

{"id":57058,"date":"2018-05-03T03:51:51","date_gmt":"2018-05-03T03:51:51","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/?p=57058"},"modified":"2025-11-03T02:41:18","modified_gmt":"2025-11-03T09:41:18","slug":"what-is-likert-scale","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/what-is-likert-scale\/","title":{"rendered":"What is a Likert Scale: Types, Examples, &amp; Best Practices"},"content":{"rendered":"\n<p>The Likert Scale is a widely used survey tool designed to measure attitudes, opinions, and perceptions by gauging the extent of agreement or disagreement with a particular statement.<\/p>\n\n\n\n<p>An essential aspect of market research for researchers is the ability to gauge the respondents&#8217; opinion towards a brand, feature, product, service, and more. Measuring opinions helps to measure the level of changes required.<\/p>\n\n\n\n<p>Using a <a href=\"https:\/\/www.questionpro.com\/blog\/quantitative-analysis\/\">quantitative analysis<\/a> data collection tool in the research process, like a Likert Scale, allows research teams to understand respondent sentiments. Quantifying a like or dislike aids in making timely changes and supplies a critical tool in the insights collection and management process of brand and research teams.<\/p>\n\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what_is_a_likert_scale?\">What is a Likert Scale?<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">A Likert Scale is a unidimensional scale that researchers use to collect respondents&#8217; attitudes and opinions. Researchers often use this psychometric scale to understand the views and perspectives towards a brand, product, or target market.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">There are different variations, and each one<\/span> are<span style=\"font-weight: 400;\"> focused directly on measuring people&#8217;s opinions, such as the <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/guttman-scale\/\"><span style=\"font-weight: 400;\">Guttman scale<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/bogardus-social-distance-scale\/\"><span style=\"font-weight: 400;\">Bogardus scale<\/span><\/a><span style=\"font-weight: 400;\">, and <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/thurstone-scale\/\"><span style=\"font-weight: 400;\">Thurstone scale<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Psychologist Rensis Likert established a distinction between a scale that materializes from a collection of responses to a group of items (maybe 8 or more). Responses are measured in a range of values.<\/span><\/p>\n\n\n\n<p>Given its importance for budding research professionals, we have created a guide to help you understand the critical aspects of this tool and best practices for mastering it to conduct better research. We hope you find it helpful!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"types_of_likert_scales\">Types of Likert Scales<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">The <strong>Likert Scale<\/strong> has become a favorite among researchers to collect opinions about <a href=\"https:\/\/www.questionpro.com\/customer-satisfaction.html\">customer satisfaction<\/a> or <a href=\"https:\/\/www.questionpro.com\/workforce\/employee-experience.html\">employee experience<\/a>. You can divide this scale primarily into two major types:<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Even Likert Scale<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Odd Likert Scale<\/span><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">1. Even Likert Scale<\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">Researchers use even Likert Scale to collect extreme feedback without providing a neutral option.<\/span><\/p>\n\n\n\n<ul>\n<li><b>4-Point Likert Scale for importance<\/b><span style=\"font-weight: 400;\">: This type of Likert Scale allows researchers to include four extreme options without a neutral choice. Here the various degrees of importance are represented in a 4-Point Likert Scale.<\/span><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2024\/11\/4-Point-Likert-Scale.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul>\n<li><b>8-Point Likelihood of recommendation: <\/b>This is a variation of the previously explained 4-point Likert Scale, the only difference being, this scale has eight options to collect feedback about the likelihood of a recommendation.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2024\/11\/8-Point-Likelihood.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">2. Odd Likert Scale<\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">Researchers use the odd Likert Scale to give the respondents the choice of responding neutrally.<\/span><\/p>\n\n\n\n<ul>\n<li><b>5-point Likert Scale: <\/b><span style=\"font-weight: 400;\">With five answer options, researchers use this odd Likert Scale question to gather information about a topic by including a neutral answer option for respondents to select if they don\u2019t wish to answer from the extreme choices in their <a href=\"https:\/\/www.questionpro.com\/blog\/research-design\/\">research design<\/a>.&nbsp;<\/span><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2024\/11\/5-point-Likert-scale.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul>\n<li><strong>7-point Likert Scale: <\/strong>The 7-point Likert Scale adds two more answer options at extreme ends of a 5-point Likert Scale question.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2024\/11\/7-point-Likert-scale.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul>\n<li><strong>9-point Likert Scale: <\/strong>A 9-point Likert Scale is quite uncommon, but you can use it by adding two more answer options to the 7-point Likert Scale question.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2024\/11\/9-point-Likert-scale.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Likert scale questions<\/h2>\n\n\n\n<p>Likert Scale questions are fundamental for surveys and research, allowing respondents to express their attitudes, opinions, or behaviors across various options. Here&#8217;s how each type of Likert Scale question works, along with practical examples:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"992\" height=\"594\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2018\/05\/Likert-Scale-Examples.jpg\" alt=\"Likert Scale Examples\" class=\"wp-image-108397\"\/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">1. Agreement<\/h3>\n\n\n\n<p>Agreement-based Likert Scale questions assess the capacity to which respondents agree or disagree with a statement, permitting researchers to capture their attitudes and opinions on particular topics.<\/p>\n\n\n\n<p><strong>Example Question:<\/strong><\/p>\n\n\n\n<p><em>&#8220;The training program met my expectations.&#8221;<\/em><\/p>\n\n\n\n<p><strong>Response Scale:<\/strong><\/p>\n\n\n\n<ul>\n<li>Strongly Agree<\/li>\n\n\n\n<li>Agree<\/li>\n\n\n\n<li>Neutral<\/li>\n\n\n\n<li>Disagree<\/li>\n\n\n\n<li>Strongly Disagree<\/li>\n<\/ul>\n\n\n\n<p>This type of question is ideal for gauging satisfaction, perception, or approval of services, policies, or experiences.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Frequency<\/h3>\n\n\n\n<p>Frequency-based questions assess how often a respondent performs or experiences a particular action or behavior. This type of question helps identify patterns in usage or behavior over time.<\/p>\n\n\n\n<p><strong>Example Question:<\/strong><\/p>\n\n\n\n<p><em>&#8220;How often do you use our mobile app?&#8221;<\/em><\/p>\n\n\n\n<p><strong>Response Scale:<\/strong><\/p>\n\n\n\n<ul>\n<li>Very Frequency<\/li>\n\n\n\n<li>Frequency<\/li>\n\n\n\n<li>Occasionally<\/li>\n\n\n\n<li>Rarely<\/li>\n\n\n\n<li>Never<\/li>\n<\/ul>\n\n\n\n<p>Use this question type to monitor frequency patterns and habits among respondents, especially for product or service usage.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Importance<\/h3>\n\n\n\n<p>Importance-based Likert questions evaluate the significance or priority respondents place on certain elements, features, or aspects. They help researchers understand what matters most to their audience.<\/p>\n\n\n\n<p><strong>Example Question:<\/strong><\/p>\n\n\n\n<p><em>&#8220;How important is access to 24\/7 customer support?&#8221;<\/em><\/p>\n\n\n\n<p><strong>Response Scale:<\/strong><\/p>\n\n\n\n<ul>\n<li>Extremely Important<\/li>\n\n\n\n<li>Very Important<\/li>\n\n\n\n<li>Moderately Important<\/li>\n\n\n\n<li>Slightly Important<\/li>\n\n\n\n<li>Not Important at all<\/li>\n<\/ul>\n\n\n\n<p>Such questions are essential for prioritizing features, services, or policies according to user needs and preferences.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Interest<\/h3>\n\n\n\n<p>Interest-based questions measure respondents&#8217; enthusiasm or engagement toward a topic or activity. They&#8217;re useful for identifying preferences and gauging how likely respondents are to pursue or engage in future offerings.<\/p>\n\n\n\n<p><strong>Example Question:<\/strong><\/p>\n\n\n\n<p><em>&#8220;How interested are you in attending future workshops?&#8221;<\/em><\/p>\n\n\n\n<p><strong>Response Scale:<\/strong><\/p>\n\n\n\n<ul>\n<li>Very Interested<\/li>\n\n\n\n<li>Somewhat Interested<\/li>\n\n\n\n<li>Neutral<\/li>\n\n\n\n<li>Somewhat Uninterested<\/li>\n\n\n\n<li>Very Uninterested<\/li>\n<\/ul>\n\n\n\n<p>This type of question is valuable for gauging potential interest in new programs, events, or products.<\/p>\n\n\n\n<p>By crafting questions that suit each purpose, researchers can gain insightful, actionable data on attitudes, behaviors, and priorities, guiding better decision-making and improved experiences.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"characteristics_of_likert_scale\">Characteristics of Likert Scale<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">The Likert Scale came into existence in 1932 in the form of the 5-point scale, which is used extensively. These scales range from a group of general topics to the most specific ones that ask respondents to indicate their level of agreement, approval or, belief. Some significant characteristics of the Likert Scale, are:<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">01. Related answers<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Items should be easily related to the sentence&#8217;s answers, regardless of whether the relationship between item and sentence is evident.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">02. Scale type<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">The items must always have two extreme positions and an intermediate answer option that serves as graduation between the extremes.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">03. Number of answer options<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">It is essential to mention that although the most common Likert Scale is that of 5 items, the use of more items helps to generate greater precision in the results.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">04. Increasing reliability of the scale<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Researchers often increase the ends of the scale to create a seven-point scale by adding \u201cvery\u201d to the top and bottom of the five-point scales. The seven-point scale reaches the upper limits of the reliability of the scale.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">05. Using wide scales<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">As a general rule, Likert and others recommend that it be better to use a scale as wide as possible. One can always collapse the answers into concise groups, if appropriate, for analysis.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">06. Lack of a neutral option<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">By considering these details, scales are sometimes curtailed to an even number of categories (usually four) to eliminate the \u201cneutral\u201d possibility on a \u201cforced choice\u201d survey scale.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">07. Intrinsic variable<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">The primary Likert record clearly states that there could be an inherent variable whose value marks the feedback or attitudes of the respondents, and this underlying variable is the interval level, at best.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"example_of_a_likert_scale:\">Example of a Likert Scale<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">To better understand this concept, we have created this example where we suppose that a researcher uses a Likert Scale question as a dichotomous option question to collect product feedback.&nbsp; He\/ she frames the question as \u201cThe product was a good purchase,\u201d with the options listed as agree or disagree. The other way to frame this Likert Scale questionnaire is, \u201cPlease state your satisfaction level with the products,\u201d and the options range from very dissatisfied to very satisfied.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">When responding to an item on the likert Scale, the user responds based explicitly on their agreement or disagreement level. These scales allow for determining the level of agreement or disagreement of the respondents.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\"><strong>The Likert Scale assumes that the strength and intensity of the experience are linear<\/strong>. Therefore it goes from a complete agreement to a complete disagreement, assuming that attitudes can be measured.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-57062\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2018\/05\/Liker-Scale-Example_2.jpg\" alt=\"Likert Scale Example\" width=\"800\" height=\"300\"><\/h3>\n\n\n\n<p class=\"has-text-align-center\"><strong>Do you need more examples?<\/strong> Check out these <a href=\"https:\/\/www.questionpro.com\/blog\/likert-scale-examples\/\">Likert Scale examples<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"likert_scale_data_and_analysis\">Likert Scale Data and Analysis<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Researchers use surveys regularly to measure and analyze the quality of products or services. The Likert Scale is a standard classification format for studies. The respondents provide their opinion (data) about the quality of a product\/service from high to low or better to worse using two, four, five, or seven levels.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Researchers and auditors generally group collected data into a hierarchy of four fundamental measurement levels \u2013 nominal, ordinal, interval, and ratio measurement levels for further analysis<\/span><span style=\"font-weight: 400;\">:<\/span><\/p>\n\n\n\n<ul>\n<li><b>Nominal data:<\/b><span style=\"font-weight: 400;\"> Data in which the answers classified into variables need not necessarily have <a href=\"https:\/\/www.questionpro.com\/blog\/quantitative-data\/\">quantitative data<\/a> or order is called <a href=\"https:\/\/www.questionpro.com\/blog\/nominal-data\/\">nominal data<\/a>.<\/span><\/li>\n\n\n\n<li><b>Ordinal data:<\/b><span style=\"font-weight: 400;\"> Data in which it is possible to sort or classify the answers, but it is impossible to measure the distance is called <a href=\"https:\/\/www.questionpro.com\/blog\/ordinal-data\/\">ordinal data<\/a>.<\/span><\/li>\n\n\n\n<li><b>Interval data:<\/b><span style=\"font-weight: 400;\"> Aggregate data in which measurements of orders and distances can be made is called <a href=\"https:\/\/www.questionpro.com\/blog\/interval-data\/\">interval data<\/a>.<\/span><\/li>\n\n\n\n<li><strong>Ratio data:<\/strong> Ratio data is similar to interval data. The only difference is an equal and definitive ratio between each analyzing data and absolute \u201czero\u201d being treated as a point of origin.<\/li>\n<\/ul>\n\n\n\n<p>Data analysis using nominal, interval, and ratio data are generally transparent and straightforward. Ordinal data analyzes data, particularly in regards to Likert or other scales in the surveys. This is not a new <a href=\"https:\/\/www.questionpro.com\/blog\/research-problem\/\">research problem<\/a>. The effectiveness of handling ordinal data as interval data continues to be debatable in survey analysis of various applied fields. Some of the significant scale points to keep in mind are:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. Statistical tests<\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">Researchers sometimes treat ordinal data as interval data because they claim that parametric statistical tests are more powerful than nonparametric alternatives. Moreover, inferences from parametric tests are easy to interpret and provide more information than non-parametric options.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Concentration on Likert Scales<\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">However, the treatment of ordinal data as interval data without examining the values \u200b\u200bof the data set and the analysis&#8217;s objectives can mislead and misrepresent the results of a survey. To analyze scalar data more appropriately, researchers prefer to consider ordinal data as interval data and concentrate on Likert Scale<\/span>s<span style=\"font-weight: 400;\">.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. Median or range for inspecting data<\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">A universal guideline suggests that the mean and the standard deviation are baseless parameters for detailed statistics when the data are on <a href=\"https:\/\/www.questionpro.com\/blog\/ordinal-scale\/\">ordinal scales<\/a>, just like any parametric analysis based on normal distribution. The non-parametric test is done based on the appropriate median or range for inspecting data.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"best_practices_for_analyzing_the_results_of_likert_scales\">Best Practices for Analyzing the Results<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Because the Likert element data is discrete, ordinal, and limited in scope, there has been a long dispute over the most logical way to analyze Likert data. The first option is between parametric and non-parametric tests. The advantages and disadvantages of each type of analysis are generally described as the following:<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Parametric tests assume a regular and uninterrupted division. <\/span><\/li>\n\n\n\n<li>Non-parametric tests do not assume a regular or uninterrupted division. However, there are concerns about a lesser ability to detect a difference when one exists.<\/li>\n<\/ul>\n\n\n\n<p><span style=\"font-weight: 400;\">Which is the best option? When deciding to analyze information received from a survey that uses Likert Scale questions, a researcher has to make a real decision.<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Over the years, a series of studies that have tried to answer this Likert Scale questionnaire. However, they have been inclined to look at a limited number of potential distributions for Likert data, which causes the generalization of the results to suffer. Thanks to increases in computing power, simulation studies can now thoroughly evaluate a wide range of distributions.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">The researchers identified a diverse set of 14 distributions that are representative of the actual Likert data. The computer program extracted self-sufficient pairs of samples to test all possible combinations of the 14 distributions.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">In total, 10,000 random samples were generated for each of the 98 distribution combinations. The samples pairs are analyzed using both the two-sample t-test and the Mann-Whitney test to compare the efficacy of each test. The study also evaluated different sample sizes.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">The results show that the Type I error rates (false positive) for all pairs of distributions are very close to the target quantities. If an organization uses any of the analysis and results are statistically significant, it does not need to be too worried about a false positive.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">The results also show that for most pairs of distributions, the difference between the power of the two tests is trivial. If there is a difference at the population level, any of the analysis is equally likely to detect it.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">There are some pairs of specific distributions where there is a power difference between the two tests.<\/span>If an organization runs both tests on the same data and gets different results, one test shows significance while the other does not. This difference in power usually happens in only a small number of cases.<\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">In general, the choice between the two analyzes is a loop. If an organization needs to compare two groups of five-point Likert data, the analysis method usually does not matter.<\/span><\/li>\n\n\n\n<li>Both parametric and non-parametric tests equally guard against false negatives and false positives. These patterns are valid for sample sizes of 10, 30, and 200 per group.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"advantages_of_likert_scale\">Advantages&nbsp;of Likert scale<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">There are many advantages of using this rating Scale in a survey for <a href=\"https:\/\/www.questionpro.com\/blog\/what-is-market-research\/\">market research<\/a>. They are:<\/span><\/p>\n\n\n\n<ul>\n<li><b>Ease of implementation:<\/b><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\"> This universally accepted scale can be easily understood and applied to various customer satisfaction or employee satisfaction surveys.<\/span><\/span><\/li>\n\n\n\n<li><b>Quantifiable answer options:<\/b><span style=\"font-weight: 400;\"> Quantify Likert items with no apparent relation to the expression and conduct <a href=\"https:\/\/www.questionpro.com\/blog\/statistical-analysis\/\">statistical analysis<\/a> on the received results.<\/span><\/li>\n\n\n\n<li><b>Analyze the rank of opinions:<\/b><span style=\"font-weight: 400;\"> There may be a <a href=\"https:\/\/www.questionpro.com\/blog\/sample\/\">sample<\/a> with varied views about a particular topic. The Likert Scale offers a ranking of the views of these people surveyed.<\/span><\/li>\n\n\n\n<li><b>Simple to respond:<\/b><span style=\"font-weight: 400;\"> Respondents can understand the intent of this scale and quickly answer the question.<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Disadvantages of Likert Scale<\/h2>\n\n\n\n<p>The Likert Scale is typically used to measure attitudes and opinions, but they have several disadvantages:<\/p>\n\n\n\n<ol>\n<li><strong>Limited Depth: <\/strong>Due to the fixed nature of the options, responses may only capture part of the complexity of attitudes or feelings.<\/li>\n\n\n\n<li><strong>Central Tendency Bias: <\/strong>Respondents might choose neutral or middle options to avoid extreme opinions.<\/li>\n\n\n\n<li><strong>Subjectivity in Interpretation: <\/strong>Individuals may interpret the scale points (e.g., &#8220;Agree&#8221; vs. &#8220;Strongly Agree&#8221;) differently.<\/li>\n\n\n\n<li><strong>Lack of Precision: <\/strong>The interval between scale points is only sometimes equal, making statistical analysis less reliable.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"want_to_use_the_likert_scales_in_a_survey?_do_it_with_questionpro!\">Want to Use the Likert Scale in a Survey? Do it with QuestionPro!<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2024\/07\/QuestionPro-Survey-2.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p><span style=\"font-weight: 400;\">The <a href=\"https:\/\/www.questionpro.com\/article\/likert-scale-survey-questions.html\">Likert-scale survey<\/a> is a comprehensive technique for gauging feedback and information, making it significantly easy to understand and respond. This is a critical question to measure the opinion or attitude towards a specific topic.<\/span> S<span style=\"font-weight: 400;\">o that it will be of great help in the next step of an investigation.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">With QuestionPro, an organization can conduct an online survey using the Likert Scale<\/span>s<span style=\"font-weight: 400;\">. Start by <\/span><a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?sourceRef=blog\"><span style=\"font-weight: 400;\">creating a free account<\/span><\/a><span style=\"font-weight: 400;\"> and start testing this type of question.<\/span><\/p>\n\n\n\n<p>For more information or questions, please consult our online chat and tell us about your project. We&#8217;ll recommend the best research tool to suit your needs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>The Likert Scale helps measure attitudes, opinions, and perceptions in many areas, from research to business. Its simple design makes it a popular choice for collecting data, while its structure allows for precise and accurate analysis.<\/p>\n\n\n\n<p>When used well, the Likert Scale improves data collection and helps make decisions by understanding group opinions better. When used effectively, the Likert Scale enhances data collection and facilitates informed decision-making based on a better understanding of collective sentiment.<\/p>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/www.questionpro.com\/survey-software\/\" target=\"_blank\" rel=\"noopener\"><button>LEARN MORE<\/button><\/a>&nbsp; &nbsp; &nbsp; &nbsp;<a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?sourceRef=blog\" target=\"_blank\" rel=\"noopener\"><button>SIGN UP FREE<\/button><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Likert Scale is a widely used survey tool designed to measure attitudes, opinions, and perceptions by gauging the extent [&hellip;]<\/p>\n","protected":false},"author":65,"featured_media":128499,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_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":[188],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Likert Scale: Definition, Examples, Types &amp; Best Practices<\/title>\n<meta name=\"description\" content=\"A Likert scale is a unidimensional scale that researchers use to collect respondents&#039; attitudes and opinions. 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