

{"id":359726,"date":"2022-05-26T13:24:04","date_gmt":"2022-05-26T20:24:04","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/?p=359726"},"modified":"2026-10-15T00:54:55","modified_gmt":"2026-10-15T07:54:55","slug":"attitudinal-research","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/","title":{"rendered":"Attitudinal Research: Definition, Methods, and Examples"},"content":{"rendered":"\n<p>Attitudinal research measures what people think, feel, and believe about a product, brand, or experience. It relies on self-reported answers, which makes it a direct way to learn why customers act the way they do. Done well, it turns vague opinions into evidence a team can act on.<\/p>\n\n\n\n<p>Picture a customer who rates a product 9 out of 10 and never buys it again. Behavioral data shows the missing purchase, but only attitudes can explain it.<\/p>\n\n\n\n<p>In this blog, we&#8217;ll cover the core methods, scales, examples, and bias risks, then show how to pair attitudes with behavior.<\/p>\n\n\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is attitudinal research?<\/strong><\/h2>\n\n\n\n<p>Attitudinal research is a method of collecting self-reported data about people&#8217;s opinions, feelings, and beliefs toward a specific idea, product, or issue. Some teams call it attitude research or opinion research. Researchers use it to understand perception, motivation, and preference.<\/p>\n\n\n\n<p>An attitude is a person&#8217;s lasting evaluation of something, such as a brand, a price, or a policy. It usually blends three parts: what the person feels, what they believe, and how they plan to act.<\/p>\n\n\n\n<p>The method can be qualitative, quantitative, or both. Qualitative studies use open-ended questions to uncover reasons. Quantitative studies use closed-ended questions and scales to show how common and how strong an attitude is.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Attitudinal vs behavioral research<\/strong><\/h2>\n\n\n\n<p>The two approaches answer different questions. Attitudinal research captures what people say, while behavioral research records what they do.<\/p>\n\n\n\n\n<div style=\"margin:1.5rem 0;width:100%;max-width:100%;\">\n  <table style=\"border-collapse:collapse;width:100%;max-width:100%;table-layout:auto;\">\n    <thead>\n      <tr>\n        <th style=\"background:#1a2b5e;color:#fff;padding:10px 14px;border:1px solid #C5CFE8;font-size:18px;line-height:1.4;text-align:left;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Factor<\/th>\n        <th style=\"background:#162450;color:#fff;padding:10px 14px;border:1px solid #C5CFE8;font-size:18px;line-height:1.4;text-align:left;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Attitudinal research<\/th>\n        <th style=\"background:#1a2b5e;color:#fff;padding:10px 14px;border:1px solid #C5CFE8;font-size:18px;line-height:1.4;text-align:left;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Behavioral research<\/th>\n      <\/tr>\n    <\/thead>\n    <tbody>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">What it captures<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Thoughts, feelings, beliefs<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Observable actions<\/td>\n      <\/tr>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Data source<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Self-reported answers<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Observation, logs, transactions<\/td>\n      <\/tr>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Typical methods<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Surveys, interviews, focus groups<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Usability tests, analytics, A\/B tests<\/td>\n      <\/tr>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Question it answers<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Why do people feel this way?<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">What do people actually do?<\/td>\n      <\/tr>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Main weakness<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Memory and social bias<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Cannot explain motive<\/td>\n      <\/tr>\n    <\/tbody>\n  <\/table>\n<\/div>\n\n\n\n\n<p><a href=\"https:\/\/www.questionpro.com\/blog\/behavioral-research\/\">Behavioral research<\/a> observes actions through methods such as usability tests, analytics, and A\/B tests. Attitudes supply the &#8220;why,&#8221; and behavior supplies the &#8220;what.&#8221;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Terms often confused with attitudinal research<\/h3>\n\n\n\n<p>Three neighboring terms overlap with it but mean something different.<\/p>\n\n\n\n<ul>\n<li><strong>Opinion research<\/strong> is often used as a synonym. It usually refers to polling views on one specific question, such as a policy or a candidate.<\/li>\n\n\n\n<li><strong>Usage and attitude (U&amp;A) study<\/strong> combines how people use a product with what they think of it, often in a single survey.<\/li>\n\n\n\n<li><strong>Sentiment analysis<\/strong> is software that scores the tone of text as positive, negative, or neutral. It is one technique, not the whole discipline.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why stated attitudes do not always predict behavior<\/strong><\/h2>\n\n\n\n<p>A stated attitude is a signal, not a guarantee. People rarely lie on purpose. They forget details, answer as the person they want to be, or imagine a calm future that never arrives.<\/p>\n\n\n\n<p>The gap is measurable. An analysis of 47 experiments found that a medium-to-large change in intention (effect size 0.66) produced only a small-to-medium change in behavior (effect size 0.36). Moving what people intend moves what they do far less.<\/p>\n\n\n\n<p>Nielsen Norman Group<a href=\"https:\/\/www.nngroup.com\/articles\/attitudinal-behavioral\/\" target=\"_blank\" rel=\"noreferrer noopener\"> names three causes<\/a>: imperfect memory, trouble explaining inner experience, and pressure to match social norms. Treat attitude data as a strong lead to test, not a forecast to trust blindly.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Explicit and implicit attitudes<\/strong><\/h2>\n\n\n\n<p>Not every attitude is one a person can state. Researchers separate attitudes into two kinds based on how aware the person is of them.<\/p>\n\n\n\n<ul>\n<li><strong>Explicit attitudes<\/strong> are conscious. People can report them in questionnaires and interviews.<\/li>\n\n\n\n<li><strong>Implicit attitudes<\/strong> are automatic and often unconscious. Researchers uncover them with indirect tests, such as reaction-time tasks, rather than direct questions.<\/li>\n<\/ul>\n\n\n\n<p>Researchers gather<a href=\"https:\/\/www.questionpro.com\/blog\/implicit-data\/\"> implicit data<\/a> when the topic is sensitive or when people may not know their own motives. Most business studies stay with explicit attitudes, and that is usually enough.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Attitudinal research methods<\/strong><\/h2>\n\n\n\n<p>Five methods cover most needs. Each one trades depth against scale.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Surveys and questionnaires<\/h3>\n\n\n\n<p>Surveys are the workhorse. A structured questionnaire reaches hundreds or thousands of people and produces numbers you can compare across segments and over time. A strong attitudinal survey mixes three item types:<\/p>\n\n\n\n<ul>\n<li>Rating scales to measure how strongly people feel<\/li>\n\n\n\n<li>Closed choices to size segments<\/li>\n\n\n\n<li>A few open-text items to capture the reason<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">In-depth interviews<\/h3>\n\n\n\n<p>One-on-one conversations explain motives that a rating cannot. Use interviews to:<\/p>\n\n\n\n<ul>\n<li>Find the words customers use before you write a survey<\/li>\n\n\n\n<li>Explore sensitive topics where group pressure would distort answers<\/li>\n\n\n\n<li>Follow up on surprising survey results<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Focus groups<\/h3>\n\n\n\n<p>A moderator guides a small group through a discussion about a product, message, or idea. Focus groups surface reactions fast and show how people debate. Dominant voices can pull others toward agreement, so a skilled moderator matters.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Experience sampling<\/h3>\n\n\n\n<p>Participants receive a short prompt by phone or app at random moments and record how they feel right then. The method helps in two ways:<\/p>\n\n\n\n<ul>\n<li>It captures in-the-moment attitudes<\/li>\n\n\n\n<li>It reduces the memory errors that affect end-of-day recall<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Text and sentiment analysis<\/h3>\n\n\n\n<p>Software scans open-text comments, reviews, and social posts and classifies their tone. It handles volume that no team could read by hand. Review a sample manually, because sarcasm and mixed feelings often fool algorithms.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How to measure attitudes with scales<\/strong><\/h2>\n\n\n\n<p>One yes-or-no question cannot measure an attitude. Scales give each answer a position, so you can compare people and track change.<\/p>\n\n\n\n\n<div style=\"margin:1.5rem 0;width:100%;max-width:100%;\">\n  <table style=\"border-collapse:collapse;width:100%;max-width:100%;table-layout:auto;\">\n    <thead>\n      <tr>\n        <th style=\"background:#1a2b5e;color:#fff;padding:10px 14px;border:1px solid #C5CFE8;font-size:18px;line-height:1.4;text-align:left;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Scale<\/th>\n        <th style=\"background:#162450;color:#fff;padding:10px 14px;border:1px solid #C5CFE8;font-size:18px;line-height:1.4;text-align:left;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">What it measures<\/th>\n        <th style=\"background:#1a2b5e;color:#fff;padding:10px 14px;border:1px solid #C5CFE8;font-size:18px;line-height:1.4;text-align:left;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Example item<\/th>\n        <th style=\"background:#162450;color:#fff;padding:10px 14px;border:1px solid #C5CFE8;font-size:18px;line-height:1.4;text-align:left;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Best for<\/th>\n      <\/tr>\n    <\/thead>\n    <tbody>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Likert<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Agreement with a statement<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">&#8220;The checkout was easy&#8221; (strongly disagree to strongly agree)<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">General attitudes, satisfaction<\/td>\n      <\/tr>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Semantic differential<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Position between two opposites<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Modern versus outdated<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Brand and product image<\/td>\n      <\/tr>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Numeric rating<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Overall score or likelihood<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">&#8220;How likely are you to recommend us, 0 to 10?&#8221;<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Loyalty and satisfaction tracking<\/td>\n      <\/tr>\n      <tr>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;font-weight:600;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Open-ended<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Reasons in the person&#8217;s own words<\/td>\n        <td style=\"background:#ffffff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">&#8220;What made you give that score?&#8221;<\/td>\n        <td style=\"background:#f0f4ff;padding:10px 14px;border:1px solid #E5E7EB;font-size:16px;line-height:1.5;vertical-align:top;white-space:normal;word-break:normal;overflow-wrap:break-word;\">Explaining the why<\/td>\n      <\/tr>\n    <\/tbody>\n  <\/table>\n<\/div>\n\n\n\n\n<p>Follow four design rules. Use five or seven points. Label both ends of every scale. Ask about one idea per statement. Mix positive and negative wording so respondents read each item.<\/p>\n\n\n\n<p>Measure each attitude with three to five related statements, then average them. Pilot the draft with a small group before launch. The<a href=\"https:\/\/www.questionpro.com\/blog\/attitude-scales\/\"> attitude scales<\/a> guide covers scale design in more detail.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Step-by-step guide to running an attitudinal study<\/strong><\/h2>\n\n\n\n<p>A clear sequence keeps the study tied to a decision. Follow these steps in order.<\/p>\n\n\n\n<ol>\n<li>Define the attitude object and the decision the results will inform.<\/li>\n\n\n\n<li>Pick the method. Use interviews to find the language, then surveys to measure it.<\/li>\n\n\n\n<li>Write neutral questions with one idea each.<\/li>\n\n\n\n<li>Recruit a sample that mirrors your audience, with enough responses in each key segment.<\/li>\n\n\n\n<li>Field the study and watch for straight-lining, where people select the same answer down a grid.<\/li>\n\n\n\n<li>Analyze the scales and code the open text into themes.<\/li>\n\n\n\n<li>Check the findings against behavior before you act.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Attitudinal research examples<\/strong><\/h2>\n\n\n\n<p>These illustrative cases show how teams apply attitudinal research in practice.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Testing a product concept<\/h3>\n\n\n\n<p>A snack brand shows consumers a new flavor concept. Respondents rate it on seven-point scales for:<\/p>\n\n\n\n<ul>\n<li>Appeal<\/li>\n\n\n\n<li>Believability<\/li>\n\n\n\n<li>Relevance<\/li>\n<\/ul>\n\n\n\n<p>The team then asks low scorers an <a class=\"wpil_keyword_link\" href=\"https:\/\/www.questionpro.com\/blog\/what-are-open-ended-questions\/\"   title=\"open-ended question\" data-wpil-keyword-link=\"linked\"  data-wpil-monitor-id=\"634\">open-ended question<\/a> about what put them off, and launches the version that wins on appeal and relevance.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Tracking brand perception<\/h3>\n\n\n\n<ul>\n<li><strong>Method:<\/strong> A quarterly survey with the same semantic differential items each wave<\/li>\n\n\n\n<li><strong>Sample item:<\/strong> Trustworthy versus untrustworthy<\/li>\n\n\n\n<li><strong>Decision:<\/strong> A drop in trust after a product recall triggers a communication plan<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Measuring service satisfaction<\/h3>\n\n\n\n<p>A hotel group sends a short survey after every stay. It contains:<\/p>\n\n\n\n<ul>\n<li>One satisfaction rating<\/li>\n\n\n\n<li>One open comment<\/li>\n<\/ul>\n\n\n\n<p>Managers read comment themes weekly. Repeated mentions of slow check-in lead to a staffing change at peak hours.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Gauging public opinion<\/h3>\n\n\n\n<p>The<a href=\"https:\/\/www.pewresearch.org\/internet\/2015\/09\/10\/appendix-a-about-the-american-trends-panel-survey\/\" target=\"_blank\" rel=\"noreferrer noopener\"> Pew Research Center<\/a> surveys U.S. adults through the American Trends Panel, a nationally representative panel of randomly selected people. A panel lets researchers ask the same people again, which helps them study how views change over time.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Advantages and disadvantages of attitudinal research<\/strong><\/h2>\n\n\n\n<p>Attitudinal research is powerful when you respect its limits. Here is the balance.<\/p>\n\n\n\n<p><strong>Advantages<\/strong><\/p>\n\n\n\n<ul>\n<li>Explains the reasons behind behavior that analytics cannot reveal<\/li>\n\n\n\n<li>Captures perception, awareness, and intent that no one can observe<\/li>\n\n\n\n<li>Works at any scale, from five interviews to thousands of survey responses<\/li>\n\n\n\n<li>Gives early signals on messaging and concepts before launch<\/li>\n\n\n\n<li>Tracks shifts in opinion when you repeat it with the same wording<\/li>\n<\/ul>\n\n\n\n<p><strong>Disadvantages<\/strong><\/p>\n\n\n\n<ul>\n<li>Depends on memory and honesty, so answers can drift from reality<\/li>\n\n\n\n<li>Predicts behavior only partly, as the intention-behavior gap shows<\/li>\n\n\n\n<li>Captures a snapshot, so findings age as conditions change<\/li>\n\n\n\n<li>Costs more and takes longer when it uses interviews or focus groups<\/li>\n\n\n\n<li>Produces open-text data that needs careful coding<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How to analyze attitudinal data<\/strong><\/h2>\n\n\n\n<p>Analysis starts with the structure of the question. For scale items, report the top-two-box score, which is the share of people choosing the two most positive points. Add the mean and the spread, then cross-tabulate by segment so you can see who feels what.<\/p>\n\n\n\n<p>For open text, code each response into themes and count how often each theme appears. Pull one or two representative comments per theme so stakeholders hear the customer&#8217;s voice. Sentiment tools speed up the first pass, but a person should confirm the themes.<\/p>\n\n\n\n<p>For tracking studies, compare wave to wave using identical wording and a comparable sample. Finally, test the pattern against behavior. If a segment scores high on intent, check whether it actually buys.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Common mistakes in attitudinal research<\/strong><\/h2>\n\n\n\n<p>Most failures come from design, not from the method itself.<\/p>\n\n\n\n<ul>\n<li><strong>Leading wording.<\/strong><br>&#8220;Don&#8217;t you agree our service is excellent?&#8221; pushes the answer. Ask &#8220;How would you rate our service?&#8221; instead.<br><\/li>\n\n\n\n<li><strong>Double-barreled items.<\/strong><br>&#8220;Fast and friendly&#8221; mixes two ideas, so the answer means nothing.<br><\/li>\n\n\n\n<li><strong>Forcing opinions.<\/strong><br>Offer &#8220;no opinion&#8221; so people do not invent an attitude on the spot.<br><\/li>\n\n\n\n<li><strong>Ignoring who did not respond.<\/strong><br>If only happy customers reply, scores look better than reality.<br><\/li>\n\n\n\n<li><strong>Reading averages alone.<\/strong><br>A mean of 3 can hide two opposing camps.<br><\/li>\n\n\n\n<li><strong>Using stale data.<\/strong><br>Date every finding, because attitudes move after price changes and news events.<\/li>\n<\/ul>\n\n\n\n<p>Read<a href=\"https:\/\/www.questionpro.com\/blog\/how-to-avoid-survey-bias\/\"> how to avoid survey bias<\/a> for a fuller checklist of wording and sampling fixes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How to choose between attitudinal, behavioral, or both<\/strong><\/h2>\n\n\n\n<p>The right choice depends on what you already know. Use these rules to decide.<\/p>\n\n\n\n<ul>\n<li><strong>Start with attitudinal research<\/strong> when the product does not exist yet, when you do not know what matters to people, or when the question is about perception, awareness, or intent.<\/li>\n\n\n\n<li><strong>Start with behavioral research<\/strong> when transactions or analytics already exist and you need to find where people drop off before you ask why.<\/li>\n\n\n\n<li><strong>Use both<\/strong> when a metric moves and nobody knows the reason, or when stated preference and real choice may differ, as they often do in pricing. Let behavior find the what, let attitudes explain the why, then let behavior confirm the fix.<\/li>\n<\/ul>\n\n\n\n<p>QuestionPro&#8217;s work on<a href=\"https:\/\/www.questionpro.com\/blog\/the-future-of-research-purchase-behavior\/\"> pairing attitudes with purchase behavior<\/a> shows one way to connect the two.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Follow up on survey answers with QuestionPro Interview (Chat)<\/strong><\/h2>\n\n\n\n<p>A rating tells you how strongly someone feels, not why. Open-ended questions help, but respondents often skip them or answer in two words, and no one is there to ask what they meant.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.questionpro.com\/blog\/moderated-chat-ai-powered-survey-question\/\">Moderated (Chat)<\/a> is a QuestionPro survey question type that adds an AI-led follow-up conversation to any question. You choose the question, state what you want to learn, and QuestionPro AI runs a short text interview with each respondent. Then the respondent continues with the survey.<\/p>\n\n\n\n<p>Three settings shape each interview:<\/p>\n\n\n\n<ul>\n<li><strong>Key learning objectives<\/strong> guide what the AI probes<\/li>\n\n\n\n<li><strong>Moderator instructions<\/strong> set the tone and approach<\/li>\n\n\n\n<li><strong>Maximum follow-ups<\/strong> caps the length so completion rates hold up<\/li>\n<\/ul>\n\n\n\n<p>Picture a respondent who rates onboarding 4 out of 10. The AI asks which step felt difficult, then probes for detail, and you get a specific cause instead of a vague low score. Each chat uses one QuestionPro AI credit, and the feature is currently in Beta. It adds moderator-style depth to a survey without scheduling anyone.<\/p>\n\n\n\n<p>For market research teams, the<a href=\"https:\/\/www.questionpro.com\/research-suite\/\"> QuestionPro Market Research Software<\/a> is a suite of research tools built for professionals who run this kind of study.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Attitudes explain the numbers<\/strong><\/h2>\n\n\n\n<p>Behavior tells you what happened. Attitudes tell you what it meant to the person who did it. Neither is enough alone, and the strongest research programs treat them as a loop: observe, ask, act, observe again.<\/p>\n\n\n\n<p>Start small. Pick one decision, write five neutral questions, and add one open-ended follow-up. Then check what you learned against what people actually do. That habit turns attitudinal research from a report into a reliable way of understanding customers.<\/p>\n\n\n\n\n\t<div class=\"banner-section wf-section\" lang=\"\" >\n\t\t<div class=\"right-column-container\">\n\t\t\t<div class=\"bannerbg white\">\n\t\t\t\t<span class=\"h1-2\">Create memorable experiences based on real-time data, insights and advanced analysis.<\/span>\n\t\t\t\t<a href=\"#userliteForm\" data-toggle=\"modal\" class=\"button w-button\">Request Demo<\/a>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"userlite-modal modal fade\" id=\"userliteForm\" tabindex=\"-1\" role=\"dialog\" style=\"display: none;\">\n\t\t<div class=\"modal-dialog\" role=\"document\">\n\t\t\t<div class=\"modal-content\" role=\"document\">\n\t\t\t\t<div class=\"modal-body\">\n\t\t\t\t\t<div class=\"modal-header\">\n\t\t\t\t\t\t<button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\">\n\t\t\t\t\t\t\t<i class=\"material-icons\">close<\/i>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"contact-us-form-wrapper contact-box\">\n\t\t\t\t\t\t<div class=\"userlite-form-wrapper\">\n\t\t\t\t\t\t\t<iframe src=\"https:\/\/www.questionpro.com\/userlite-form-blog-en.html?product=Research&amp;referralurl=https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/359726&amp;lang=en&amp;cat=market-research\" style=\"display: block;\" ><\/iframe>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"demo-form-wrapper success-message-div\" style=\"display:none\">\n\t\t\t\t\t\t\t<p class=\"success-message-para\"><\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently Asked Questions (FAQs)<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1792047500134\"><strong class=\"schema-faq-question\"><strong>What is the difference between an attitude and an opinion?<\/strong><\/strong> <p class=\"schema-faq-answer\">An attitude is a stable, general evaluation of something, such as a brand. An opinion is a specific statement that expresses it, such as &#8220;this app is slow.&#8221; Researchers use opinions as evidence and measure the underlying attitude across several related questions.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1792047508175\"><strong class=\"schema-faq-question\"><strong>Is Net Promoter Score an attitudinal metric?<\/strong><\/strong> <p class=\"schema-faq-answer\">Yes. Net Promoter Score asks how likely someone is to recommend you, which captures a stated attitude and intention. Because it is self-reported, pair it with repeat purchases, referrals, or churn data to confirm that high scores translate into real loyalty.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1792047514948\"><strong class=\"schema-faq-question\"><strong>How often should you repeat an attitudinal survey?<\/strong><\/strong> <p class=\"schema-faq-answer\">Match the cadence to how fast attitudes move. Brand perception often suits quarterly or biannual waves, while satisfaction after service suits continuous collection. Also run an extra wave after a price change, recall, or major campaign, and keep wording identical so waves stay comparable.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1792047521235\"><strong class=\"schema-faq-question\"><strong>Does survey mode change how people answer attitude questions?<\/strong><\/strong> <p class=\"schema-faq-answer\">Yes. Interviewers raise social desirability pressure on sensitive topics, while self-administered web surveys feel more private and often draw more candid answers. Keep the mode consistent across waves, including in US tracking studies, so shifts reflect real attitudes rather than the channel.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1792047528302\"><strong class=\"schema-faq-question\"><strong>Can a small team run attitudinal research on a limited budget?<\/strong><\/strong> <p class=\"schema-faq-answer\">Yes. Start with five to eight customer interviews to learn the language people use, then send a short survey of eight to ten questions to your existing customer list. Review open comments weekly, and add a larger sample only when a decision justifies the cost.<\/p> <\/div> <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Attitudinal research measures what people think, feel, and believe about a product, brand, or experience. It relies on self-reported answers, [&hellip;]<\/p>\n","protected":false},"author":51,"featured_media":359727,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"Attitudinal Research","_yoast_wpseo_title":"Attitudinal Research: Methods, Examples and Pitfalls %%sep%% %%sitename%%","_yoast_wpseo_metadesc":"Attitudinal research measures what people think and feel. See the methods, scales, examples, and bias risks, plus how to pair it with behavioral data.","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[203],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Attitudinal Research: Methods, Examples and Pitfalls | QuestionPro<\/title>\n<meta name=\"description\" content=\"Attitudinal research measures what people think and feel. 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An opinion is a specific statement that expresses it, such as \"this app is slow.\" Researchers use opinions as evidence and measure the underlying attitude across several related questions.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047508175","position":2,"url":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047508175","name":"Is Net Promoter Score an attitudinal metric?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Yes. Net Promoter Score asks how likely someone is to recommend you, which captures a stated attitude and intention. Because it is self-reported, pair it with repeat purchases, referrals, or churn data to confirm that high scores translate into real loyalty.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047514948","position":3,"url":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047514948","name":"How often should you repeat an attitudinal survey?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Match the cadence to how fast attitudes move. Brand perception often suits quarterly or biannual waves, while satisfaction after service suits continuous collection. Also run an extra wave after a price change, recall, or major campaign, and keep wording identical so waves stay comparable.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047521235","position":4,"url":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047521235","name":"Does survey mode change how people answer attitude questions?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Yes. Interviewers raise social desirability pressure on sensitive topics, while self-administered web surveys feel more private and often draw more candid answers. Keep the mode consistent across waves, including in US tracking studies, so shifts reflect real attitudes rather than the channel.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047528302","position":5,"url":"https:\/\/www.questionpro.com\/blog\/attitudinal-research\/#faq-question-1792047528302","name":"Can a small team run attitudinal research on a limited budget?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Yes. Start with five to eight customer interviews to learn the language people use, then send a short survey of eight to ten questions to your existing customer list. 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