{"id":35,"date":"2026-08-22T20:24:51","date_gmt":"2026-08-22T20:24:51","guid":{"rendered":"https:\/\/virtresearch.com\/blog\/?p=35"},"modified":"2026-08-22T20:24:52","modified_gmt":"2026-08-22T20:24:52","slug":"how-to-analyze-questionnaire-data-using-spss-step-by-step-guide","status":"publish","type":"post","link":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/","title":{"rendered":"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>How to Analyze Questionnaire Data Using SPSS<\/strong> is a practical question for students and researchers who have collected survey responses but are unsure what to do next.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A questionnaire may produce hundreds of responses, but raw responses are not yet research findings. They need to be coded, cleaned, summarized, analyzed, and interpreted.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SPSS can help perform these tasks efficiently, but the quality of your analysis still depends on choosing methods that match your research questions and variables.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 1: Prepare Your Questionnaire Data<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Before learning <strong>how to analyze <a href=\"https:\/\/en.wikipedia.org\/wiki\/Questionnaire\" data-type=\"link\" data-id=\"https:\/\/en.wikipedia.org\/wiki\/Questionnaire\">questionnaire<\/a> data using SPSS<\/strong>, make sure the questionnaire itself has been reviewed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Each question should correspond to a variable in the dataset.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Age<\/li>\n\n\n\n<li>Gender<\/li>\n\n\n\n<li>Education<\/li>\n\n\n\n<li>Employment status<\/li>\n\n\n\n<li>Satisfaction<\/li>\n\n\n\n<li>Service quality<\/li>\n\n\n\n<li>Purchase intention<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Create consistent variable names and decide how each response will be coded.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 2: Code the Responses<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">SPSS works with structured datasets, so questionnaire responses often need to be converted into numerical codes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gender:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1 = Male<br>2 = Female<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A five-point Likert question might be coded:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1 = Strongly Disagree<br>2 = Disagree<br>3 = Neutral<br>4 = Agree<br>5 = Strongly Agree<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The actual coding scheme should match the questionnaire and research design.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 3: Enter the Data Into SPSS<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Typically, each row represents one respondent while each column represents a variable.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Variable View in SPSS can be used to specify:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Variable names<\/li>\n\n\n\n<li>Labels<\/li>\n\n\n\n<li>Value labels<\/li>\n\n\n\n<li>Measurement information<\/li>\n\n\n\n<li>Missing-value definitions<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Correct setup at this stage makes later <strong>questionnaire data analysis<\/strong> much easier.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 4: Clean Your Data<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Data cleaning is essential.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Check for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Missing values<\/li>\n\n\n\n<li>Duplicate cases<\/li>\n\n\n\n<li>Invalid codes<\/li>\n\n\n\n<li>Impossible values<\/li>\n\n\n\n<li>Inconsistent entries<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For example, if respondents should be aged between 18 and 70 and you discover an age of 250, the original record should be checked.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Questionnaire analysis should not begin with unverified data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 5: Run Frequencies<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Frequencies are useful for categorical questionnaire variables.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, you can use them to summarize gender, education level, occupation, or responses to individual questions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You may report the number and percentage of respondents in each category.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This provides an overview of your sample and helps identify unexpected patterns.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 6: Analyze Likert-Scale Questions<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Likert-scale questions are common in academic questionnaires.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Researchers may analyze individual items using frequencies and percentages, while multi-item scales may be combined into composite measures where that approach is supported by the instrument and research design.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Before calculating an overall scale score, check how the instrument is intended to be scored and whether any negatively worded items require reverse coding.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is one reason <strong>how to analyze questionnaire data using SPSS<\/strong> is not simply a matter of clicking a statistical menu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The measurement model matters.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 7: Test Reliability<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">When several questionnaire items are intended to measure the same construct, researchers may assess internal consistency.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cronbach&#8217;s alpha is one commonly reported measure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, reliability should not be reduced to &#8220;alpha above a certain number equals a good questionnaire.&#8221; The interpretation depends on the instrument, number of items, construct, and research context.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Check your field&#8217;s methodological expectations when reporting reliability.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 8: Produce Descriptive Statistics<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Depending on the variables and study design, SPSS can produce descriptive statistics such as means, standard deviations, frequencies, and percentages.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These results help answer questions such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What is the average score?<\/li>\n\n\n\n<li>How varied are responses?<\/li>\n\n\n\n<li>What percentage selected each response category?<\/li>\n\n\n\n<li>Which variables have the highest or lowest values?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The descriptive stage gives you a picture of the dataset before inferential testing.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 9: Select Inferential Tests<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The appropriate statistical test depends on your research question.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correlation<\/strong> can be used to examine associations between variables.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Regression<\/strong> can examine relationships between predictors and an outcome.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>t-tests<\/strong> may compare two groups under appropriate conditions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>ANOVA<\/strong> may compare means across three or more groups.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Chi-square<\/strong> can examine associations between categorical variables.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The correct choice depends on the type of data, study design, assumptions, and research objective.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 10: Interpret the SPSS Output<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">After running the analysis, SPSS generates tables containing statistical results.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Do not copy the entire output into your research project.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Identify the values relevant to your objective.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, a regression result may require attention to the model fit, coefficients, confidence intervals, and significance measures.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Your explanation should tell the reader what the result means.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Common Mistakes<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Researchers often make mistakes when analyzing questionnaires.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One is treating every Likert-scale question as if it can automatically be analyzed in any way.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another is ignoring missing data or failing to reverse-code negatively worded items.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Some researchers also run statistical tests without first stating the research question they are trying to answer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When learning <strong>how to analyze questionnaire data using SPSS<\/strong>, methodology should come before software.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How to Report Questionnaire Results<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Your research report should connect the questionnaire analysis to the study objectives.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A strong presentation might include:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Respondent characteristics<\/li>\n\n\n\n<li>Descriptive results<\/li>\n\n\n\n<li>Reliability analysis where appropriate<\/li>\n\n\n\n<li>Results for each research objective<\/li>\n\n\n\n<li>Inferential analysis<\/li>\n\n\n\n<li>Interpretation of findings<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Use tables selectively and explain important patterns in the text.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">When to Get Professional Analysis Support<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Researchers often reach the analysis stage with a complete dataset but uncertainty about coding, statistical tests, reliability analysis, or interpretation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">VirtResearch provides questionnaire and survey data analysis support, including <a href=\"https:\/\/virtresearch.com\/data-analysis\" data-type=\"link\" data-id=\"https:\/\/virtresearch.com\/data-analysis\">SPSS analysis<\/a>, statistical interpretation, and data presentation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Learning <strong>how to analyze questionnaire data using SPSS<\/strong> involves much more than entering answers into a spreadsheet.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You need to code the data correctly, clean the dataset, understand your variables, choose suitable statistical techniques, interpret the results, and connect the findings to your research objectives.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SPSS can perform the calculations, but sound research judgment determines whether those calculations answer the right question.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>How to Analyze Questionnaire Data Using SPSS is a practical question for students and researchers who have collected survey responses but are unsure what to do next. A questionnaire may&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/\">Read More<span class=\"screen-reader-text\">How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[69,71,72,9,14,70,59,8,10],"class_list":["post-35","post","type-post","status-publish","format-standard","hentry","category-research","tag-analyze-questionnaire-data","tag-likert-scale-analysis","tag-questionnaire-coding","tag-questionnaire-data-analysis","tag-spss-data-analysis","tag-spss-questionnaire-analysis","tag-spss-results","tag-statistical-analysis","tag-survey-data-analysis","excerpt"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide - VirtResearch<\/title>\n<meta name=\"description\" content=\"Learn how to analyze questionnaire data using SPSS, including data coding, cleaning, descriptive statistics, reliability testing, and hypothesis tests.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide - VirtResearch\" \/>\n<meta property=\"og:url\" content=\"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/\" \/>\n<meta property=\"og:site_name\" content=\"VirtResearch\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-22T20:24:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-22T20:24:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/virtresearch.com\/blog\/wp-content\/uploads\/2026\/08\/logo.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1176\" \/>\n\t<meta property=\"og:image:height\" content=\"348\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#\\\/schema\\\/person\\\/0a4cb0415f69308cbda7cabce3b172bf\"},\"headline\":\"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide\",\"datePublished\":\"2026-08-22T20:24:51+00:00\",\"dateModified\":\"2026-08-22T20:24:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/\"},\"wordCount\":917,\"publisher\":{\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#organization\"},\"keywords\":[\"analyze questionnaire data\",\"Likert scale analysis\",\"questionnaire coding\",\"questionnaire data analysis\",\"SPSS data analysis\",\"SPSS questionnaire analysis\",\"SPSS results\",\"statistical analysis\",\"survey data analysis\"],\"articleSection\":[\"Research\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/\",\"url\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/\",\"name\":\"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide - VirtResearch\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#website\"},\"datePublished\":\"2026-08-22T20:24:51+00:00\",\"dateModified\":\"2026-08-22T20:24:52+00:00\",\"description\":\"Learn how to analyze questionnaire data using SPSS, including data coding, cleaning, descriptive statistics, reliability testing, and hypothesis tests.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/\",\"name\":\"VirtResearch\",\"description\":\"Research Support, Market Analysis and Data Analysis Services\",\"publisher\":{\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#organization\"},\"alternateName\":\"Research Support\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#organization\",\"name\":\"VirtResearch\",\"alternateName\":\"Research Support\",\"url\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/logo.png\",\"contentUrl\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/logo.png\",\"width\":1176,\"height\":348,\"caption\":\"VirtResearch\"},\"image\":{\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/#\\\/schema\\\/person\\\/0a4cb0415f69308cbda7cabce3b172bf\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3b618581bbdbf68e167bf8b762925851bb6663783cefff08f650e268610d203e?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3b618581bbdbf68e167bf8b762925851bb6663783cefff08f650e268610d203e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3b618581bbdbf68e167bf8b762925851bb6663783cefff08f650e268610d203e?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\\\/\\\/virtresearch.com\\\/blog\"],\"url\":\"https:\\\/\\\/virtresearch.com\\\/blog\\\/author\\\/admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide - VirtResearch","description":"Learn how to analyze questionnaire data using SPSS, including data coding, cleaning, descriptive statistics, reliability testing, and hypothesis tests.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/","og_locale":"en_US","og_type":"article","og_title":"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide - VirtResearch","og_url":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/","og_site_name":"VirtResearch","article_published_time":"2026-08-22T20:24:51+00:00","article_modified_time":"2026-08-22T20:24:52+00:00","og_image":[{"width":1176,"height":348,"url":"https:\/\/virtresearch.com\/blog\/wp-content\/uploads\/2026\/08\/logo.png","type":"image\/png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/#article","isPartOf":{"@id":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/"},"author":{"name":"admin","@id":"https:\/\/virtresearch.com\/blog\/#\/schema\/person\/0a4cb0415f69308cbda7cabce3b172bf"},"headline":"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide","datePublished":"2026-08-22T20:24:51+00:00","dateModified":"2026-08-22T20:24:52+00:00","mainEntityOfPage":{"@id":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/"},"wordCount":917,"publisher":{"@id":"https:\/\/virtresearch.com\/blog\/#organization"},"keywords":["analyze questionnaire data","Likert scale analysis","questionnaire coding","questionnaire data analysis","SPSS data analysis","SPSS questionnaire analysis","SPSS results","statistical analysis","survey data analysis"],"articleSection":["Research"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/","url":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/","name":"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide - VirtResearch","isPartOf":{"@id":"https:\/\/virtresearch.com\/blog\/#website"},"datePublished":"2026-08-22T20:24:51+00:00","dateModified":"2026-08-22T20:24:52+00:00","description":"Learn how to analyze questionnaire data using SPSS, including data coding, cleaning, descriptive statistics, reliability testing, and hypothesis tests.","breadcrumb":{"@id":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/virtresearch.com\/blog\/how-to-analyze-questionnaire-data-using-spss-step-by-step-guide\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/virtresearch.com\/blog\/"},{"@type":"ListItem","position":2,"name":"How to Analyze Questionnaire Data Using SPSS: Step-by-Step Guide"}]},{"@type":"WebSite","@id":"https:\/\/virtresearch.com\/blog\/#website","url":"https:\/\/virtresearch.com\/blog\/","name":"VirtResearch","description":"Research Support, Market Analysis and Data Analysis Services","publisher":{"@id":"https:\/\/virtresearch.com\/blog\/#organization"},"alternateName":"Research Support","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/virtresearch.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/virtresearch.com\/blog\/#organization","name":"VirtResearch","alternateName":"Research Support","url":"https:\/\/virtresearch.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/virtresearch.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/virtresearch.com\/blog\/wp-content\/uploads\/2026\/08\/logo.png","contentUrl":"https:\/\/virtresearch.com\/blog\/wp-content\/uploads\/2026\/08\/logo.png","width":1176,"height":348,"caption":"VirtResearch"},"image":{"@id":"https:\/\/virtresearch.com\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/virtresearch.com\/blog\/#\/schema\/person\/0a4cb0415f69308cbda7cabce3b172bf","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/3b618581bbdbf68e167bf8b762925851bb6663783cefff08f650e268610d203e?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/3b618581bbdbf68e167bf8b762925851bb6663783cefff08f650e268610d203e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/3b618581bbdbf68e167bf8b762925851bb6663783cefff08f650e268610d203e?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/virtresearch.com\/blog"],"url":"https:\/\/virtresearch.com\/blog\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/posts\/35","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/comments?post=35"}],"version-history":[{"count":1,"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/posts\/35\/revisions"}],"predecessor-version":[{"id":36,"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/posts\/35\/revisions\/36"}],"wp:attachment":[{"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/media?parent=35"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/categories?post=35"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/virtresearch.com\/blog\/wp-json\/wp\/v2\/tags?post=35"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}