and unstructured interviews. While a structured interview strictly follows an interview sequence comprising standardized questions, a semi-structured interview allows the researcher to digress from the sequence of inquiry, based on the information provided by the respondent. 

You can conduct a structured interview using an audio recorder, telephone or surveys. Formplus allows you to create and administer online surveys easily, and you can add different form fields to allow you to collect a variety of information using the form builder. 

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structured interview research meaning

Structured Interviews: Guide to Standardized Questions

structured interview research meaning

Introduction

Types of interviews in qualitative research, what are structured interviews good for, structured interview process.

Qualitative researchers are used to dealing with unstructured data in social settings that are often dynamic and unpredictable. That said, there are research methods that can provide some more control over this unpredictable data while collecting insightful data .

The structured interview is one such method. Researchers can conduct a structured interview when they want to standardize the research process to give all respondents the same questions and analyze differences between answers.

In this article, we'll look at structured interviews, when they are ideal for your research, and how to conduct them.

structured interview research meaning

Interviews are intentionally crafted sources of data in social science research. There are three types of interviews in research that balance research rigor and rich data collection .

To better understand structured interviews, it's important to contrast them with the other types of interviews that also serve useful purposes in research. As always, the best tool for data collection depends on your research inquiry.

Structured interviews

The structured interview format is the most rigid of the three types of interviews conceptualized in qualitative research. Imagine policy makers want to understand the perceptions of dozens or even hundreds of individuals. In this case, it may make it easier to streamline the interview process by simply asking the same questions of all respondents.

The same structured interview questions are posed to each and every respondent, akin to how hiring managers ask the same questions to all applicants during the hiring process. The intention behind this approach is to ensure that the interview is the same no matter who the respondent is, leaving only the differences in responses to be analyzed .

Moreover, the standardized interview format typically involves respondents being asked the same set of questions in the same order. A uniform sequence of questions ensures for an easy analysis when you can line up answers across respondents.

structured interview research meaning

Unstructured interviews

An unstructured interview is the exact opposite of a structured interview, as unstructured interviews have no predetermined set of questions. Instead of a standardized interview, a researcher may opt for a study that remains open to exploring any issues or topics that a participant brings up in their interview. While this can generate unexpected insights, it can also be time-consuming and may not always yield answers that are directly related to the original research question guiding the study.

However, this doesn't make a study that employs unstructured interviews less rigorous . In fact, unstructured interviews are a great tool for inductive inquiry . One typical use for unstructured interviews is to probe not only for answers but for the salient points of a topic to begin with.

When a researcher uses an unstructured interview, they usually have a topic in mind but not a predetermined set of data points to analyze at the outset. This format allows respondents to speak at length on their perspectives and offer the researcher insights that can later form a theoretical framework for future research that could benefit from a structured interview format.

Moreover, this format provides the researcher with the greatest degree of freedom in determining questions depending on how they interact with their respondents. A respondent's body language, for example, may signal discomfort with a particularly controversial question. The interviewer can thus decide to adjust or reword their questions to create a more comfortable environment for the respondent.

Semi-structured interviews

A semi-structured interview lies in the middle ground between the structured and unstructured interview. This type of interview still relies on predetermined questions as a structured interview does. However, unlike structured interviews, a semi-structured interview also allows for follow-up questions to respondents when their answers warrant further probing. The predetermined questions thus serve as a guide for the interviewer, but the wording and ordering of questions can be adjusted, and additional questions can be asked during the course of the interview.

A researcher may conduct semi-structured interviews when they need flexibility in asking questions but can still benefit from advance preparation of key questions. In this case, much of the advice in this article about structured interviews still applies in terms of ensuring some degree of standardization when conducting research.

structured interview research meaning

Identify key insights from your data with ATLAS.ti

Analyze interviews, observations, and all qualitative data with ATLAS.ti. Download your free trial here.

Consider that more free-flowing interview formats in qualitative research allow for the interviewer to more freely probe a respondent for deeper, more insightful answers on the topic of inquiry. This approach to research is useful when the researcher needs to develop theoretical coherence surrounding a new topic or research context in which it would be difficult to predict beforehand which questions are worth asking.

In this sense, structured interviews make more sense for research inquiries with a well-defined theoretical framework that guides the data collection and data analysis process . With such a framework in mind, researchers can devise questions that are grounded in existing research so that new insights further develop that scholarship.

Advantages of structured interviews

Formal, structured interviews are ideal for keeping interviewers and interview respondents focused on the topic at hand. A conversation might take unanticipated turns without a set goal or predetermined objective in mind; a structured interview helps keep the dialogue from going down any irrelevant tangents and minimize potentially unnecessary, extended monologues.

Another key advantage of structured interviews is that it makes comparisons across participants easier. Since each person was asked the same questions, the data is produced in a consistent format. Researchers can then focus on analyzing answers to a particular question, and there is minimal data organization work that needs to be done to facilitate the analysis.

There are also benefits in terms of the logistics of conducting structured interviews. Interviewers concerned with time constraints will find this format beneficial to their data collection .

Moreover, ensuring that respondents are asked the same questions in the same order limits the need for training interviewers to conduct interviews in a consistent manner. Unstructured and semi-structured interviews rely on the ability to ask follow-up questions in moments when the responses provide opportunities for deeper elaboration.

Those who conduct a structured interview, on the other hand, need only read from an interview guide with a list of questions to pose to respondents. This allows the researcher more freedom to rely on assistants to conduct interviews with minimal training and resources.

structured interview research meaning

Disadvantages of structured interviews

In structured interviews, there is little room for asking probing questions of respondents, particularly if the researcher believes that follow-up questions might adversely influence how the respondent answers subsequent core questions. Restricting the interview to a predetermined set of questions may mitigate this effect, but it may also prevent a sufficiently clear understanding of respondents' perspectives established from the use of follow-up questions.

Forcing the interviewer to ask the same order of questions in an interview can also have a consequential effect on the data collection . Because every respondent is different, the interview questions may resonate with each person in different ways. A skillful interviewer conducting unstructured or semi-structured interviews has the freedom to make choices about what questions to ask in order to gather the most insightful data.

Ultimately, the biggest disadvantage of structured interviews comes from their biggest advantage: using predetermined questions can be a double-edged sword, providing consistency and systematic organization but also limiting the research to the questions that were decided before conducting the interviews. This makes it crucial that researchers have a clear understanding of which questions they want to ask and why. It can also be helpful to conduct pilot tests of the interview, to test out the structured questions with a handful of people and assess if any changes to the questions need to be made.

Why not just do surveys?

You might think that a structured interview is no different from a survey with open-ended questions. After all, the questions are determined ahead of time and won't change over the course of data collection . In many ways, there are many similarities in both methods.

There are, of course, benefits to either approach. Surveys permit data collection from much larger numbers of respondents than may be feasible for an interview study. Structured interviews, however, allow the interviewer some degree of flexibility, particularly when the respondent has trouble understanding the question or needs further prompting to provide a sufficient response.

Moreover, the interpersonal interaction between the interviewer and respondent offers potential for richer data collection because of the degree of rapport established through face-to-face communication. Where written questions may seem static and impersonal, an in-person interview (or at least one conducted in real time) might make the respondent more comfortable in answering questions.

Individual interviews are also more likely to generate detailed responses to questions in comparison to surveys. Interviews are also well suited for research topics that bear some personal significance for participants, providing ample space for them to express themselves.

When you conduct a structured interview, you are designing a study that is as standardized as possible to mitigate context effects and ensure the ease of data collection and analysis . As with all interviews conducted in qualitative research , there is an intentional process to planning for structured interviews with considerations that researchers should keep in mind.

Research design

As mentioned above, research inquiries with clearly defined theoretical frameworks tend to benefit from structured interviews. Researchers can create a list of questions from such frameworks so that answers speak directly to, affirm, or challenge the existing scholarship surrounding the topic of interest.

A researcher should conduct a literature review to determine the extent of theoretical coherence in the topic they are researching. Are there aspects of a topic or phenomenon that scholars have identified that can serve as key data points around which questions can be crafted? Conversely, is it a topic or phenomenon that lacks sufficient conceptualization?

If your literature review does not allow you to create or use a robust theoretical framework for data collection, consider other types of interviews that allow you to inductively generate that framework in data analysis .

You should also make decisions about the conditions under which you conduct interviews. Some studies go as far as making sure that the interview environment is a uniform context across respondents. Are interviews in a quiet, comfortable environment? What time of day are interviews conducted?

The degree to which you ensure uniform conditions across interviews is up to you. Whatever you decide, however, creating an environment where respondents feel free to volunteer answers will facilitate rich data collection that will make data analysis more meaningful.

Structured interview questions

An interview guide is an essential tool for structured interviews. This guide is little more than a list of required questions to ask, but this list ensures consistency across the interviews in your study.

When you write questions for a structured interview, rely on your literature review to identify salient points around which you can design questions. This approach ensures that you are grounding your data collection in the established research.

When crafting your guide, think about the time constraints and the likely length of answers that your respondents may give. Structured interviews can involve five or 25 questions, but if you are limited to 30-45 minutes per respondent, you will need to consider whether you can ask the required questions and collect sufficient responses within your timeframe.

As a result, it's important to pilot your questions with preliminary respondents or other researchers. A pilot interview allows you to test your interview protocol and make tweaks to your question guide before conducting your study in earnest.

structured interview research meaning

Collecting data from structured interviews

Data collection refers to conducting the interviews , recording what you and your respondents say, and transcribing those recordings for data analysis . While this is a simple enough task, it is important to consider the equipment you use to collect data.

If the verbal utterances of your respondents are your sole concern, then an audio recorder should be sufficient for capturing your respondents' answers. Your choice of equipment can be as simple as a smartphone audio recorder application. Alternatively, you can consider professional equipment to make sure you collect as much audio detail as possible from your interviews.

Communication studies, for example, may be more concerned about the interviewer effect (e.g., studies that ask controversial questions to evoke particular responses) or the context effects (i.e., the effect of the surrounding environment on respondents) in interviews . In such cases, interviewers may capture data with video recordings to analyze body language or facial expressions to certain interview questions. Responses caught on video can be analyzed for any patterns across respondents.

Analyzing structured interviews

Once you have transcribed your interviews, you can analyze your data. One of the more common means for analyzing qualitative data is thematic analysis , which relies on the identification of commonly recurring themes throughout your research. What codes occur the most often? Are there commonalities across responses that are worth pointing out to your research audience?

structured interview research meaning

It's a good idea to code each response by the question they address. The set order of questions in a structured interview study makes it easy to identify the answers given by each respondent. By coding each answer by the question they respond to and the themes apparent in the response, you will be able to analyze what themes and patterns occur in each set of answers.

structured interview research meaning

You can also analyze differences between respondents. In ATLAS.ti, you can place interview transcripts into document groups to organize and divide your data along salient categories such as gender, age group, socioeconomic status, and other identifiers you may find useful. In doing so, you will be able to restrict your data analysis to a specific group of interview respondents to see how their answers differ from other groups.

Presenting interview findings

Disseminating qualitative research is often a matter of summarizing the salient points of your data analysis so that it is easy to understand, insightful, and useful to your research audience. For research collecting data from interviews , two of the more common approaches to presenting findings include visualizations and excerpts.

Visualizations are ideal for representing the salient ideas arising from large sets of otherwise unstructured data . Meaningful illustrations such as frequency charts, word clouds, and Sankey diagrams can prove more persuasive than an extended narrative in a research paper or presentation .

Consider the word cloud in the screenshot of ATLAS.ti below. This word cloud was generated from the transcripts of a set of interviews to illustrate what concepts appear the most often in the selected data. Concepts mentioned more often appear closer to the center of the cloud, showing which keywords appear most frequently in the data. Such a visualization can provide a quick illustration to show to your research audience what topics emerged in the data analysis.

structured interview research meaning

You can also effectively represent each of your themes with an example or two from the responses in your data . Data exemplars are representations that the researcher deems are typical of or significant about the portion of the data under discussion. Often in research that employs interviews or observations , an author will present an exemplar to explain a theme that is significant to theory development or challenges an existing theory.

structured interview research meaning

ATLAS.ti provides tools to restrict your view of the data to codes you find significant to your findings. The Code Manager view makes it easy to look not at the entire data set but the specific segments of text that have been coded with a particular code. In similar fashion, ATLAS.ti's Query Tool is ideal for defining a set of criteria based on the codes in the data to see which data segments are most relevant to your research inquiry.

structured interview research meaning

Conduct interview research with ATLAS.ti

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structured interview research meaning

The Interview Method In Psychology

Saul McLeod, PhD

Editor-in-Chief for Simply Psychology

BSc (Hons) Psychology, MRes, PhD, University of Manchester

Saul McLeod, PhD., is a qualified psychology teacher with over 18 years of experience in further and higher education. He has been published in peer-reviewed journals, including the Journal of Clinical Psychology.

Learn about our Editorial Process

Olivia Guy-Evans, MSc

Associate Editor for Simply Psychology

BSc (Hons) Psychology, MSc Psychology of Education

Olivia Guy-Evans is a writer and associate editor for Simply Psychology. She has previously worked in healthcare and educational sectors.

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Interviews involve a conversation with a purpose, but have some distinct features compared to ordinary conversation, such as being scheduled in advance, having an asymmetry in outcome goals between interviewer and interviewee, and often following a question-answer format.

Interviews are different from questionnaires as they involve social interaction. Unlike questionnaire methods, researchers need training in interviewing (which costs money).

Multiracial businesswomen talk brainstorm at team meeting discuss business ideas together. Diverse multiethnic female colleagues or partners engaged in discussion. Interview concept

How Do Interviews Work?

Researchers can ask different types of questions, generating different types of data . For example, closed questions provide people with a fixed set of responses, whereas open questions allow people to express what they think in their own words.

The researcher will often record interviews, and the data will be written up as a transcript (a written account of interview questions and answers) which can be analyzed later.

It should be noted that interviews may not be the best method for researching sensitive topics (e.g., truancy in schools, discrimination, etc.) as people may feel more comfortable completing a questionnaire in private.

There are different types of interviews, with a key distinction being the extent of structure. Semi-structured is most common in psychology research. Unstructured interviews have a free-flowing style, while structured interviews involve preset questions asked in a particular order.

Structured Interview

A structured interview is a quantitative research method where the interviewer a set of prepared closed-ended questions in the form of an interview schedule, which he/she reads out exactly as worded.

Interviews schedules have a standardized format, meaning the same questions are asked to each interviewee in the same order (see Fig. 1).

interview schedule example

   Figure 1. An example of an interview schedule

The interviewer will not deviate from the interview schedule (except to clarify the meaning of the question) or probe beyond the answers received.  Replies are recorded on a questionnaire, and the order and wording of questions, and sometimes the range of alternative answers, is preset by the researcher.

A structured interview is also known as a formal interview (like a job interview).

  • Structured interviews are easy to replicate as a fixed set of closed questions are used, which are easy to quantify – this means it is easy to test for reliability .
  • Structured interviews are fairly quick to conduct which means that many interviews can take place within a short amount of time. This means a large sample can be obtained, resulting in the findings being representative and having the ability to be generalized to a large population.

Limitations

  • Structured interviews are not flexible. This means new questions cannot be asked impromptu (i.e., during the interview), as an interview schedule must be followed.
  • The answers from structured interviews lack detail as only closed questions are asked, which generates quantitative data . This means a researcher won’t know why a person behaves a certain way.

Unstructured Interview

Unstructured interviews do not use any set questions, instead, the interviewer asks open-ended questions based on a specific research topic, and will try to let the interview flow like a natural conversation. The interviewer modifies his or her questions to suit the candidate’s specific experiences.

Unstructured interviews are sometimes referred to as ‘discovery interviews’ and are more like a ‘guided conservation’ than a strictly structured interview. They are sometimes called informal interviews.

Unstructured interviews are most useful in qualitative research to analyze attitudes and values. Though they rarely provide a valid basis for generalization, their main advantage is that they enable the researcher to probe social actors’ subjective points of view.

Interviewer Self-Disclosure

Interviewer self-disclosure involves the interviewer revealing personal information or opinions during the research interview. This may increase rapport but risks changing dynamics away from a focus on facilitating the interviewee’s account.

In unstructured interviews, the informal conversational style may deliberately include elements of interviewer self-disclosure, mirroring ordinary conversation dynamics.

Interviewer self-disclosure risks changing the dynamics away from facilitation of interviewee accounts. It should not be ruled out entirely but requires skillful handling informed by reflection.

  • An informal interviewing style with some interviewer self-disclosure may increase rapport and participant openness. However, it also increases the chance of the participant converging opinions with the interviewer.
  • Complete interviewer neutrality is unlikely. However, excessive informality and self-disclosure risk the interview becoming more of an ordinary conversation and producing consensus accounts.
  • Overly personal disclosures could also be seen as irrelevant and intrusive by participants. They may invite increased intimacy on uncomfortable topics.
  • The safest approach seems to be to avoid interviewer self-disclosures in most cases. Where an informal style is used, disclosures require careful judgment and substantial interviewing experience.
  • If asked for personal opinions during an interview, the interviewer could highlight the defined roles and defer that discussion until after the interview.
  • Unstructured interviews are more flexible as questions can be adapted and changed depending on the respondents’ answers. The interview can deviate from the interview schedule.
  • Unstructured interviews generate qualitative data through the use of open questions. This allows the respondent to talk in some depth, choosing their own words. This helps the researcher develop a real sense of a person’s understanding of a situation.
  • They also have increased validity because it gives the interviewer the opportunity to probe for a deeper understanding, ask for clarification & allow the interviewee to steer the direction of the interview, etc. Interviewers have the chance to clarify any questions of participants during the interview.
  • It can be time-consuming to conduct an unstructured interview and analyze the qualitative data (using methods such as thematic analysis).
  • Employing and training interviewers is expensive and not as cheap as collecting data via questionnaires . For example, certain skills may be needed by the interviewer. These include the ability to establish rapport and knowing when to probe.
  • Interviews inevitably co-construct data through researchers’ agenda-setting and question-framing. Techniques like open questions provide only limited remedies.

Focus Group Interview

Focus group interview is a qualitative approach where a group of respondents are interviewed together, used to gain an in‐depth understanding of social issues.

This type of interview is often referred to as a focus group because the job of the interviewer ( or moderator ) is to bring the group to focus on the issue at hand. Initially, the goal was to reach a consensus among the group, but with the development of techniques for analyzing group qualitative data, there is less emphasis on consensus building.

The method aims to obtain data from a purposely selected group of individuals rather than from a statistically representative sample of a broader population.

The role of the interview moderator is to make sure the group interacts with each other and do not drift off-topic. Ideally, the moderator will be similar to the participants in terms of appearance, have adequate knowledge of the topic being discussed, and exercise mild unobtrusive control over dominant talkers and shy participants.

A researcher must be highly skilled to conduct a focus group interview. For example, the moderator may need certain skills, including the ability to establish rapport and know when to probe.

  • Group interviews generate qualitative narrative data through the use of open questions. This allows the respondents to talk in some depth, choosing their own words. This helps the researcher develop a real sense of a person’s understanding of a situation. Qualitative data also includes observational data, such as body language and facial expressions.
  • Group responses are helpful when you want to elicit perspectives on a collective experience, encourage diversity of thought, reduce researcher bias, and gather a wider range of contextualized views.
  • They also have increased validity because some participants may feel more comfortable being with others as they are used to talking in groups in real life (i.e., it’s more natural).
  • When participants have common experiences, focus groups allow them to build on each other’s comments to provide richer contextual data representing a wider range of views than individual interviews.
  • Focus groups are a type of group interview method used in market research and consumer psychology that are cost – effective for gathering the views of consumers .
  • The researcher must ensure that they keep all the interviewees” details confidential and respect their privacy. This is difficult when using a group interview. For example, the researcher cannot guarantee that the other people in the group will keep information private.
  • Group interviews are less reliable as they use open questions and may deviate from the interview schedule, making them difficult to repeat.
  • It is important to note that there are some potential pitfalls of focus groups, such as conformity, social desirability, and oppositional behavior, that can reduce the usefulness of the data collected.
For example, group interviews may sometimes lack validity as participants may lie to impress the other group members. They may conform to peer pressure and give false answers.

To avoid these pitfalls, the interviewer needs to have a good understanding of how people function in groups as well as how to lead the group in a productive discussion.

Semi-Structured Interview

Semi-structured interviews lie between structured and unstructured interviews. The interviewer prepares a set of same questions to be answered by all interviewees. Additional questions might be asked during the interview to clarify or expand certain issues.

In semi-structured interviews, the interviewer has more freedom to digress and probe beyond the answers. The interview guide contains a list of questions and topics that need to be covered during the conversation, usually in a particular order.

Semi-structured interviews are most useful to address the ‘what’, ‘how’, and ‘why’ research questions. Both qualitative and quantitative analyses can be performed on data collected during semi-structured interviews.

  • Semi-structured interviews allow respondents to answer more on their terms in an informal setting yet provide uniform information making them ideal for qualitative analysis.
  • The flexible nature of semi-structured interviews allows ideas to be introduced and explored during the interview based on the respondents’ answers.
  • Semi-structured interviews can provide reliable and comparable qualitative data. Allows the interviewer to probe answers, where the interviewee is asked to clarify or expand on the answers provided.
  • The data generated remain fundamentally shaped by the interview context itself. Analysis rarely acknowledges this endemic co-construction.
  • They are more time-consuming (to conduct, transcribe, and analyze) than structured interviews.
  • The quality of findings is more dependent on the individual skills of the interviewer than in structured interviews. Skill is required to probe effectively while avoiding biasing responses.

The Interviewer Effect

Face-to-face interviews raise methodological problems. These stem from the fact that interviewers are themselves role players, and their perceived status may influence the replies of the respondents.

Because an interview is a social interaction, the interviewer’s appearance or behavior may influence the respondent’s answers. This is a problem as it can bias the results of the study and make them invalid.

For example, the gender, ethnicity, body language, age, and social status of the interview can all create an interviewer effect. If there is a perceived status disparity between the interviewer and the interviewee, the results of interviews have to be interpreted with care. This is pertinent for sensitive topics such as health.

For example, if a researcher was investigating sexism amongst males, would a female interview be preferable to a male? It is possible that if a female interviewer was used, male participants might lie (i.e., pretend they are not sexist) to impress the interviewer, thus creating an interviewer effect.

Flooding interviews with researcher’s agenda

The interactional nature of interviews means the researcher fundamentally shapes the discourse, rather than just neutrally collecting it. This shapes what is talked about and how participants can respond.
  • The interviewer’s assumptions, interests, and categories don’t just shape the specific interview questions asked. They also shape the framing, task instructions, recruitment, and ongoing responses/prompts.
  • This flooding of the interview interaction with the researcher’s agenda makes it very difficult to separate out what comes from the participant vs. what is aligned with the interviewer’s concerns.
  • So the participant’s talk ends up being fundamentally shaped by the interviewer rather than being a more natural reflection of the participant’s own orientations or practices.
  • This effect is hard to avoid because interviews inherently involve the researcher setting an agenda. But it does mean the talk extracted may say more about the interview process than the reality it is supposed to reflect.

Interview Design

First, you must choose whether to use a structured or non-structured interview.

Characteristics of Interviewers

Next, you must consider who will be the interviewer, and this will depend on what type of person is being interviewed. There are several variables to consider:

  • Gender and age : This can greatly affect respondents’ answers, particularly on personal issues.
  • Personal characteristics : Some people are easier to get on with than others. Also, the interviewer’s accent and appearance (e.g., clothing) can affect the rapport between the interviewer and interviewee.
  • Language : The interviewer’s language should be appropriate to the vocabulary of the group of people being studied. For example, the researcher must change the questions’ language to match the respondents’ social background” age / educational level / social class/ethnicity, etc.
  • Ethnicity : People may have difficulty interviewing people from different ethnic groups.
  • Interviewer expertise should match research sensitivity – inexperienced students should avoid interviewing highly vulnerable groups.

Interview Location

The location of a research interview can influence the way in which the interviewer and interviewee relate and may exaggerate a power dynamic in one direction or another. It is usual to offer interviewees a choice of location as part of facilitating their comfort and encouraging participation.

However, the safety of the interviewer is an overriding consideration and, as mentioned, a minimal requirement should be that a responsible person knows where the interviewer has gone and when they are due back.

Remote Interviews

The COVID-19 pandemic necessitated remote interviewing for research continuity. However online interview platforms provide increased flexibility even under normal conditions.

They enable access to participant groups across geographical distances without travel costs or arrangements. Online interviews can be efficiently scheduled to align with researcher and interviewee availability.

There are practical considerations in setting up remote interviews. Interviewees require access to internet and an online platform such as Zoom, Microsoft Teams or Skype through which to connect.

Certain modifications help build initial rapport in the remote format. Allowing time at the start of the interview for casual conversation while testing audio/video quality helps participants settle in. Minor delays can disrupt turn-taking flow, so alerting participants to speak slightly slower than usual minimizes accidental interruptions.

Keeping remote interviews under an hour avoids fatigue for stare at a screen. Seeking advanced ethical clearance for verbal consent at the interview start saves participant time. Adapting to the remote context shows care for interviewees and aids rich discussion.

However, it remains important to critically reflect on how removing in-person dynamics may shape the co-created data. Perhaps some nuances of trust and disclosure differ over video.

Vulnerable Groups

The interviewer must ensure that they take special care when interviewing vulnerable groups, such as children. For example, children have a limited attention span, so lengthy interviews should be avoided.

Developing an Interview Schedule

An interview schedule is a list of pre-planned, structured questions that have been prepared, to serve as a guide for interviewers, researchers and investigators in collecting information or data about a specific topic or issue.
  • List the key themes or topics that must be covered to address your research questions. This will form the basic content.
  • Organize the content logically, such as chronologically following the interviewee’s experiences. Place more sensitive topics later in the interview.
  • Develop the list of content into actual questions and prompts. Carefully word each question – keep them open-ended, non-leading, and focused on examples.
  • Add prompts to remind you to cover areas of interest.
  • Pilot test the interview schedule to check it generates useful data and revise as needed.
  • Be prepared to refine the schedule throughout data collection as you learn which questions work better.
  • Practice skills like asking follow-up questions to get depth and detail. Stay flexible to depart from the schedule when needed.
  • Keep questions brief and clear. Avoid multi-part questions that risk confusing interviewees.
  • Listen actively during interviews to determine which pre-planned questions can be skipped based on information the participant has already provided.

The key is balancing preparation with the flexibility to adapt questions based on each interview interaction. With practice, you’ll gain skills to conduct productive interviews that obtain rich qualitative data.

The Power of Silence

Strategic use of silence is a key technique to generate interviewee-led data, but it requires judgment about appropriate timing and duration to maintain mutual understanding.
  • Unlike ordinary conversation, the interviewer aims to facilitate the interviewee’s contribution without interrupting. This often means resisting the urge to speak at the end of the interviewee’s turn construction units (TCUs).
  • Leaving a silence after a TCU encourages the interviewee to provide more material without being led by the interviewer. However, this simple technique requires confidence, as silence can feel socially awkward.
  • Allowing longer silences (e.g. 24 seconds) later in interviews can work well, but early on even short silences may disrupt rapport if they cause misalignment between speakers.
  • Silence also allows interviewees time to think before answering. Rushing to re-ask or amend questions can limit responses.
  • Blunt backchannels like “mm hm” also avoid interrupting flow. Interruptions, especially to finish an interviewee’s turn, are problematic as they make the ownership of perspectives unclear.
  • If interviewers incorrectly complete turns, an upside is it can produce extended interviewee narratives correcting the record. However, silence would have been better to let interviewees shape their own accounts.

Interviewing Children

By understanding the unique challenges and employing these solutions, interviewers can create a more child-friendly and effective interview process, promoting accurate and reliable information gathering from young witnesses.

Pitfalls to Avoid

  • Speculation and misinterpretation : Children may misinterpret questions due to immature language and memory skills, leading them to speculate or provide inaccurate information . For example, children might not fully grasp the meaning of words like “before” and “after” .
  • Limited information : Directive questions often result in brief answers, restricting the child’s opportunity to provide a full and detailed account of the event.
  • Children’s desire to cooperate: Children are generally inclined to answer any question posed by an authority figure, even if they don’t understand the question or know the answer. This can result in inaccurate responses or speculation to please the interviewer.
  • Language development : Young children may not understand complex vocabulary, grammatical structures, or abstract concepts . For instance, words like “aunt” and “uncle” can be challenging for children because their meaning shifts depending on the speaker.
  • Memory capabilities : Children’s memory abilities are still developing, making them more susceptible to memory errors and suggestibility . Questions that repeatedly cue specific details can inadvertently alter their recollections .
  • Attention span and fatigue : Children, especially younger ones, have shorter attention spans and tire more easily than adults.  Lengthy interviews or those with excessive questioning can lead to fatigue and reduce the quality of their responses.
  • Reluctance to talk: Children may be hesitant to talk due to various reasons, such as fear of getting into trouble, an inhibited temperament, distrust of unfamiliar adults, or feeling overwhelmed. This can make it challenging to obtain information from them.
  • Adopt a child-centered approach: Interviewers prioritize creating a supportive and less intimidating environment by using techniques tailored to the child’s developmental level and cultural background. This includes using developmentally appropriate language, building rapport, and employing a patient and non-judgmental demeanor.
  • Emphasize open-ended questions: Instead of relying heavily on focused questions, interviewers prioritize open-ended prompts that encourage children to provide detailed narratives in their own words. They use open-ended invitations like “Tell me everything that happened” or “What happened next?” to elicit more comprehensive and accurate responses.
  • Use a questioning cycle: Interviewers combine open-ended invitations with focused prompts to gather specific details while maintaining a conversational flow. This involves cycling back to broader, open-ended prompts after asking focused questions to ensure a thorough understanding of the situation.
  • Provide ample time to respond: Recognizing that children may need more time to process information, interviewers provide sufficient wait time, allowing children to respond at their own pace. This patience helps to reduce pressure and encourages more thoughtful responses.
  • Build rapport: Establishing rapport is crucial for creating a safe and comfortable space for children to share their experiences. Interviewers achieve this by engaging in neutral conversations, showing genuine interest in the child’s life, and using a calm and reassuring tone.
  • Deliver clear interview instructions: Interviewers provide clear and concise instructions, explaining the ground rules of the interview, emphasizing honesty, and encouraging the child to ask for clarification if needed.
  • Use interview aids cautiously: While tools like drawings or diagrams can be helpful, interviewers use them with caution, ensuring they don’t lead or suggest information to the child. These aids are primarily used to clarify or elaborate on information the child has already provided verbally.
  • Be prepared for multiple interviews: It’s often necessary to conduct multiple interviews to allow children time to process information and recall additional details. Subsequent interviews provide an opportunity to clarify information and explore inconsistencies.

Recording & Transcription

Design choices.

Design choices around recording and engaging closely with transcripts influence analytic insights, as well as practical feasibility. Weighing up relevant tradeoffs is key.
  • Audio recording is standard, but video better captures contextual details, which is useful for some topics/analysis approaches. Participants may find video invasive for sensitive research.
  • Digital formats enable the sharing of anonymized clips. Additional microphones reduce audio issues.
  • Doing all transcription is time-consuming. Outsourcing can save researcher effort but needs confidentiality assurances. Always carefully check outsourced transcripts.
  • Online platform auto-captioning can facilitate rapid analysis, but accuracy limitations mean full transcripts remain ideal. Software cleans up caption file formatting.
  • Verbatim transcripts best capture nuanced meaning, but the level of detail needed depends on the analysis approach. Referring back to recordings is still advisable during analysis.
  • Transcripts versus recordings highlight different interaction elements. Transcripts make overt disagreements clearer through the wording itself. Recordings better convey tone affiliativeness.

Transcribing Interviews & Focus Groups

Here are the steps for transcribing interviews:
  • Play back audio/video files to develop an overall understanding of the interview
  • Format the transcription document:
  • Add line numbers
  • Separate interviewer questions and interviewee responses
  • Use formatting like bold, italics, etc. to highlight key passages
  • Provide sentence-level clarity in the interviewee’s responses while preserving their authentic voice and word choices
  • Break longer passages into smaller paragraphs to help with coding
  • If translating the interview to another language, use qualified translators and back-translate where possible
  • Select a notation system to indicate pauses, emphasis, laughter, interruptions, etc., and adapt it as needed for your data
  • Insert screenshots, photos, or documents discussed in the interview at the relevant point in the transcript
  • Read through multiple times, revising formatting and notations
  • Double-check the accuracy of transcription against audio/videos
  • De-identify transcript by removing identifying participant details

The goal is to produce a formatted written record of the verbal interview exchange that captures the meaning and highlights important passages ready for the coding process. Careful transcription is the vital first step in analysis.

Coding Transcripts

The goal of transcription and coding is to systematically transform interview responses into a set of codes and themes that capture key concepts, experiences and beliefs expressed by participants. Taking care with transcription and coding procedures enhances the validity of qualitative analysis .
  • Read through the transcript multiple times to become immersed in the details
  • Identify manifest/obvious codes and latent/underlying meaning codes
  • Highlight insightful participant quotes that capture key concepts (in vivo codes)
  • Create a codebook to organize and define codes with examples
  • Use an iterative cycle of inductive (data-driven) coding and deductive (theory-driven) coding
  • Refine codebook with clear definitions and examples as you code more transcripts
  • Collaborate with other coders to establish the reliability of codes

Ethical Issues

Informed consent.

The participant information sheet must give potential interviewees a good idea of what is involved if taking part in the research.

This will include the general topics covered in the interview, where the interview might take place, how long it is expected to last, how it will be recorded, the ways in which participants’ anonymity will be managed, and incentives offered.

It might be considered good practice to consider true informed consent in interview research to require two distinguishable stages:

  • Consent to undertake and record the interview and
  • Consent to use the material in research after the interview has been conducted and the content known, or even after the interviewee has seen a copy of the transcript and has had a chance to remove sections, if desired.

Power and Vulnerability

  • Early feminist views that sensitivity could equalize power differences are likely naive. The interviewer and interviewee inhabit different knowledge spheres and social categories, indicating structural disparities.
  • Power fluctuates within interviews. Researchers rely on participation, yet interviewees control openness and can undermine data collection. Assumptions should be avoided.
  • Interviews on sensitive topics may feel like quasi-counseling. Interviewers must refrain from dual roles, instead supplying support service details to all participants.
  • Interviewees recruited for trauma experiences may reveal more than anticipated. While generating analytic insights, this risks leaving them feeling exposed.
  • Ultimately, power balances resist reconciliation. But reflexively analyzing operations of power serves to qualify rather than nullify situtated qualitative accounts.

Some groups, like those with mental health issues, extreme views, or criminal backgrounds, risk being discredited – treated skeptically by researchers.

This creates tensions with qualitative approaches, often having an empathetic ethos seeking to center subjective perspectives. Analysis should balance openness to offered accounts with critically examining stakes and motivations behind them.

Potter, J., & Hepburn, A. (2005). Qualitative interviews in psychology: Problems and possibilities.  Qualitative research in Psychology ,  2 (4), 281-307.

Houtkoop-Steenstra, H. (2000). Interaction and the standardized survey interview: The living questionnaire . Cambridge University Press

Madill, A. (2011). Interaction in the semi-structured interview: A comparative analysis of the use of and response to indirect complaints. Qualitative Research in Psychology, 8 (4), 333–353.

Maryudi, A., & Fisher, M. (2020). The power in the interview: A practical guide for identifying the critical role of actor interests in environment research. Forest and Society, 4 (1), 142–150

O’Key, V., Hugh-Jones, S., & Madill, A. (2009). Recruiting and engaging with people in deprived locales: Interviewing families about their eating patterns. Social Psychological Review, 11 (20), 30–35.

Puchta, C., & Potter, J. (2004). Focus group practice . Sage.

Schaeffer, N. C. (1991). Conversation with a purpose— Or conversation? Interaction in the standardized interview. In P. P. Biemer, R. M. Groves, L. E. Lyberg, & N. A. Mathiowetz (Eds.), Measurement errors in surveys (pp. 367–391). Wiley.

Silverman, D. (1973). Interview talk: Bringing off a research instrument. Sociology, 7 (1), 31–48.

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A structured interview is a research method where the interviewer asks a predetermined set of questions in a specific order, ensuring consistency and comparability in responses. This approach is designed to minimize variability in answers and allows for quantitative analysis, making it particularly useful in contexts where clear, objective data is needed.

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5 Must Know Facts For Your Next Test

  • Structured interviews help ensure that all participants are asked the same questions, which increases the reliability of the data collected.
  • This type of interview can be used in various fields, including market research, psychology, and academic studies, making it versatile.
  • Structured interviews can include both closed-ended and open-ended questions, but they primarily focus on closed-ended questions for easier data analysis.
  • By following a strict format, structured interviews can reduce interviewer bias and influence on the respondents' answers.
  • The data gathered from structured interviews is typically easier to analyze statistically compared to more open-ended formats.

Review Questions

  • A structured interview enhances reliability by ensuring that each participant answers the same set of predetermined questions, which reduces variability in responses. Unlike unstructured or semi-structured interviews where questions may change based on prior answers, the fixed format of a structured interview minimizes potential biases and inconsistencies from both the interviewer and participants. This leads to more comparable results across different subjects.
  • Structured interviews offer several advantages including increased consistency in responses, ease of comparison across candidates or subjects, and reduced bias from interviewers. However, they can also limit the depth of responses as they may not allow participants to elaborate on their thoughts. In professional settings like hiring, this could mean missing out on valuable insights about a candidate's personality or fit for the role due to the rigid format.
  • Utilizing non-verbal communication techniques during structured interviews with experts can significantly enhance engagement and comprehension. For instance, maintaining eye contact and using appropriate body language can create a comfortable atmosphere, encouraging experts to provide more nuanced answers even within a structured format. This combination of verbal structure with supportive non-verbal cues allows for richer data collection while still adhering to the benefits of a structured approach.

Related terms

Interview Schedule : A detailed plan outlining the specific questions and topics to be covered during an interview, guiding the interviewer through the structured process.

Closed-Ended Questions : Questions that provide respondents with a limited set of response options, often used in structured interviews to facilitate easy analysis of data.

Qualitative vs. Quantitative Research : Qualitative research focuses on understanding human behavior and experiences, while quantitative research emphasizes numerical data and statistical analysis, often utilizing structured interviews.

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Research-Methodology

Interviews can be defined as a qualitative research technique which involves “conducting intensive individual interviews with a small number of respondents to explore their perspectives on a particular idea, program or situation.” [1]

There are three different formats of interviews: structured, semi-structured and unstructured.

Structured interviews consist of a series of pre-determined questions that all interviewees answer in the same order. Data analysis usually tends to be more straightforward because researcher can compare and contrast different answers given to the same questions.

Unstructured interviews are usually the least reliable from research viewpoint, because no questions are prepared prior to the interview and data collection is conducted in an informal manner. Unstructured interviews can be associated with a high level of bias and comparison of answers given by different respondents tends to be difficult due to the differences in formulation of questions.

Semi-structured interviews contain the components of both, structured and unstructured interviews. In semi-structured interviews, interviewer prepares a set of same questions to be answered by all interviewees. At the same time, additional questions might be asked during interviews to clarify and/or further expand certain issues.

Advantages of interviews include possibilities of collecting detailed information about research questions.  Moreover, in in this type of primary data collection researcher has direct control over the flow of process and she has a chance to clarify certain issues during the process if needed. Disadvantages, on the other hand, include longer time requirements and difficulties associated with arranging an appropriate time with perspective sample group members to conduct interviews.

When conducting interviews you should have an open mind and refrain from displaying disagreements in any forms when viewpoints expressed by interviewees contradict your own ideas. Moreover, timing and environment for interviews need to be scheduled effectively. Specifically, interviews need to be conducted in a relaxed environment, free of any forms of pressure for interviewees whatsoever.

Respected scholars warn that “in conducting an interview the interviewer should attempt to create a friendly, non-threatening atmosphere. Much as one does with a cover letter, the interviewer should give a brief, casual introduction to the study; stress the importance of the person’s participation; and assure anonymity, or at least confidentiality, when possible.” [2]

There is a risk of interviewee bias during the primary data collection process and this would seriously compromise the validity of the project findings. Some interviewer bias can be avoided by ensuring that the interviewer does not overreact to responses of the interviewee. Other steps that can be taken to help avoid or reduce interviewer bias include having the interviewer dress inconspicuously and appropriately for the environment and holding the interview in a private setting.  [3]

My e-book, The Ultimate Guide to Writing a Dissertation in Business Studies: a step by step assistance offers practical assistance to complete a dissertation with minimum or no stress. The e-book covers all stages of writing a dissertation starting from the selection to the research area to submitting the completed version of the work within the deadline.John Dudovskiy

Interviews

[1] Boyce, C. & Neale, P. (2006) “Conducting in-depth Interviews: A Guide for Designing and Conducting In-Depth Interviews”, Pathfinder International Tool Series

[2] Connaway, L.S.& Powell, R.P.(2010) “Basic Research Methods for Librarians” ABC-CLIO

[3] Connaway, L.S.& Powell, R.P.(2010) “Basic Research Methods for Librarians” ABC-CLIO

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What Are Structured Interviews (and Why Use Them)?

Interviews are a necessary part of your hiring process. And yet, determining whether a candidate is right for a role can be challenging. Can a one-hour interview truly tell you everything you need to know before hiring a new team member?

Which questions hiring team members ask and how they assess whether a candidate is the right fit ultimately informs who gets passed on and who gets an offer. But the structure of this process matters just as much as the Qs asked and post-interview evaluation.

Ensuring everyone involved in the hiring process is aligned is critical to running successful interview processes and, at the end of the day, employing the right individuals and providing a stellar experience to each candidate engaged.

This is where structured interviews can help.

What is a structured interview?

A structured interview is a method of assessment that measures how competent a candidate is for a role by asking each prospect one interviews the same set of questions and comparing them against the same criteria.

  • This approach require a hiring team to develop a clearly defined purpose for each interview, along with a specific set of structured interview questions for each interviewer to ask.

Moreover, it includes a rubric or scorecard of some kind that helps interview panelists assess answers to each question. This means all candidates are asked the same predetermined questions (and in the same order) and their responses are evaluated using the same scale.

talent acquisition recruiting benchmarks

Why are structured interviews better?

Conducting job interviews can seem pretty straightforward:

  • Candidates come into your talent pipeline.
  • You choose the ones you’d like to interview.
  • You ask them a series of relevant questions.
  • Based on their responses and your hiring team’s collective feedback, you move forward with the candidate you think is the best fit for the role.

Upon second glance, however, you’ll find that a brief interview and a “gut feeling” aren’t enough to make the most effective hiring decisions — especially when other stakeholders or influencers are involved.

Rather, you need an organized approach to speaking with prospective hires. Fail yo implement such a process, and you could very well end up employing the wrong person.

Hiring the wrong candidate can be costly. Studies have shown that, on average, a bad hire can cost a company upwards of $15,000 . Meanwhile, 74% of managers say they’ve hired the wrong person for a position at one time or another.

This makes having a structured interview process crucial.

The advantages of using structured interviews

Many recruiters consider structured interviews to be more effective, as they’re based on a clearly defined role and its core objectives: a hiring team uses a rubric and deliberate set of questions that foster data-driven hiring decisions.

Let’s dive deeper into the specific, key advantages of structured interviews :

  • Better predict job performance : As we mentioned above, studies have shown that structured interviews can help you better predict a candidate’s job performance.
  • Eliminate confirmation bias : All candidates are asked the same open-ended questions and assessed with the same rubric. This ensures your hiring is equitable and fair.
  • Data-driven vs. emotional hiring : As candidates are assessed based on standardized criteria rather than ‘feeling’, hiring teams can make more data-driven hiring decisions.
  • Optimize interview time : Having a structured interview framework in place can help managers and stakeholders optimize the time they have with each candidate.
  • Understanding of interpersonal skills : A bonus benefit is recruiters, hiring managers, and prospective peers of a candidate can gauge their personality and behavior.

interview training program

Benefits of leveraging structured interviews for both candidates and employers

The intention of structured interviews is to help hiring teams make objective, intelligent hiring decisions, which ultimately benefits both the candidate who gets hired and the org.

In other words? It ensures they don’t have semi -structured interview processes (or, worse, unstructured interview processes) that prevent panelists from comparing candidates and discerning the strongest-fit individuals.

The structured interview is ultimately a type of interview approach that ensures :

  • Candidates are assessed based on skills and qualities as they relate to the core objectives of the role (versus personal preference)
  • All candidates are asked the same questions and assessed using the same criteria, making the hiring process more intentional and fair
  • Interviews are more deliberate and outcome-oriented , which maximizes the time a candidate has with a hiring manager

There aren’t just pros for prospects, though. Structured interviews help employers :

  • Reduce unconscious bias and/or confirmation bias in interviews
  • Create a more deliberate, intentional, and standardized process for interviews that helps hiring teams choose the right candidates
  • Leverage their time with candidates more productively by asking the right questions

Why you should use a structured interview framework

If structured interviews are more effective, why don’t all hiring teams use them when recruiting and nurturing candidates? Well, it could have a lot to do with comfort.

  • Research has shown that, in general, interviewers tend to think they’re great at interviewing , so few will update their skills or practice new ways of conducting interviews.

But interviewing can quickly become an informal, almost casual process if you’re tasked with interviewing candidates often or at scale. This can lead to ineffective interviews that hinder hiring teams from properly assessing candidates — and can lead to the ‘interview effect.’

In short, the “interview effect” occurs when an interviewer unintentionally influences the interviewee . For example, an interviewer’s body language and responses can influence how a candidate answers questions.

  • Given interviews — structured and unstructured — are social interactions, a casual or unstructured approach can bias people’s responses or behaviors in an interview.

In this sense, having a structured interview framework enables your hiring team to conduct more productive, unbiased interviews — and help employers like yours extend offers to and hire top talent more efficiently and effectively.

Download our Structured Hiring 101 guide to learn how your talent acquisition team can implement a highly structured interview process that leads to smarter hiring.

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Further reading

How to prioritize candidate engagement and build relationships with talent, 6 ways to elevate your healthcare recruitment strategies, talent acquisition strategy: 7 award-winning approaches.

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How to conduct a structured interview

Conducting a structured interview involves a step-by-step process that includes job analysis, defining requirements, developing lead and probing questions, determining a grading scale, and conducting the interview. This method ensures a fair and objective evaluation of candidates, improving the reliability and validity of the hiring process.

Nikoletta Bika

Nikoletta holds an MSc in HR management and has written extensively about all things HR and recruiting.

structured interview

A structured interview is a systematic approach to interviewing where you ask the same predetermined questions to all candidates in the same order and you rate them with a standardized scoring system. This method is almost twice as effective as the traditional interview, reducing the likelihood of a bad hire.

Think about your usual interview process for a moment. Do you have a list of common interview questions from which you choose a few examples on the spot (in other words a semi-structured interview)? Or do you prefer the unstructured interview, doing no preparation at all? Without a pre-determined scoring system, your interpretation of the candidate’s answer may often be based on intuition. The loose flow can even pose litigation risks as spontaneous questions won’t have been assessed for legality in advance.

A structured interview works differently. Here, we provide a step by step guide to transform informal discussions with candidates into reliable, structured processes :

What makes a structured interview?

During a structured interview, the predetermined questions you ask are all correlated to  important job competencies derived from a detailed job description. The questions can be either behavioral or situational . They’re rated with a specific scoring system with a range of acceptable answers. When there is more than one interviewer, the team should reach a consensus on the order of questions and the interpretation of answers.

This process has shown greater reliability and validity than the unstructured interview, reducing the likelihood of a bad hire . It still doesn’t predict future job performance like work samples or cognitive tests do, but it has the added benefit of face-to-face contact. Structured interviews also ensure that you can reduce  discrimination issues  since all candidates are treated fairly and given the same opportunities to showcase their abilities. Yes, it takes a little more time and expense but its benefits far outweigh its costs.

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How do you conduct a structured interview?

Step 1: job analysis.

For each position, you have to use job analysis to match skills to job tasks. Information from this process is essential to design a structured interview. It can help you develop a professional and informative job ad, structured interview questions as well as salary ranges. Apart from selection, it can also help towards your training and organizational needs.

Tip: Results of a job analysis may be already in place. If not, you can do it using a variety of methods like interviews, questionnaires and observation. Common job descriptions may help you identify duties and qualifications that fit your own requirements.

Step 2: Define requirements

Now that you have a list of requirements needed for the position, you need to provide a full definition for each one. For example, what are communication skills? We all understand it in the abstract but you need to indicate what this means for a specific role. This will be a great help for later when you’ll have to develop a grading scale or behavioral examples .

Tip: Depending on the position, you can even divide competencies in core and secondary and place different weight on each one.

Step 3: Develop lead and probing questions

Interview questions should be developed with great care, preferably with the help of an expert. Assuming you’ll have to evaluate around six core attributes, you can develop a set of 12 structured interview questions. The number is largely up to you though, you can ask less or more if you have time.

Both situational and behavioral questions are job-related. You can choose great questions from existing lists and categorize them according to the requirements you want to assess. If you have situations that are expected to happen frequently to a position, you can include them in the process. Take care, though, to link them to specific attributes that have been indicated from the job analysis and have experts test them if possible.

Probing questions aim to clarify points or gain more information about the candidate’s answers and should also be predetermined. The following structured interview example comes from the US. Department of Personnel Management (OPM) and uses the STAR method (Situation/Task, Action and Result) to ask probing questions:

Competency: Interpersonal Skills — Shows understanding, friendliness, courtesy, tact, empathy, concern, and politeness to others; develops and maintains effective relationships [..].

Initial Question : A very angry client walks up to your desk. She says she was told your office had sent her an overdue check 5 days ago. She claims she has not received the check. She says she has bills to pay and no one will help her. How would you handle this situation?

Probing questions:  Why do you believe this situation occurred? (Situation/Task), What factors would affect your course of action? (Action), How do you think your action would be received? (Result).

Step 4: Determine grading scale

The presence of a scoring system is very important to ensure objective decisions. You can choose the common scale of five or seven points ranging from low to high. The key here is to accurately define the scoring levels.

According to the abovementioned example from the OPM for interpersonal skills, the grading scale can look like this:

Level 1- Low : Handles interpersonal situations involving little or no tension or discomfort and requires close guidance

Level 3- Average: Handles interpersonal situations involving a moderate degree of tension or discomfort and requires occasional guidance

Level 5- Outstanding : Handles interpersonal situations involving a high degree of tension or discomfort and advises others

It’s also helpful to develop examples of behaviors for each grading level specific to the position. The distinction between them will be more apparent this way.

Tip: Test the reliability and validity of the grading scale along with interview questions with the help of subject matter experts.

Step 5: Conduct the interview

Structured interviews may be challenging for an interviewer. It’s best if there’s a guide that hiring managers can use as a reference to understand and follow the process. Some training may be necessary for those unfamiliar with the structured model.

Being friendly, respectful and avoiding mistakes that put off candidates are a matter of importance in all interview forms.

Tip: Take clear and concise notes to help you remember answers. Avoid writing down your assessment of the answer but do write the answer’s main points. Resist the temptation to evaluate attributes that aren’t job-related and not included in your planning.

Disadvantages and limitations

The disadvantages of structured interviews reflect the benefits of the unstructured interview. The latter proceeds more like a conversation and allows for a personal connection between interviewer and interviewee. Conversely, the structured interview may appear cold and impersonal without allowing participants to digress from the established interview process . The interviewer can still be friendly and help the candidate to relax but the lack of spontaneity makes the environment stricter and doesn’t permit exploration of interesting tangents that may come up.

Moreover, the structured interview, for all its preparation and standardization, is still not immune to interviewer biases . The existence of a panel of interviewers may moderate their effect, but it doesn’t help to make the process any more comfortable for the candidate.

Nevertheless, for more senior roles or positions of responsibility, it’s a good idea to use a structured interview that can mitigate the risk of a bad hire. Keep in mind though, that selection should include different types of assessments. Leave the interview as a final stage and include work samples, tests and other methods to craft a complete, reliable hiring process .

How to structure interviews with Workable

Workable’s  interview kits and scorecards  can help you structure an interview process . Create templates for use company-wide or per-department, include customized questions per job, automatically share scorecards and easily aggregate your team’s feedback .

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What Is a Structured Interview & Why Is It Better?

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Lauren is a Senior Content Manager at VidCruiter, with expertise in technology and human resources. She is celebrated for her contributions to Forbes, Fast Company, Meta, Lyft, and McCain.

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A structured interview is an employment assessment tool where every part of the process is kept consistent. All candidates are asked the same questions, and their responses are evaluated against the same role-related criteria using a predefined rating system. The intention is to be fair and objective while accurately assessing the candidates’ potential job performance.

What Is a Structured Interview?

The definition of a structured interview is having a systematic and consistent process for interviewing job candidates. Following a standardized interview template is not a new concept. This interview structure was practiced and called a “patterned interview” by  Robert McMurray  in 1947. Structured interviews have been around for a long time, and thanks to technological advances, the structured interview can now easily be combined with  video interviewing  in the form of live structured video interviews or pre-recorded (asynchronous) video interviews.

The  U.S. Office of Personnel Management  defines a structured interview as a “standardized assessment method designed to evaluate candidates’ job-related skills by systematically asking how they have responded in past experiences and how they would behave in hypothetical situations.”

Ideally, a good interview structure for employers would be based on a  job analysis  that details the abilities and qualities needed for the position, as per  Cosmin Gabriel Sofron . Structured employment interviews use a standardized scoring method to reduce bias in the evaluation process, and hone in on professional knowledge, job skills, interpersonal skills, and, when appropriate, the mental skills related to performing the job responsibilities. All these elements come together to ensure candidates receive equal opportunities to provide information and undergo an identical assessment.

What is structured interviewing?

As the  Society for Human Resource Management  explains, in a structured interview, the interviewer typically asks all candidates the same questions for a specific role. Interviewer(s) ask the questions in a predetermined order in case changing the order impacts the candidate’s answers in any way.

Structured interviewing uses a standardized scoring method, which helps reduce the impact of bias in the evaluation process. Using this structured approach, it’s easier for the interviewer to evaluate candidates and compare their skills fairly, objectively, and, accurately.

Looking for the best way to conduct an interview?

Learn how to conduct a structured interview  →

Why Is Structured Interviewing Better for Recruiting?

There are several reasons why structured interviewing is the best way to hire.

Structured interviewing also creates a more efficient process for the talent acquisition or recruitment team. By enhancing objectivity and consistency and assessing only job-related information, the structure of an interview can mitigate bias and reduce discrimination in the hiring process. And because the questions are based on job analysis, it can improve the accuracy of your employment decisions.

Structured interviewing goes hand in hand with interview compliance. The highly documented and rigorous format provides evidence of fair and ethical hiring practices, enabling legal defensibility and corporate responsibility.

What is interview compliance?

Interview compliance  is a framework that ensures all interviews adhere to proven methods and procedures, maximize effectiveness and fairness, and remain responsive to legal, ethical, and social values.

Candidate experience  may improve when interviewees participate in a professional and competency-focused interview. Explaining the structured interview process helps applicants understand that it’s designed to give them an equal opportunity to succeed.  

Structured interviews can also provide deeper insights into a candidate’s skills and experience, and you can use panels to mitigate the influence of bias on the recruitment process. Implementing a fully structured interview process makes recruitment more equitable, efficient, effective, and beneficial for everyone involved.

Structured vs. Unstructured Interviews

As much as unstructured and structured interviews seem binary, they actually exist on a spectrum with different characteristics depending on where your process lands.

Unstructured interview definition

An unstructured interview is a type of job interview without a set format. This means questions and ratings criteria are not determined in advance, and any aspect of the format may change from candidate to candidate.

Unstructured interview definition

When comparing structured and unstructured interviews, structured interviews are about two times better at predicting job performance ( Journal of Applied Psychology ) even for jobs that are unstructured. This is a big reason why structured interviewing is so effective for increasing the quality of your hires. The research agrees that the more controlled and consistent the interview process is, the more accurate it is as a hiring tool, which is why structured interviewing is recommended over unstructured interviewing. 

There are several distinct differences between unstructured and structured interviews.

Structured versus unstructured interviews

Structured Interviews

Unstructured Interviews

The interviewer directs the conversation and ensures it stays on course.

An often loosely organized conversation between the interviewer and the candidate.

The interviewer asks all their questions before engaging in small talk or answering candidate questions.

The interviewer frequently builds rapport with the candidate at the beginning of the interview.

The interviewer asks a predetermined series of questions based on a job analysis.

The interviewer can ask any questions they want to.

The interviewer asks each candidate the same questions in the same order.

The interviewer can tailor the questions to the candidate.

The interviewer only looks for the skills and qualities that are necessary to perform the job duties.

The interviewer might be considering whether or not the candidate is a good culture fit.

The interviewer asks behavioral or hypothetical questions that require the candidate to draw upon their knowledge and experience to answer.

Unstructured interview questions can include queries about strengths and weaknesses, work experience, interests, and hobbies.

There are always the same interviewers for different candidates.

There may be different interviewers for different candidates.

The interviewer uses a predefined rating scale to score each answer and assess each candidate.

The interviewer’s personal opinion often determines what is or isn’t a satisfactory response.

As you can see from the table above, a structured interview is specifically designed to be objective, valid, reliable, legally defensible, and job-focused.

Semi-Structured Interviews

There are organizations that might believe they are using a structured process, but their interview process is only semi-structured. On opposite sides of the spectrum, you’ve got structured and unstructured interviews. In the middle are semi-structured interviews.

What is semi-structured interviewing?

Semi-structured interviews for hiring are more casual and conversational. Some semi-structured interview questions are planned, and some are off the cuff, creating a loosely structured format. An example of a semi-structured interview would be preparing questions in advance but then changing the question order, interviewers, or interview methods (in-person, remote, hybrid) between candidates.

What is semi-structured interviewing?

Why are semi-structured interviews good? An advantage of semi-structured interviews is that they allow organizations to collect some data points by using a semi-structured interview guide while still providing the freedom to go “off-script.”

One of the benefits of using semi-structured interviews is that they offer more flexibility than structured interviews. However, the more rigidity you remove, the more you lose the benefits of structured interviewing. The interview guide exists for a reason — it sets out how things should be done to maintain consistency, prevent interviewers from asking problematic questions, reduce unintended rater bias, and keep the reliability of the candidate data intact to enable merit-based hiring.

Structured Interview Question Examples

In structured interviews, most questions will be open-ended, and a few might be close-ended questions to collect information about the job seeker. Combine competency-based, behavioral, and situational questions to get a well-rounded overview of a candidate’s skills.

Competency-Based Questions

Competency-based interview questions evaluate candidates’ strengths and weaknesses and see how they pair up with the competencies required for the role. These questions shift the conversation away from a candidate’s qualifications and experiences and toward their performance in various situations. Answers are typically rated based on the thinking that led them to the behaviors they exhibited and the decisions they made. These questions require candidates to narrate past experiences relevant to the job.

Competency-Based Question Examples

If you were looking for someone who demonstrates they can overcome obstacles, you could ask something like, “Describe a time where you were pushed to stretch your energy during a customer meeting,” or “Tell me about a time you failed at something in your work life.”

Behavioral Questions

You use behavioral questions to gather information about the candidate’s past behavior. Behavioral questions probe past experiences, knowledge, and abilities, while competency-based interview questions assess specific traits and behaviors.

Behavioral Question Examples

For example, let’s say you’re writing a behavioral question for a customer service role. The question could be, “Can you describe a time when you went above and beyond to help a customer?” The candidate’s answer will give you insight into their customer service skills and will likely indicate how they’ll behave in the future.

Situational Questions

While behavioral questions ask for examples of past experiences, situational questions explore how candidates will respond to situations they may face in the future. These questions give insight into the candidate’s intentions, which are closely tied to their future behavior.

Situational Question Example

For instance, if you’re interviewing a candidate for a managerial role, you could ask, “How would you handle a team member who constantly misses deadlines?” The candidate’s answer will show their problem-solving abilities and interpersonal skills.

By taking this approach to formulate questions, you can gain deep insights into the candidate’s competencies, experience, and anticipated behavior.

Interview questions to avoid

An important aspect of conducting structured interviews is being aware of statements and questions to avoid. For example, it’s advisable to avoid mentioning long-term employment to ensure nothing you say can be interpreted as a job offer or commitment.

Steer away from off-topic questions and questions that are not job-related. Moreover, beware of certain taboo topics, such as alcohol consumption, the candidate’s personal relationships, and their high school graduation date ( SHRM ). 

To prevent unintentionally introducing employment discrimination, the  EEOC  recommends against asking questions pertaining to race, gender, color, religion, age, pregnancy, disability, or national origin. The exceptions are when such a question is directly related to job qualifications or required by law. Here are some of the  top interview questions to avoid .

Advantages of Structured Interviews

Improves quality of hires.

Structured interviews are reliable when it comes to making accurate hiring decisions. Research shows when used as a recruitment method, structured interviews can predict job performance with between .55 and .70 validity on a standalone basis ( CQ Net ). Structured interviews also produce fully-comparable responses, meaning it’s far easier to confidently move the right candidates forward.

Advantages of structured interviews image

Increases Efficiency

Research shows 3 or 4 unstructured interviews can provide the same level of validity for predicting job performance as a structured interview administered by a single interviewer ( Journal of Applied Psychology ). This shows how taking time to create the process and being well-prepared ends up saving time and increasing your chances of finding the right candidate.

Once it’s all laid out, structured interviews follow an interview guide, so they become predictable. Removing variability and focusing on continual improvement (with help from interview intelligence if possible) also allows interviewers to achieve greater efficiency for the process itself.

Reduces the Impact of Bias

An advantage of a structured interview is that many measures are in place to help reduce unintended rater bias. While structured interviewing is rigorous, things like training interviewers on how to avoid common rating errors, and creating and using a standardized interview and scoring method, are what help to mitigate unconscious bias. As a result of using a highly structured interview process, you can be assured your organization is making merit-based hiring decisions.

Disadvantages of Structured Interviews

Requires an initial investment of time and resources.

Developing and implementing structured interview processes requires time, energy, and resources upfront. It is an investment, but one that will pay off dividends in the long run.

Everyone Needs to Follow the Process

Consistency is key with structured interviews. In order to get the full benefit, your entire hiring team needs to stick to the process.

Requires Maintenance

Structured interview processes require oversight in order to protect your investment and continuously improve the outcomes.

Benefits of Using Structured Interviews

Structured interviewing is a valuable tool that benefits recruiters, employers, and candidates alike. Let’s take a closer look at the benefits of structured interviewing.

A More Efficient, Replicable Process for the Recruitment Team

Structured interviewing helps you feel more prepared and confident during your conversation with candidates. With a standardized set of questions and rating system, it’s easier to evaluate the candidates’ responses more objectively and systematically.

Structured interviewing also allows you to do a better quality assessment — especially if you are using hiring software to collect more data points — in less time, making the recruitment process more efficient and streamlined.

Enhanced Objectivity and Consistency in Interviewing

A structured interview lets you maximize objectivity and consistency in the recruitment process. Because you use a predefined, standardized set of questions and rating system, nothing is left to your subjective opinion. Instead, you objectively gather information that lets you make data-driven hiring decisions.

All your questions should zero in on the specific skills and competencies a candidate needs to succeed in the role. As a result, the interview is more targeted and effective, and the information you obtain is objective and job-related.

On top of that, because you use a rating system to evaluate the candidate’s responses in the moment, you have to pay close attention to be able to critically evaluate the skills your questions address.

It’s important to note that the standardized rating system can drive objectivity when comparing candidates. It makes it easier to compare their skills, experience, and qualifications. This can be especially helpful when you’re interviewing multiple candidates with similar backgrounds or qualifications, as it provides a clear framework for assessing each person’s strengths and weaknesses as they relate to the position.

Benefits of structured interviews

The Ability to Use and Apply Interview Intelligence

Structured interviews provide the consistency necessary for you to study, test and improve the hiring process itself. Interview intelligence uses artificial intelligence, machine learning, or powerful automation to streamline, assess and enhance hiring processes. Structured interviewing can be done with or without HR software involved in the process, but interview intelligence is really only possible if you’re using a hiring platform that enables it.

Here are some ways interview intelligence can help in the interview planning step.

Job Analysis

Efficiently produce accurate job analysis

Question selection

Find the best questions to test chosen competencies

Rating Rubric

Most effective rating processes for your organization

Panel planning

Instantly select and organize the most effective panels

Interviewer Coaching

Ensure interviewers are compliant and adhering to best practices

Process improvement

Automate effective records keeping and reporting in the planning process

Identify key triggers in the interview process

Workflow automation

Achieve best-in-class planning without a dedicated team

Interview intelligence can help improve every step of the hiring process from planning to interviewer analysis and real-time coaching.

Even if you had hiring software, if you are following a semi-structured or unstructured interview process there would be no valid way to derive useful information about what’s working and what isn’t. The structured interview process provides the uniformity necessary to collect quality data and make meaningful improvements.

Reduced Bias and Discrimination in the Hiring Process

Structured interviews use standardization, which makes them an effective tool for reducing bias and discrimination in the hiring process ( SHRM ). Before the interview process starts, you develop a series of questions that are based on an analysis of the job requirements. You also create a rating system that clearly defines which responses are unacceptable, acceptable, and outstanding.

By using a consistent set of questions for each candidate, you can focus on those factors that relate directly to job performance—not on irrelevant or discriminatory criteria. By doing so, you ensure you evaluate each candidate based on the same set of objective criteria, which goes a long way to reducing bias and promoting fairness.

The use of a predetermined rating system requires you to evaluate the responses of each candidate objectively. Consequently, you can make informed hiring decisions based on the merits of their skills, qualities, and experience.

If you are hiring remotely or even just using video interviews as part of your structured interview process, offering video interviewing greatly enlarges and diversifies the talent pool. An employer that’s open to video interviews and remote work has access to more—and more diverse—talent.

Can interview questions be biased?

Yes.  Using masculine language, including adjectives like “competitive” and “determined,” results in women “perceiving that they would not belong in the work environment.” On the other hand, words like “collaborative” and “cooperative,” tend to draw more women than men. When writing interview questions, it’s helpful to get feedback from a variety of perspectives to ensure the language doesn’t invite  hiring bias .

Improved Accuracy of Hiring Decisions

Structured interviews are proven to be highly effective when it comes to making accurate hiring decisions.

Structured interview questions are based on a detailed job analysis. As such, everything you ask in a structured interview is directly related to the specific requirements of the job. With carefully crafted questions, you can gain a clear understanding of how the candidate has performed in similar professional situations in the past. You can also gain insights into how they would respond in hypothetical professional situations in the future.

While you may ask interview questions about soft skills such as communication and critical thinking, make sure they relate to job-specific circumstances. By doing so, you can avoid evaluating the candidate based on your personal impressions or influenced by biases.

Because you rate each candidate’s responses according to a set system, you can accurately and reliably distinguish between regular employees and high performers. This makes the structured interview extremely attractive for employers.

 Improved accuracy of hiring decisions

Evidence of Fair and Ethical Hiring Practices

Structured interviews provide a powerful tool for organizations to demonstrate their commitment to fair and ethical hiring practices.

Because interview panels allow for a diverse group of interviewers, they’re an effective way to reduce the impact of biases in candidate assessments. At the same time, a diverse selection of interviewers communicates to the candidate that the organization values diversity and fair treatment.

Structured interviews should be meticulously documented, preferably using video recordings, as well as notes you take yourself. This documentation can provide valuable proof in favor of the employer in the event a candidate files an employment discrimination complaint. By documenting the interview process, you can show you’ve adhered to all applicable state and federal employment laws.

A study in the  International Journal of Selection and Assessment  shows that unstructured interviews were more frequently challenged in court than any other type of candidate selection device. On top of that, almost 60% of discrimination lawsuits based on unstructured interviews were determined to be discriminatory, while 100% of discrimination lawsuits based on structured interviews were found to be not discriminatory.

A Better Candidate Experience

Generally, structured interviewing is very organized and orderly, so candidates should know what’s coming next and what’s expected.

Taking the time to explain the process and why you are using it, then asking questions that are within the framework, instills confidence in the applicant that they are being treated fairly and professionally, which can also lead to a better experience.

A good chronological and in-depth structured interview process has communication built in, allowing employers to provide a high-touch candidate experience where interviewees don’t feel like they are being left in the dark.

Eight out of 10 unhappy candidates will tell at least one person about a bad recruitment experience ( Deloitte ). This is why taking the extra care to open, conduct, and close interviews properly matters.

Deeper Insights Into Candidates

To hire the best candidate for the job, you need sufficient insight into their qualifications. A structured interview lets you evaluate qualities that are challenging to measure using other methods.

For instance, it’s common practice to use psychometric tests to evaluate cognitive ability, strategic thinking, and other skills. However, they provide little to no insight into competencies such as interpersonal skills, leadership potential, and communication skills.

In the structured interview, you ask candidates about past job-related experiences and how they would respond in a hypothetical professional situation. This allows you to make a more in-depth, comprehensive evaluation of their abilities and preparedness for the job.

Mitigated Influence of Bias on the Hiring Process Through the Use of Panels

Our brains can process 11 million bits of information a second, but our conscious minds can only handle 40 to 50 bits a second ( National Public Radio ). This is why our brains occasionally take cognitive shortcuts that can lead to unconscious or implicit bias.

In the context of job interviews, bias refers to a preference or tendency that impacts objectivity and impartiality in decision-making. It can stem from organizational culture or individual beliefs and values.

Bias in the interview process can negatively impact the evaluation of candidates. One effective strategy to minimize bias in the interview process is to establish a diverse panel of interviewers who understand equity and diversity and bring a range of perspectives and experiences to the table. Incorporating a  panel interview  step in the structured interview process can help mitigate individual biases interviewers may have, resulting in a more comprehensive evaluation of candidates.

When selecting panelists, consider age, gender, race, ethnicity, cognitive diversity, seniority or tenure with the organization, education, training, and more.

Frequently Asked Questions

What are the three types of interview structures.

The three interview types are structured, semi-structured, and unstructured interviews. While they seem like they might be pretty clearly differentiated and defined — it’s more like they’re on a spectrum together, with structured and unstructured interviews on opposite sides and semi-structured interviewing somewhere in the middle.

What Kind of Questions Are Asked in a Structured Interview?

They can be job-specific or general. The questions will depend on the role, the organization the candidate is applying at, and what competencies and skills the organization is looking for. Interviewers could ask different types of questions (competency-based, behavioral, or situational). Still, they shouldn’t ask about your race, ethnicity, gender, age, sexual orientation, marital status, or anything unrelated to the job.

With structured interviews, candidates can always be sure that the questions will be the same for everyone.

When Should You Use a Structured Interview?

It depends on the situation, but generally, it works best to use structured interviewing early on in the interview process to help fairly narrow down the applicants. This may mean doing a structured pre-recorded interview or phone screening, then a live structured interview (in-person, remote, or hybrid) for a subsequent interview.

Are Structured Interviews Formal or Informal?

A structured job interview requires the interviewer to plan, prepare, and follow their interview guide. As a result, it would be fair to say structured interviews are more formal than unstructured job interviews. This is why structured interviews are often also referred to as planned interviews or standardized interviews.

What Is Better: Structured or Unstructured Interviews

In terms of mitigating the potential for unintended rater bias, increasing predictive validity, and finding the candidate most likely to succeed in a specific role, structured interviews are the better choice. 

If you are not concerned about legal or organizational consequences, don’t have the resources to control any element of the interview process, and prefer unplanned, conversational interviews, unstructured interviewing makes sense. If you are trying to improve your reputation with stakeholders, conducting structured interviews means the organization cares about its social, legal, and ethical responsibilities. 

Removing consistency increases the organizational risk of non-compliance and opportunities for unconscious bias.

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Qualitative research method-interviewing and observation

Shazia jamshed.

Department of Pharmacy Practice, Kulliyyah of Pharmacy, International Islamic University Malaysia, Kuantan Campus, Pahang, Malaysia

Buckley and Chiang define research methodology as “a strategy or architectural design by which the researcher maps out an approach to problem-finding or problem-solving.”[ 1 ] According to Crotty, research methodology is a comprehensive strategy ‘that silhouettes our choice and use of specific methods relating them to the anticipated outcomes,[ 2 ] but the choice of research methodology is based upon the type and features of the research problem.[ 3 ] According to Johnson et al . mixed method research is “a class of research where the researcher mixes or combines quantitative and qualitative research techniques, methods, approaches, theories and or language into a single study.[ 4 ] In order to have diverse opinions and views, qualitative findings need to be supplemented with quantitative results.[ 5 ] Therefore, these research methodologies are considered to be complementary to each other rather than incompatible to each other.[ 6 ]

Qualitative research methodology is considered to be suitable when the researcher or the investigator either investigates new field of study or intends to ascertain and theorize prominent issues.[ 6 , 7 ] There are many qualitative methods which are developed to have an in depth and extensive understanding of the issues by means of their textual interpretation and the most common types are interviewing and observation.[ 7 ]

Interviewing

This is the most common format of data collection in qualitative research. According to Oakley, qualitative interview is a type of framework in which the practices and standards be not only recorded, but also achieved, challenged and as well as reinforced.[ 8 ] As no research interview lacks structure[ 9 ] most of the qualitative research interviews are either semi-structured, lightly structured or in-depth.[ 9 ] Unstructured interviews are generally suggested in conducting long-term field work and allow respondents to let them express in their own ways and pace, with minimal hold on respondents’ responses.[ 10 ]

Pioneers of ethnography developed the use of unstructured interviews with local key informants that is., by collecting the data through observation and record field notes as well as to involve themselves with study participants. To be precise, unstructured interview resembles a conversation more than an interview and is always thought to be a “controlled conversation,” which is skewed towards the interests of the interviewer.[ 11 ] Non-directive interviews, form of unstructured interviews are aimed to gather in-depth information and usually do not have pre-planned set of questions.[ 11 ] Another type of the unstructured interview is the focused interview in which the interviewer is well aware of the respondent and in times of deviating away from the main issue the interviewer generally refocuses the respondent towards key subject.[ 11 ] Another type of the unstructured interview is an informal, conversational interview, based on unplanned set of questions that are generated instantaneously during the interview.[ 11 ]

In contrast, semi-structured interviews are those in-depth interviews where the respondents have to answer preset open-ended questions and thus are widely employed by different healthcare professionals in their research. Semi-structured, in-depth interviews are utilized extensively as interviewing format possibly with an individual or sometimes even with a group.[ 6 ] These types of interviews are conducted once only, with an individual or with a group and generally cover the duration of 30 min to more than an hour.[ 12 ] Semi-structured interviews are based on semi-structured interview guide, which is a schematic presentation of questions or topics and need to be explored by the interviewer.[ 12 ] To achieve optimum use of interview time, interview guides serve the useful purpose of exploring many respondents more systematically and comprehensively as well as to keep the interview focused on the desired line of action.[ 12 ] The questions in the interview guide comprise of the core question and many associated questions related to the central question, which in turn, improve further through pilot testing of the interview guide.[ 7 ] In order to have the interview data captured more effectively, recording of the interviews is considered an appropriate choice but sometimes a matter of controversy among the researcher and the respondent. Hand written notes during the interview are relatively unreliable, and the researcher might miss some key points. The recording of the interview makes it easier for the researcher to focus on the interview content and the verbal prompts and thus enables the transcriptionist to generate “verbatim transcript” of the interview.

Similarly, in focus groups, invited groups of people are interviewed in a discussion setting in the presence of the session moderator and generally these discussions last for 90 min.[ 7 ] Like every research technique having its own merits and demerits, group discussions have some intrinsic worth of expressing the opinions openly by the participants. On the contrary in these types of discussion settings, limited issues can be focused, and this may lead to the generation of fewer initiatives and suggestions about research topic.

Observation

Observation is a type of qualitative research method which not only included participant's observation, but also covered ethnography and research work in the field. In the observational research design, multiple study sites are involved. Observational data can be integrated as auxiliary or confirmatory research.[ 11 ]

Research can be visualized and perceived as painstaking methodical efforts to examine, investigate as well as restructure the realities, theories and applications. Research methods reflect the approach to tackling the research problem. Depending upon the need, research method could be either an amalgam of both qualitative and quantitative or qualitative or quantitative independently. By adopting qualitative methodology, a prospective researcher is going to fine-tune the pre-conceived notions as well as extrapolate the thought process, analyzing and estimating the issues from an in-depth perspective. This could be carried out by one-to-one interviews or as issue-directed discussions. Observational methods are, sometimes, supplemental means for corroborating research findings.

Interviews in Social Research: Advantages and Disadvantages

Table of Contents

Last Updated on September 11, 2023 by Karl Thompson

An interview involves an interviewer asking questions verbally to a respondent. Interviews involve a more direct interaction between the researcher and the respondent than questionnaires. Interviews can either be conducted face to face, via phone, video link or social media.

This post has primarily been written for students studying the Research Methods aspect of A-level sociology, but it should also be useful for students studying methods for psychology, business studies and maybe other subjects too!

Types of interview

Structured or formal interviews are those in which the interviewer asks the interviewee the same questions in the same way to different respondents. This will typically involve reading out questions from a pre-written and pre-coded structured questionnaire, which forms the interview schedule. The most familiar form of this is with market research, where you may have been stopped on the street with a researcher ticking boxes based on your responses.

Unstructured or Informal interviews (also called discovery interviews) are more like a guided conversation. Here the interviewer has a list of topics they want the respondent to talk about, but the interviewer has complete freedom to vary the specific questions from respondent to respondent, so they can follow whatever lines of enquiry they think are most appropriated, depending on the responses given by each respondent.

Semi-Structured interviews are those in which respondents have a list of questions, but they are free to ask further, differentiated questions based on the responses given. This allows more flexibility that the structured interview yet more structure than the informal interview.

Group interviews – Interviews can be conducted either one to one (individual interviews) or in a a group, in which the interviewer interviews two or more respondents at a time. Group discussions among respondents may lead to deeper insight than just interviewing people along, as respondents ‘encourage’ each other.

Interviews: key terms

The Interview Schedule – A list of questions or topic areas the interviewer wishes to ask or cover in the course of the interview. The more structured the interview, the more rigid the interiew schedule will be. Before conducting an interview it is usual for the reseracher to know something about the topic area and the respondents themselves, and so they will have at least some idea of the questions they are likely to ask: even if they are doing ‘unstructred interviews’ an interviewer will have some kind of interview schedule, even if it is just a list of broad topic areas to discuss, or an opening question.

The Strengths and Limitations of Unstructured Interviews 

Unstructured Interviews Mind Map

The strengths of unstructured interviews

The key strength of unstructured interviews is good validity , but for this to happen questioning should be as open ended as possible to gain genuine, spontaneous information rather than ‘rehearsed responses’ and questioning needs to be sufficient enough to elicit in-depth answers rather than glib, easy answers.

Rapport and empathy – unstructured interviews encourage a good rapport between interviewee and interviewer. Because of their informal nature, like guided conversations, unstructured interviews are more likely to make respondents feel at ease than with the more formal setting of a structured questionnaire or experiment. This should encourage openness, trust and empathy.

They are good for finding out why respondents do not do certain things . For example postal surveys asking why people do not claim benefits have very low response rates, but informal interviews are perfect for researching people who may have low literacy skills.

The Limitations of unstructured interviews

The main theoretical disadvantage is the lack of reliability – unstructured Interviews lack reliability because each interview is unique – a variety of different questions are asked and phrased in a variety of different ways to different respondents.

We also need to keep in mind that interviews can only tap into what people SAY about their values, beliefs and actions, we don’t actually get to see these in action, like we would do with observational studies such as Participant Observation. This has been a particular problem with self-report studies of criminal behaviour. These have been tested using polygraphs, and follow up studies of school and criminal records and responses found to be lacking in validity, so much so that victim-surveys have become the standard method for measuring crime rather than self-report studies.

Sudman and Bradburn (1974) conducted a review of literature and found that responses varied depending on the relative demographics of the interviewer and respondent. For example white interviewers received more socially acceptable responses from black respondents than they did from white respondents. Similar findings have been found with different ethnicities, age, social class and religion.

Practical disadvantages – unstructured Interviews may take a relatively long time to conduct. Some interviews can take hours. They also need to be taped and transcribed, and in the analysis phase there may be a lot of information that is not directly relevant to one’s research topic that needs to be sifted through.

There are few ethical problems , assuming that informed consent is gained and confidentially ensured. Although having said this, the fact that the researcher is getting more in-depth data, more of an insight into who the person really is, does offer the potential for the information to do more harm to the respondent if it got into the wrong hands (but this in turn depends on the topics discussed and the exact content of the interviews.

Sociological perspectives on interviews

Fo r Interactionists , interviews are based on mutual participant observation. The context of the interview is intrinsic to understanding responses and no distinction between research interviews and other social interaction is recognised. Data are valid when mutual understanding between interviewer and respondent is agreed.

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For more posts on research methods please see my research methods page.

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Methodology

Semi-Structured Interview | Definition, Guide & Examples

Published on January 27, 2022 by Tegan George . Revised on June 22, 2023.

A semi-structured interview is a data collection method that relies on asking questions within a predetermined thematic framework. However, the questions are not set in order or in phrasing.

In research, semi-structured interviews are often qualitative in nature. They are generally used as an exploratory tool in marketing, social science, survey methodology, and other research fields.

They are also common in field research with many interviewers, giving everyone the same theoretical framework, but allowing them to investigate different facets of the research question .

  • Structured interviews : The questions are predetermined in both topic and order.
  • Unstructured interviews : None of the questions are predetermined.
  • Focus group interviews : The questions are presented to a group instead of one individual.

Table of contents

What is a semi-structured interview, when to use a semi-structured interview, advantages of semi-structured interviews, disadvantages of semi-structured interviews, semi-structured interview questions, how to conduct a semi-structured interview, how to analyze a semi-structured interview, presenting your results (with example), other interesting articles, frequently asked questions about semi-structured interviews.

Semi-structured interviews are a blend of structured and unstructured types of interviews.

  • Unlike in an unstructured interview, the interviewer has an idea of what questions they will ask.
  • Unlike in a structured interview, the phrasing and order of the questions is not set.

Semi-structured interviews are often open-ended, allowing for flexibility. Asking set questions in a set order allows for easy comparison between respondents, but it can be limiting. Having less structure can help you see patterns, while still allowing for comparisons between respondents.

Semi-structured interviews are best used when:

  • You have prior interview experience. Spontaneous questions are deceptively challenging, and it’s easy to accidentally ask a leading question or make a participant uneasy.
  • Your research question is exploratory in nature. Participant answers can guide future research questions and help you develop a more robust knowledge base for future research.

Just like in structured interviews, it is critical that you remain organized and develop a system for keeping track of participant responses. However, since the questions are less set than in a structured interview, the data collection and analysis become a bit more complex.

Differences between different types of interviews

Make sure to choose the type of interview that suits your research best. This table shows the most important differences between the four types.

Fixed questions
Fixed order of questions
Fixed number of questions
Option to ask additional questions

Semi-structured interviews come with many advantages.

Best of both worlds

No distractions, detail and richness.

However, semi-structured interviews also have their downsides.

Low validity

High risk of research bias, difficult to develop good semi-structured interview questions.

Since they are often open-ended in style, it can be challenging to write semi-structured interview questions that get you the information you’re looking for without biasing your responses. Here are a few tips:

  • Define what areas or topics you will be focusing on prior to the interview. This will help you write a framework of questions that zero in on the information you seek.
  • Write yourself a guide to refer to during the interview, so you stay focused. It can help to start with the simpler questions first, moving into the more complex ones after you have established a comfortable rapport.
  • Be as clear and concise as possible, avoiding jargon and compound sentences.
  • How often per week do you go to the gym? a) 1 time; b) 2 times; c) 3 times; d) 4 or more times
  • If yes: What feelings does going to the gym bring out in you?
  • If no: What do you prefer to do instead?
  • If yes: How did this membership affect your job performance? Did you stay longer in the role than you would have if there were no membership?

Once you’ve determined that a semi-structured interview is the right fit for your research topic , you can proceed with the following steps.

Step 1: Set your goals and objectives

You can use guiding questions as you conceptualize your research question, such as:

  • What are you trying to learn or achieve from a semi-structured interview?
  • Why are you choosing a semi-structured interview as opposed to a different type of interview, or another research method?

If you want to proceed with a semi-structured interview, you can start designing your questions.

Step 2: Design your questions

Try to stay simple and concise, and phrase your questions clearly. If your topic is sensitive or could cause an emotional response, be mindful of your word choices.

One of the most challenging parts of a semi-structured interview is knowing when to ask follow-up or spontaneous related questions. For this reason, having a guide to refer back to is critical. Hypothesizing what other questions could arise from your participants’ answers may also be helpful.

Step 3: Assemble your participants

There are a few sampling methods you can use to recruit your interview participants, such as:

  • Voluntary response sampling : For example, sending an email to a campus mailing list and sourcing participants from responses.
  • Stratified sampling of a particular characteristic trait of interest to your research, such as age, race, ethnicity, or gender identity.

Step 4: Decide on your medium

It’s important to determine ahead of time how you will be conducting your interview. You should decide whether you’ll be conducting it live or with a pen-and-paper format. If conducted in real time, you also need to decide if in person, over the phone, or via videoconferencing is the best option for you.

Note that each of these methods has its own advantages and disadvantages:

  • Pen-and-paper may be easier for you to organize and analyze, but you will receive more prepared answers, which may affect the reliability of your data.
  • In-person interviews can lead to nervousness or interviewer effects, where the respondent feels pressured to respond in a manner they believe will please you or incentivize you to like them.

Step 5: Conduct your interviews

As you conduct your interviews, keep environmental conditions as constant as you can to avoid bias. Pay attention to your body language (e.g., nodding, raising eyebrows), and moderate your tone of voice.

Relatedly, one of the biggest challenges with semi-structured interviews is ensuring that your questions remain unbiased. This can be especially challenging with any spontaneous questions or unscripted follow-ups that you ask your participants.

After you’re finished conducting your interviews, it’s time to analyze your results. First, assign each of your participants a number or pseudonym for organizational purposes.

The next step in your analysis is to transcribe the audio or video recordings. You can then conduct a content or thematic analysis to determine your categories, looking for patterns of responses that stand out to you and test your hypotheses .

Transcribing interviews

Before you get started with transcription, decide whether to conduct verbatim transcription or intelligent verbatim transcription.

  • If pauses, laughter, or filler words like “umm” or “like” affect your analysis and research conclusions, conduct verbatim transcription and include them.
  • If not, you can conduct intelligent verbatim transcription, which excludes fillers, fixes any grammatical issues, and is usually easier to analyze.

Transcribing presents a great opportunity for you to cleanse your data . Here, you can identify and address any inconsistencies or questions that come up as you listen.

Your supervisor might ask you to add the transcriptions to the appendix of your paper.

Coding semi-structured interviews

Next, it’s time to conduct your thematic or content analysis . This often involves “coding” words, patterns, or recurring responses, separating them into labels or categories for more robust analysis.

Due to the open-ended nature of many semi-structured interviews, you will most likely be conducting thematic analysis, rather than content analysis.

  • You closely examine your data to identify common topics, ideas, or patterns. This can help you draw preliminary conclusions about your participants’ views, knowledge or experiences.
  • After you have been through your responses a few times, you can collect the data into groups identified by their “code.” These codes give you a condensed overview of the main points and patterns identified by your data.
  • Next, it’s time to organize these codes into themes. Themes are generally broader than codes, and you’ll often combine a few codes under one theme. After identifying your themes, make sure that these themes appropriately represent patterns in responses.

Analyzing semi-structured interviews

Once you’re confident in your themes, you can take either an inductive or a deductive approach.

  • An inductive approach is more open-ended, allowing your data to determine your themes.
  • A deductive approach is the opposite. It involves investigating whether your data confirm preconceived themes or ideas.

After your data analysis, the next step is to report your findings in a research paper .

  • Your methodology section describes how you collected the data (in this case, describing your semi-structured interview process) and explains how you justify or conceptualize your analysis.
  • Your discussion and results sections usually address each of your coded categories.
  • You can then conclude with the main takeaways and avenues for further research.

Example of interview methodology for a research paper

Let’s say you are interested in vegan students on your campus. You have noticed that the number of vegan students seems to have increased since your first year, and you are curious what caused this shift.

You identify a few potential options based on literature:

  • Perceptions about personal health or the perceived “healthiness” of a vegan diet
  • Concerns about animal welfare and the meat industry
  • Increased climate awareness, especially in regards to animal products
  • Availability of more vegan options, making the lifestyle change easier

Anecdotally, you hypothesize that students are more aware of the impact of animal products on the ongoing climate crisis, and this has influenced many to go vegan. However, you cannot rule out the possibility of the other options, such as the new vegan bar in the dining hall.

Since your topic is exploratory in nature and you have a lot of experience conducting interviews in your work-study role as a research assistant, you decide to conduct semi-structured interviews.

You have a friend who is a member of a campus club for vegans and vegetarians, so you send a message to the club to ask for volunteers. You also spend some time at the campus dining hall, approaching students at the vegan bar asking if they’d like to participate.

Here are some questions you could ask:

  • Do you find vegan options on campus to be: excellent; good; fair; average; poor?
  • How long have you been a vegan?
  • Follow-up questions can probe the strength of this decision (i.e., was it overwhelmingly one reason, or more of a mix?)

Depending on your participants’ answers to these questions, ask follow-ups as needed for clarification, further information, or elaboration.

  • Do you think consuming animal products contributes to climate change? → The phrasing implies that you, the interviewer, do think so. This could bias your respondents, incentivizing them to answer affirmatively as well.
  • What do you think is the biggest effect of animal product consumption? → This phrasing ensures the participant is giving their own opinion, and may even yield some surprising responses that enrich your analysis.

After conducting your interviews and transcribing your data, you can then conduct thematic analysis, coding responses into different categories. Since you began your research with several theories about campus veganism that you found equally compelling, you would use the inductive approach.

Once you’ve identified themes and patterns from your data, you can draw inferences and conclusions. Your results section usually addresses each theme or pattern you found, describing each in turn, as well as how often you came across them in your analysis. Feel free to include lots of (properly anonymized) examples from the data as evidence, too.

If you want to know more about statistics , methodology , or research bias , make sure to check out some of our other articles with explanations and examples.

  • Student’s  t -distribution
  • Normal distribution
  • Null and Alternative Hypotheses
  • Chi square tests
  • Confidence interval
  • Quartiles & Quantiles
  • Cluster sampling
  • Stratified sampling
  • Data cleansing
  • Reproducibility vs Replicability
  • Peer review
  • Prospective cohort study

Research bias

  • Implicit bias
  • Cognitive bias
  • Placebo effect
  • Hawthorne effect
  • Hindsight bias
  • Affect heuristic
  • Social desirability bias

A semi-structured interview is a blend of structured and unstructured types of interviews. Semi-structured interviews are best used when:

  • You have prior interview experience. Spontaneous questions are deceptively challenging, and it’s easy to accidentally ask a leading question or make a participant uncomfortable.

The four most common types of interviews are:

  • Structured interviews : The questions are predetermined in both topic and order. 
  • Semi-structured interviews : A few questions are predetermined, but other questions aren’t planned.

Social desirability bias is the tendency for interview participants to give responses that will be viewed favorably by the interviewer or other participants. It occurs in all types of interviews and surveys , but is most common in semi-structured interviews , unstructured interviews , and focus groups .

Social desirability bias can be mitigated by ensuring participants feel at ease and comfortable sharing their views. Make sure to pay attention to your own body language and any physical or verbal cues, such as nodding or widening your eyes.

This type of bias can also occur in observations if the participants know they’re being observed. They might alter their behavior accordingly.

The interviewer effect is a type of bias that emerges when a characteristic of an interviewer (race, age, gender identity, etc.) influences the responses given by the interviewee.

There is a risk of an interviewer effect in all types of interviews , but it can be mitigated by writing really high-quality interview questions.

Inductive reasoning is a bottom-up approach, while deductive reasoning is top-down.

Inductive reasoning takes you from the specific to the general, while in deductive reasoning, you make inferences by going from general premises to specific conclusions.

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Choosing Between a Structured or Conversational Interview

  • Marlo Lyons

structured interview research meaning

Both approaches have pros and cons — and can yield different insights about a candidate.

It’s critical to avoid the financial burden of making a wrong hire. Two approaches to conducting interviews — structured and conversational — can yield different insights about a candidate. While structured interviews make it easier to compare candidate responses and help ensure each interviewer covers distinct areas without redundancy, they may fall short in uncovering the candidate’s communication style and adaptability to change in a real-world setting. Conversational interviews offer a unique opportunity to get to know a candidate better by engaging them in a discussion about a real problem your organization is facing or has faced, but they can also present greater opportunities for bias to creep in. Here’s what each interview method can reveal about a candidate and when you might want to use them.

Interviewing candidates involves more than assessing their hard and soft skills — it’s crucial to choose the right method to gain a comprehensive understanding of their potential long-term fit for the team and company. During my time in human resources, I frequently encountered new hires who possessed extensive experience and expertise but struggled to adapt, which ultimately benefited no one. This mismatch often stemmed from a lack of alignment between the candidate’s values and the company’s environment and core principles, as well as the hiring manager’s lack of understanding about a candidate’s long-term career aspirations and motivations.

structured interview research meaning

  • Marlo Lyons is a career, executive, and team coach, as well as the award-winning author of Wanted – A New Career: The Definitive Playbook for Transitioning to a New Career or Finding Your Dream Job . You can reach her at marlolyonscoaching.com .

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Semi-Structured Interviews

What are semi-structured interviews.

Semi-structured interviews are a research method that uses both predetermined questions and open-ended exploration to gain more in-depth insights into participants' perspectives, attitudes, and experiences.

  • Transcript loading…

Semi-structured interviews are commonly used in social science research, market research, and other fields where an understanding of people's attitudes, behaviors, and beliefs is important.

Key Characteristics of Semi-Structured Interviews

Semi-structured interviews have several key characteristics that differentiate them from other types of interviews: 

The flexible nature allows researchers to dive deeper into a topic and adapt the interview based on new insights or issues. Unlike structured interviews, which rely on a fixed set of questions and responses, semi-structured interviews allow for more open-ended discussion, which can lead to unexpected insights and perspectives.

Their emphasis is on participant perspectives and experiences. Rather than simply gathering participant data or information, the purpose of semi-structured interviews is to understand how participants think and feel about particular topics or issues. This approach allows researchers to understand better the social and cultural contexts in which participants live and work.

They are often used in research projects that aim to generate new ideas or theories rather than test existing ones. Because they allow for open-ended discussion and exploration, they can effectively generate new insights into complex social phenomena.

Types of Questions for Semi-Structured Interviews

Semi-structured interviews use a combination of predetermined questions and open-ended exploration to learn more about participants' perspectives. There are three main categories of questions you can use:

Open-ended Questions: These are broad, general questions that allow participants to express their thoughts and feelings on a topic without restriction. Open-ended questions typically begin with phrases like "Tell me about..." or "How do you feel about...". These questions help encourage participants to share their experiences and perspectives in their own words.

Closed-ended Questions: Closed-ended questions are more specific and provide the participant with predetermined responses. These questions typically begin with phrases like "Do you agree or disagree with..." or "Which option best describes...". Closed-ended questions can help gather data on specific attitudes or behaviors.

Probing Questions: Probing questions are follow-up questions that aim to clarify or expand upon a participant's response. These questions typically begin with phrases like "Can you tell me more about..." or "Why do you think that is...". Probing questions can help a researcher to understand a participant's thought process or experience.

Semi-Structured Interviews – Different Types of Questions

Steps to Conduct a Successful Semi-Structured Interview

Proper preparation is key to conducting successful semi-structured interviews. Below are some tips for preparing for your interviews:

Define Your Research Questions: Before conducting interviews, it's important to understand your research questions and objectives clearly. This will help you develop a set of initial questions to guide your interview process.

Develop an Interview Guide: An interview guide is a list of questions and prompts designed to elicit information from participants. It should include open-ended and closed-ended questions and probing questions to encourage participants to elaborate on their responses.

Pilot Test Your Interview Guide: It's important to pilot test your interview guide with a small group of participants before conducting full-scale interviews. This will allow you to identify potential issues or areas where the questions must be revised.

Identify and Recruit Participants: Ensure that your sample is representative of the population you are studying. Consider using targeted sampling methods, such as snowball sampling or maximum variation sampling, to recruit participants who can provide diverse perspectives.

Schedule Interviews: Once you've identified and recruited participants, it's time to schedule interviews. Be sure to allow adequate time between interviews for transcription and analysis.

Conduct Interviews: During the interview process, it's important to establish rapport with participants and create a comfortable environment where they feel safe sharing their experiences and opinions. Be sure to follow your interview guide while allowing flexibility in response to unexpected information during the discussion.

Provide Compensation or Incentives to Participants: Consider offering compensation or incentives to participants to encourage their participation. Compensation can come in many forms, such as gift cards, cash, or vouchers. It can also be non-monetary, such as offering participants the opportunity to receive a summary of the study's findings or the chance to participate in future research projects. Compensation or incentives can help to show participants that their time and contributions are valued and appreciated.

Plan your research with this helpful checklist . Then, get ready to conduct semi-structured interviews! Download this template for help in creating different types of interview questions. 

How to Conduct an Interview with Empathy

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Read more about the process of conducting semi-structured interviews .

Learn how to analyze the data from your semi-structured interviews .  

Read this reflection on semi-structured interviews as a research instrument .  

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What are semi-structured interviews?

  • Interviews that consist only of casual conversations without any structure.
  • Interviews that follow a strict set of questions without deviation.
  • Interviews that use both predetermined questions and allow open-ended exploration.

Why is building rapport important in semi-structured interviews?

  • It allows the interviewer to dominate the conversation.
  • It encourages participants to provide honest and detailed responses.
  • It guarantees the interviewer sticks to the script.

Which type of question do researchers commonly use in semi-structured interviews to gain in-depth responses?

  • Multiple-choice questions
  • Open-ended questions
  • Yes/no questions

Why are semi-structured interviews beneficial in research?

  • They allow for the exploration of new topics based on responses.
  • They are easy to analyze quantitatively.
  • They require minimal preparation.

What is the purpose of probing questions in semi-structured interviews?

  • To clarify and expand on participants' answers
  • To gather specific predetermined data
  • To limit the participants' responses

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Literature on Semi-Structured Interviews

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In fact, user research is often the first step of a UX design process—after all, you cannot begin to design a product or service without first understanding what your users want! As you gain the skills required, and learn about the best practices in user research, you’ll get first-hand knowledge of your users and be able to design the optimal product—one that’s truly relevant for your users and, subsequently, outperforms your competitors’ .

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By the end of the course, you’ll have not only a Course Certificate but also three case studies to add to your portfolio. And remember, a portfolio with engaging case studies is invaluable if you are looking to break into a career in UX design or user research!

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  • What is a semi-structured interview?

Last updated

5 February 2023

Reviewed by

Cathy Heath

Short on time? Get an AI generated summary of this article instead

When designed correctly, user interviews go much deeper than surface-level survey responses. They can provide new information about how people interact with your products and services, and shed light on the underlying reasons behind these habits.

Semi-structured user interviews are widely considered one of the most effective tools for doing this kind of qualitative research , depending on your specific goals. As the name suggests, the semi-structured format allows for a more natural, conversational flow, while still being organized enough to collect plenty of actionable data .

Analyze semi-structured interviews

Bring all your semi-structured interviews into one place to analyze and understand

A semi-structured interview is a qualitative research method used to gain an in-depth understanding of the respondent's feelings and beliefs on specific topics. As the interviewer prepares the questions ahead of time, they can adjust the order, skip any that are redundant, or create new ones. Additionally, the interviewer should be prepared to ask follow-up questions and probe for more detail.

Semi-structured interviews typically last between 30 and 60 minutes and are usually conducted either in person or via a video call. Ideally, the interviewer can observe the participant's verbal and non-verbal cues in real-time, allowing them to adjust their approach accordingly. The interviewer aims for a conversational flow that helps the participant talk openly while still focusing on the primary topics being researched.

Once the interview is over, the researcher analyzes the data in detail to draw meaningful results. This involves sorting the data into categories and looking for patterns and trends. This semi-structured interview approach provides an ideal framework for obtaining open-ended data and insights.

  • When to use a semi-structured interview?

Semi-structured interviews are considered the "best of both worlds" as they tap into the strengths of structured and unstructured methods. Researchers can gather reliable data while also getting unexpected insights from in-depth user feedback.

Semi-structured interviews can be useful during any stage of the UX product-development process, including exploratory research to better understand a new market or service. Further down the line, this approach is ideal for refining existing designs and discovering areas for improvement. Semi-structured interviews can even be the first step when planning future research projects using another method of data collection.

  • Advantages of semi-structured interviews

Flexibility

This style of interview is meant to be adapted according to the answers and reactions of the respondent, which gives a lot of flexibility. Semi-structured interviews encourage two-way communication, allowing themes and ideas to emerge organically.

Respondent comfort

The semi-structured format feels more natural and casual for participants than a formal interview. This can help to build rapport and more meaningful dialogue.

Semi-structured interviews are excellent for user experience research because they provide rich, qualitative data about how people really experience your products and services.

Open-ended questions allow the respondent to provide nuanced answers, with the potential for more valuable insights than other forms of data collection, like structured interviews , surveys , or questionnaires.

  • Disadvantages of semi-structured interviews

Can be unpredictable

Less structure brings less control, especially if the respondent goes off tangent or doesn't provide useful information. If the conversation derails, it can take a lot of effort to bring the focus back to the relevant topics.

Lack of standardization

Every semi-structured interview is unique, including potentially different questions, so the responses collected are very subjective. This can make it difficult to draw meaningful conclusions from the data unless your team invests the time in a comprehensive analysis.

Compared to other research methods, unstructured interviews are not as consistent or "ready to use."

  • Best practices when preparing for a semi-structured interview

While semi-structured interviews provide a lot of flexibility, they still require thoughtful planning. Maximizing the potential of this research method will depend on having clear goals that help you narrow the focus of the interviews and keep each session on track.

After taking the time to specify these parameters, create an interview guide to serve as a framework for each conversation. This involves crafting a range of questions that can explore the necessary themes and steer the conversation in the right direction. Everything in your interview guide is optional (that's the beauty of being "semi" structured), but it's still an essential tool to help the conversation flow and collect useful data.

Best practices to consider while designing your interview questions include:

Prioritize open-ended questions

Promote a more interactive, meaningful dialogue by avoiding questions that can be answered with a simple yes or no, otherwise known as close-ended questions.

Stick with "what," "when," "who," "where," "why," and "how" questions, which allow the participant to go beyond the superficial to express their ideas and opinions. This approach also helps avoid jargon and needless complexity in your questions.

Open-ended questions help the interviewer uncover richer, qualitative details, which they can build on to get even more valuable insights.

Plan some follow-up questions

When preparing questions for the interview guide, consider the responses you're likely to get and pair them up with some effective, relevant follow-up questions. Factual questions should be followed by ones that ask an opinion.

Planning potential follow-up questions will help you to get the most out of a semi-structured interview. They allow you to delve deeper into the participant's responses or hone in on the most important themes of your research focus.

Follow-up questions are also invaluable when the interviewer feels stuck and needs a meaningful prompt to continue the conversation.

Avoid leading questions

Leading questions are framed toward a predetermined answer. This makes them likely to result in data that is biased, inaccurate, or otherwise unreliable.

For example, asking "Why do you think our services are a good solution?" or "How satisfied have you been with our services?" will leave the interviewee feeling pressured to agree with some baseline assumptions.

Interviewers must take the time to evaluate their questions and make a conscious effort to remove any potential bias that could get in the way of authentic feedback.

Asking neutral questions is key to encouraging honest responses in a semi-structured interview. For example, "What do you consider to be the advantages of using our services?" or simply "What has been your experience with using our services?"

Neutral questions are effective in capturing a broader range of opinions than closed questions, which is ultimately one of the biggest benefits of using semi-structured interviews for research.

Use the critical incident method

The critical incident method is an approach to interviewing that focuses on the past behavior of respondents, as opposed to hypothetical scenarios. One of the challenges of all interview research methods is that people are not great at accurately recalling past experiences, or answering future-facing, abstract questions.

The critical incident method helps avoid these limitations by asking participants to recall extreme situations or 'critical incidents' which stand out in their memory as either particularly positive or negative. Extreme situations are more vivid so they can be recalled more accurately, potentially providing more meaningful insights into the interviewee’s experience with your products or services.

  • Best practices while conducting semi-structured interviews

Encouraging interaction is the key to collecting more specific data than is typically possible during a formal interview. Facilitating an effective semi-structured interview is a balancing act between asking prepared questions and creating the space for organic conversation. Here are some guidelines for striking the right tone.

Beginning the interview

Make participants feel comfortable by introducing yourself and your role at the organization and displaying appropriate body language.

Outline the purpose of the interview to give them an idea of what to expect. For example, explain that you want to learn more about how people use your product or service.

It's also important to thank them for their time in advance and emphasize there are no right or wrong answers.

Practice active listening

Build trust and rapport throughout the interview with active listening techniques, focusing on being present and demonstrating that you're paying attention by responding thoughtfully. Engage with the participant by making eye contact, nodding, and giving verbal cues like "Okay, I see," "I understand," and "M-hm."

Avoid the temptation to rush to fill any silences while they're in the middle of responding, even if it feels awkward. Give them time to finish their train of thought before interrupting with feedback or another prompt. Embracing these silences is essential for active listening because it's a sign of a productive interview with meaningful, candid responses.

Practicing these techniques will ensure the respondent feels heard and respected, which is critical for gathering high-quality information.

Ask clarifying questions in real time

In a semi-structured interview, the researcher should always be on the lookout for opportunities to probe into the participant's thoughts and opinions.

Along with preparing follow-up questions, get in the habit of asking clarifying questions whenever possible. Clarifying questions are especially important for user interviews because people often provide vague responses when discussing how they interact with products and services.

Being asked to go deeper will encourage them to give more detail and show them you’re taking their opinions seriously and are genuinely interested in understanding their experiences.

Some clarifying questions that can be asked in real-time include:

"That's interesting. Could you give me some examples of X?"

"What do you mean when you say "X"?"

"Why is that?"

"It sounds like you're saying [rephrase their response], is that correct?"

Minimize note-taking

In a wide-ranging conversation, it's easy to miss out on potentially valuable insights by not staying focused on the user. This is why semi-structured interviews are generally recorded (audio or video), and it's common to have a second researcher present to take notes.

The person conducting the interview should avoid taking notes because it's a distraction from:

Keeping track of the conversation

Engaging with the user

Asking thought-provoking questions

Watching you take notes can also have the unintended effect of making the participant feel pressured to give shallower, shorter responses—the opposite of what you want.

Concluding the interview

Semi-structured interviews don't come with a set number of questions, so it can be tricky to bring them to an end. Give the participant a sense of closure by asking whether they have anything to add before wrapping up, or if they want to ask you any questions, and then give sincere thanks for providing honest feedback.

Don't stop abruptly once all the relevant topics have been discussed or you're nearing the end of the time that was set aside. Make them feel appreciated!

  • Analyzing the data from semi-structured interviews

In some ways, the real work of semi-structured interviews begins after all the conversations are over, and it's time to analyze the data you've collected. This process will focus on sorting and coding each interview to identify patterns, often using a mix of qualitative and quantitative methods.

Some of the strategies for making sense of semi-structured interviews include:

Thematic analysis : focuses on the content of the interviews and identifying common themes

Discourse analysis : looks at how people express feelings about themes such as those involving politics, culture, and power

Qualitative data mapping: a visual way to map out the correlations between different elements of the data

Narrative analysis : uses stories and language to unlock perspectives on an issue

Grounded theory : can be applied when there is no existing theory that could explain a new phenomenon

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Application of artificial intelligence (AI) technology in tvet education: Ethical issues and policy implementation

  • Published: 25 September 2024

Cite this article

structured interview research meaning

  • Christian Basil Omeh   ORCID: orcid.org/0000-0002-1673-2578 1 ,
  • Chijioke Jonathan Olelewe 1 &
  • Xiao Hu 2  

The adoption of generative AI in educational process carries both potential advantages and risks hence there is a need for ethical principles to guide its adoption in education. A population of 443 TVET educators, including 325 male and 118 female, was selected for this study using a mixed research design from the seven TVET public institutions in south-eastern Nigeria. The study was guided by three research questions and three null hypotheses. The instruments used for data collection were a structured questionnaire and a guided interview developed by the researchers in line with the research questions. The Cronbach Alpha reliability test, which produced a reliability index of 0.9, was used to determine the internal consistency. Mean, standard deviation, factor loading and t-test were used to evaluate the data, and an independent t-test with a significance level of 0.05 was used to test the null hypotheses. The findings of the study indicated that TVET educators agreed that AI technology is an effective educational technology, there is a need for ethical principles to ensure data privacy, data integrity, data reliability, data transparency and data accuracy are not compromised. Also, TVET educators agreed that the adoption of AI technology in the educational process improves academic performance, increases learning engagement, and supports classroom inclusion and personalized learning. It was recommended that tertiary institutions broaden their current AI policies in light of the findings of this study to support the successful integration of AI technology into the educational process.

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Omeh, C.B., Olelewe, C.J. & Hu, X. Application of artificial intelligence (AI) technology in tvet education: Ethical issues and policy implementation. Educ Inf Technol (2024). https://doi.org/10.1007/s10639-024-13018-x

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