

{"id":117279,"date":"2021-02-24T08:07:32","date_gmt":"2021-02-24T16:07:32","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/?p=117279"},"modified":"2021-02-24T08:07:32","modified_gmt":"2021-02-24T16:07:32","slug":"boost-survey-data-quality-with-multi-level-quality-filters","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/boost-survey-data-quality-with-multi-level-quality-filters\/","title":{"rendered":"Boost your survey data quality with multi-level response quality filters"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Data cleansing is a vital activity before drawing conclusions from any survey responses and certainly before decision-making. Clean survey data boosts data analysis and helps you uncover relevant information &#8211; information that you can base your decisions on. Clean data will also help you save time and cost, leaving you with time to make appropriate decisions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">What is data cleansing? And, how do you deal with unclean data? QuestionPro Audience helps customers identify and eliminate poor quality responses or responses that aren&#8217;t collected from the right target audience. We control the data quality at ideally three stages &#8211; I&#8217;ll explain them further. Despite being one of the most critical research steps, researchers overlook data quality and cleaning. This is due to time-consuming data collection processes, lack of budgets, time constraints, and limited data cleansing knowledge.<\/span><\/p>\n<p style=\"text-align: center;\"><a class=\"square-cta secondary-lined-cta\" href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?mode=audience&amp;sourceRef=blog-audience\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Select your respondents<\/strong><\/a><\/p>\n<h2><b>Three-level survey data quality control system<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Being an established panel services provider, over the years, QuestionPro has harnessed technology and machine learning to help researchers collect hi-quality research data &#8211; data that matters:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Strict screening at recruitment\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Double-opt in surveys\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Response health check\u00a0<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">A combination of these measures is crucial for clean, useable, decision-worthy data. Let&#8217;s take a closer look at each of these.\u00a0<\/span><\/p>\n<ul>\n<li aria-level=\"1\"><b>Screening at recruitment: <\/b><span style=\"font-weight: 400;\">Data quality control begins at the very beginning of panel recruitment. Every respondent we recruit is screened thoroughly. 80+ data screening questions help us identify and categorize panelists accurately. We also update any change in their profile points regularly to boost response accuracy.\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>Double-opt in surveys: <\/b><span style=\"font-weight: 400;\">Every respondent undergoes a two-factor authentication, ensuring that only the right people get access to the study, boosting the <a href=\"https:\/\/www.questionpro.com\/blog\/computer-security-survey-questions\/\">survey&#8217;s security<\/a>. It helps to identify the respondent and ensure the respondent is precisely who they claim to be. It also helps to understand if the member is valid or not to gather seamless responses.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>Response health check: <\/b><span style=\"font-weight: 400;\">A significant step in data cleaning is analyzing the response style of the survey-takers. QuestionPro has measures in place to detect poor respondents, responses and to flag them immediately. Here are the checks we&#8217;ve put in place to assist you in capturing only high-quality responses:<\/span><\/li>\n<\/ul>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\"><strong>Straight-lining:<\/strong> Straight-lining is an excellent indicator of response health. The tool looks at whether respondents use the same answer option to answer multiple questions or chooses answers in a pattern. For example, respondents choosing option B for all questions.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\"><strong>Profanity:<\/strong> We detect curse words in open-ended text boxes and flag them. This helps in identifying whether the respondent has answered the survey seriously or not.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\"><strong>Speeding:<\/strong> We monitor the average time taken to answer a survey, and if a respondent completes it in significantly less time, the survey is flagged.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\"><strong>Gibberish:<\/strong> We flag gibberish and meaningless words, like &#8220;afdsgrk.&#8221; This is an excellent indicator of respondent seriousness while answering the survey.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\"><strong>Length:<\/strong> We also flag short or one-word responses where more text is expected. Significantly short responses mostly never contain clear responses.<\/span><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<h3><b>Better the response quality, better the survey analysis, better the decisions<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Data cleansing techniques weed out bad responses with great accuracy within no time. All this without having to introduce your bias to the answers. Here are the advantages you&#8217;ll derive:<\/span><\/p>\n<ul>\n<li><b>Time-saving: <\/b><span style=\"font-weight: 400;\">We&#8217;ve harnessed technology to reduce the manual review time with <a href=\"https:\/\/www.questionpro.com\/blog\/data-quality-management\/\">data quality management<\/a> methods in place. This means you can spend more time analyzing data and making well-informed decisions. It also cuts down the overall research time to take quick measures in fast-changing markets.<\/span><\/li>\n<li><b>Make confident decisions: <\/b>Data credibility<span style=\"font-weight: 400;\">\u00a0is a top priority when it comes to decision-making. Good data leads to significant findings, but first, the data must be trustworthy. Good data boost decision-making confidence, and you can make strategic worry-free decisions.<\/span><\/li>\n<li><b>Collect reliable insights: <\/b><span style=\"font-weight: 400;\">Personal bias is one of the biggest dangers in cleaning survey data. The tool will do the preliminary cleaning of your responses to help introduce as little bias as possible.\u00a0<\/span><\/li>\n<\/ul>\n<p style=\"text-align: center;\"><a class=\"square-cta secondary-lined-cta\" href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?mode=audience&amp;sourceRef=blog-audience\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Select your respondents<\/strong><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Why get stuck with time-consuming manual data-cleansing activities when technology can take care of it in an instant? Significant decisions emerge from accurate data. Step up your research game with QuestionPro Audience. Write to Tim, at <a href=\"mailto:timothy.cornelius@questionpro.com\">timothy.cornelius@questionpro.com<\/a> or reach us at <\/span><a href=\"mailto:sales@questionpro.com\"><span style=\"font-weight: 400;\">sales@questionpro.com<\/span><\/a><span style=\"font-weight: 400;\">\u00a0to know more.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data cleansing is a vital activity before drawing conclusions from any survey responses and certainly before decision-making. Clean survey data [&hellip;]<\/p>\n","protected":false},"author":65,"featured_media":117284,"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":[206],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Boost your survey data quality with multi-level response quality filters | QuestionPro<\/title>\n<meta name=\"description\" content=\"Good survey data quality boosts accurate decision-making. Access high-quality insights with QuestionPro Audience to save time and costs\" \/>\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\/boost-survey-data-quality-with-multi-level-quality-filters\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Boost your survey data quality with multi-level response quality filters | QuestionPro\" \/>\n<meta property=\"og:description\" content=\"Good survey data quality boosts accurate decision-making. Access high-quality insights with QuestionPro Audience to save time and costs\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/boost-survey-data-quality-with-multi-level-quality-filters\/\" \/>\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=\"2021-02-24T16:07:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2021\/02\/Survey-Data-Quality-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"992\" \/>\n\t<meta property=\"og:image:height\" content=\"594\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Dan Fleetwood\" \/>\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=\"Dan Fleetwood\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/boost-survey-data-quality-with-multi-level-quality-filters\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/boost-survey-data-quality-with-multi-level-quality-filters\/\"},\"author\":{\"name\":\"Dan Fleetwood\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/7499f480697eead5b63ef9be6311175a\"},\"headline\":\"Boost your survey data quality with multi-level response quality filters\",\"datePublished\":\"2021-02-24T16:07:32+00:00\",\"dateModified\":\"2021-02-24T16:07:32+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/boost-survey-data-quality-with-multi-level-quality-filters\/\"},\"wordCount\":712,\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#organization\"},\"articleSection\":[\"Audience\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/boost-survey-data-quality-with-multi-level-quality-filters\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/boost-survey-data-quality-with-multi-level-quality-filters\/\",\"name\":\"Boost your survey data quality with multi-level response quality filters | QuestionPro\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#website\"},\"datePublished\":\"2021-02-24T16:07:32+00:00\",\"dateModified\":\"2021-02-24T16:07:32+00:00\",\"description\":\"Good survey data quality boosts accurate decision-making. 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