

{"id":441348,"date":"2022-09-30T09:00:59","date_gmt":"2022-09-30T16:00:59","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/?p=441348"},"modified":"2024-04-17T00:24:17","modified_gmt":"2024-04-17T07:24:17","slug":"survey-accuracy","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/","title":{"rendered":"How to Ensure Survey Accuracy in Research"},"content":{"rendered":"\n<p><span style=\"font-weight: 400;\">Surveys are conducted to gain meaningful insights from data. These insights are used to make better business decisions. The drivers could be many &#8211; reducing the cost, improving the ROI, improving customer satisfaction, or getting new ideas. Accuracy in survey research directly affects the correctness of the decisions and can have a massive impact on the business.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Survey accuracy can mean different things to different people. Hence it is important to have common standards for accuracy in market research. Also, there can be a number of parameters to measure accuracy. For example, if you are comparing trends over a few time intervals and see an unusual spike, it can be due to incorrect options unless there is a just explanation. This can lead to inaccurate data and affect the outcomes.<\/span><\/p>\n\n\n\n\n\n<h2 class=\"wp-block-heading\">What is accuracy in survey research?<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Survey accuracy is the extent to which the output from the responses aids in achieving survey goals. It represents the attribute being measured in the sample audience. If the results are inaccurate, they create a wrong picture of the audience\u2019s choice, feedback, or experience.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Below are some of the common reasons behind inaccurate survey results.<\/span><\/p>\n\n\n\n<ul>\n<li><b>Sample audience distribution<\/b><span style=\"font-weight: 400;\">: The sample is not evenly distributed, and hence it will have a deviation towards a specific choice. For example, in an uneven distribution of audience consisting of 80% males, 10% females, and the rest 10% who do not prefer to reveal their gender, it is very likely that the sample audience would choose \u2018yes\u2019 to the question \u2018Do you get a hair cut at least thrice in six months?<\/span><\/li>\n\n\n\n<li><b>Response bias<\/b><span style=\"font-weight: 400;\">: At times, if the respondents are not answering the questionnaire honestly, they would select the first choice (usually). This leads to a response bias and distorts the accuracy of the research study.<\/span><\/li>\n\n\n\n<li><b>Response distribution<\/b><span style=\"font-weight: 400;\">: The survey results are likely inaccurate if the creator has offered the wrong or insufficient choices.&nbsp;<\/span><\/li>\n\n\n\n<li><b>Data quality<\/b><span style=\"font-weight: 400;\">: If the tool controls the survey accuracy, you can get duplicate responses, incomplete surveys or answers with boorish language.<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Survey accuracy standards<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Survey accuracy depends on various factors such as target audience, time and frequency of survey, response rate, tools to collect responses, method of data collection, data analysis, and global events.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Let\u2019s look at some of the examples of survey accuracy standards and how to reduce survey errors.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">01. Survey Design<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Organizations must design a survey that uses commonly accepted statistical methods. Define the target population, design the sampling plan, specify the <a href=\"https:\/\/www.questionpro.com\/blog\/data-collection-methods\/\">data collection methods<\/a>, create a schedule, and estimate costs. Any use of nonprobability <a href=\"https:\/\/www.questionpro.com\/blog\/types-of-sampling-for-social-research\/\">sampling methods<\/a> must be able to measure estimation error. The size and selection of the sample should be according to the level of detail needed.<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Ensure the sample audience design will give the data as needed to meet the objectives of the survey.&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">If a nonprobabilistic sampling method is used, document what alternatives were considered and why a specific design was selected, a probability and estimate of the bias in the sample <a href=\"https:\/\/www.questionpro.com\/blog\/selection-bias\/\">selection bias<\/a>, and the method used to measure estimation error.&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">If possible, compare the accuracy of survey estimates with that of other information sources. In the case of <a href=\"https:\/\/www.questionpro.com\/blog\/probability-sampling\/\">probability sampling<\/a>, estimate the <a href=\"https:\/\/www.questionpro.com\/blog\/sampling-error\/\">sampling error<\/a>, whereas in the case of nonprobability sampling, calculate the estimation error.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">If possible, consider measurement errors due to errors in <\/span><a href=\"https:\/\/www.questionpro.com\/survey-software\/\"><span style=\"font-weight: 400;\">survey software<\/span><\/a><span style=\"font-weight: 400;\">,&nbsp; interviewers, mode of interview, coverage error, nonresponse error, and processing error.&nbsp;<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">02. Survey Response Rate<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Market researchers must design the questionnaire to achieve a <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/good-survey-response-rate\/\"><span style=\"font-weight: 400;\">good response rate<\/span><\/a><span style=\"font-weight: 400;\"> and make sure that the results reflect the target population. Only then, they can be trusted to make informed decisions.<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Set response rate goals for various phases of the survey. You can also set targets based on demographic variables and iterations of the survey.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Identify approximate response rates at each data collection stage, depending on the content and type of survey.&nbsp;&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">If the response rate is below 80%, identify the reasons behind respondent behavior.<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">03. Test survey systems<\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Ensure all components of the end-to-end survey system work without failure at peak load. Run a test check to make sure that there is no hiccups in the system and that the respondents have a great survey experience.<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Apply different testing methods like unit testing, integration testing, and usability testing to make sure the outputs match the benchmark quality. For instance, integrate your survey tool with a third-party app and see if data flows smoothly without any application errors.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Test the survey software with trial responses. Ensure all the reports are generated and confirm the accuracy of the reports.<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Why is accuracy important in surveying?<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Directly impacts the business: Market researchers and businesses base their decisions on the outcomes of the research study. Hence it is extremely important to have accurate survey data. There must be a confidence level of at least 80% to trust the results. A deviation error of +\/- 10% is acceptable, however, anything significantly out of these bounds could affect the profitability of the business.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Waste of resources: Inaccurate data can lead to poor resource utilization and, in the worst cases, a total waste of resources and huge losses.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Cuts downtime: When the researchers do not feel confident about the results, they need to repeat the exercise. Accurate surveys eliminate the need to conduct the research again.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Survey accuracy is extremely important in research and needs the expertise of experienced professionals. If you are looking for a technology partner who can guide you through the process, send an email to us at <\/span><a href=\"mailto:sales@questionpro.com\"><span style=\"font-weight: 400;\">sales@questionpro.com<\/span><\/a><span style=\"font-weight: 400;\"> or chat with us.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">You can also sign up for our free account. It\u2019s free for a lifetime, doesn\u2019t require a credit card, and comes with 80+ features. Creating and sending a survey takes less than 5 minutes! Don\u2019t believe it? Try us now.<\/span><\/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>Surveys are conducted to gain meaningful insights from data. These insights are used to make better business decisions. The drivers [&hellip;]<\/p>\n","protected":false},"author":57,"featured_media":441349,"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":[187],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Ensure Survey Accuracy in Research | QuestionPro<\/title>\n<meta name=\"description\" content=\"Learn what accuracy is in surveying, the importance of survey accuracy in research, and how to ask questions to ensure data accuracy.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Ensure Survey Accuracy in Research | QuestionPro\" \/>\n<meta property=\"og:description\" content=\"Learn what accuracy is in surveying, the importance of survey accuracy in research, and how to ask questions to ensure data accuracy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/\" \/>\n<meta property=\"og:site_name\" content=\"QuestionPro\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/questionpro\" \/>\n<meta property=\"article:published_time\" content=\"2022-09-30T16:00:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-17T07:24:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/09\/Anas_Meta-image-Template-BLOG-BLOG-5.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1400\" \/>\n\t<meta property=\"og:image:height\" content=\"836\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Radhika Makhecha\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@questionpro\" \/>\n<meta name=\"twitter:site\" content=\"@questionpro\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Radhika Makhecha\" \/>\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:\/\/www.questionpro.com\/blog\/survey-accuracy\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/\"},\"author\":{\"name\":\"Radhika Makhecha\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/bb755aaf16264f4db11f3e81adabd792\"},\"headline\":\"How to Ensure Survey Accuracy in Research\",\"datePublished\":\"2022-09-30T16:00:59+00:00\",\"dateModified\":\"2024-04-17T07:24:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/\"},\"wordCount\":977,\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#organization\"},\"articleSection\":[\"Surveys\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/\",\"name\":\"How to Ensure Survey Accuracy in Research | QuestionPro\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#website\"},\"datePublished\":\"2022-09-30T16:00:59+00:00\",\"dateModified\":\"2024-04-17T07:24:17+00:00\",\"description\":\"Learn what accuracy is in surveying, the importance of survey accuracy in research, and how to ask questions to ensure data accuracy.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.questionpro.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Surveys\",\"item\":\"https:\/\/www.questionpro.com\/blog\/category\/survey-software\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"How to Ensure Survey Accuracy in Research\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#website\",\"url\":\"https:\/\/www.questionpro.com\/blog\/\",\"name\":\"QuestionPro\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.questionpro.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#organization\",\"name\":\"QuestionPro\",\"url\":\"https:\/\/www.questionpro.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"contentUrl\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"caption\":\"QuestionPro\"},\"image\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/questionpro\",\"https:\/\/twitter.com\/questionpro\",\"https:\/\/www.linkedin.com\/company\/questionpro\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/bb755aaf16264f4db11f3e81adabd792\",\"name\":\"Radhika Makhecha\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/20666f63350a5ca60874de63d6139295?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/20666f63350a5ca60874de63d6139295?s=96&d=mm&r=g\",\"caption\":\"Radhika Makhecha\"},\"description\":\"Corporate Branding and Digital Marketing Senior Manager at QuestionPro. With over 13 years of experience in digital marketing and software development.\",\"url\":\"https:\/\/www.questionpro.com\/blog\/author\/radhika\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to Ensure Survey Accuracy in Research | QuestionPro","description":"Learn what accuracy is in surveying, the importance of survey accuracy in research, and how to ask questions to ensure data accuracy.","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:\/\/www.questionpro.com\/blog\/survey-accuracy\/","og_locale":"en_US","og_type":"article","og_title":"How to Ensure Survey Accuracy in Research | QuestionPro","og_description":"Learn what accuracy is in surveying, the importance of survey accuracy in research, and how to ask questions to ensure data accuracy.","og_url":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/","og_site_name":"QuestionPro","article_publisher":"https:\/\/www.facebook.com\/questionpro","article_published_time":"2022-09-30T16:00:59+00:00","article_modified_time":"2024-04-17T07:24:17+00:00","og_image":[{"width":1400,"height":836,"url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/09\/Anas_Meta-image-Template-BLOG-BLOG-5.png","type":"image\/png"}],"author":"Radhika Makhecha","twitter_card":"summary_large_image","twitter_creator":"@questionpro","twitter_site":"@questionpro","twitter_misc":{"Written by":"Radhika Makhecha","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/#article","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/"},"author":{"name":"Radhika Makhecha","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/bb755aaf16264f4db11f3e81adabd792"},"headline":"How to Ensure Survey Accuracy in Research","datePublished":"2022-09-30T16:00:59+00:00","dateModified":"2024-04-17T07:24:17+00:00","mainEntityOfPage":{"@id":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/"},"wordCount":977,"publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/#organization"},"articleSection":["Surveys"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/","url":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/","name":"How to Ensure Survey Accuracy in Research | QuestionPro","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/#website"},"datePublished":"2022-09-30T16:00:59+00:00","dateModified":"2024-04-17T07:24:17+00:00","description":"Learn what accuracy is in surveying, the importance of survey accuracy in research, and how to ask questions to ensure data accuracy.","breadcrumb":{"@id":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.questionpro.com\/blog\/survey-accuracy\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.questionpro.com\/blog\/survey-accuracy\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.questionpro.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Surveys","item":"https:\/\/www.questionpro.com\/blog\/category\/survey-software\/"},{"@type":"ListItem","position":3,"name":"How to Ensure Survey Accuracy in Research"}]},{"@type":"WebSite","@id":"https:\/\/www.questionpro.com\/blog\/#website","url":"https:\/\/www.questionpro.com\/blog\/","name":"QuestionPro","description":"","publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.questionpro.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.questionpro.com\/blog\/#organization","name":"QuestionPro","url":"https:\/\/www.questionpro.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","contentUrl":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","caption":"QuestionPro"},"image":{"@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/questionpro","https:\/\/twitter.com\/questionpro","https:\/\/www.linkedin.com\/company\/questionpro\/"]},{"@type":"Person","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/bb755aaf16264f4db11f3e81adabd792","name":"Radhika Makhecha","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/20666f63350a5ca60874de63d6139295?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/20666f63350a5ca60874de63d6139295?s=96&d=mm&r=g","caption":"Radhika Makhecha"},"description":"Corporate Branding and Digital Marketing Senior Manager at QuestionPro. With over 13 years of experience in digital marketing and software development.","url":"https:\/\/www.questionpro.com\/blog\/author\/radhika\/"}]}},"featured_image_src":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/09\/Anas_Meta-image-Template-BLOG-BLOG-5.png","featured_image_src_square":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/09\/Anas_Meta-image-Template-BLOG-BLOG-5.png","author_info":{"display_name":"Radhika Makhecha","author_link":"https:\/\/www.questionpro.com\/blog\/author\/radhika\/"},"_links":{"self":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/441348"}],"collection":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/users\/57"}],"replies":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/comments?post=441348"}],"version-history":[{"count":8,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/441348\/revisions"}],"predecessor-version":[{"id":861047,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/441348\/revisions\/861047"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/media\/441349"}],"wp:attachment":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/media?parent=441348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/categories?post=441348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/tags?post=441348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}