{"id":2798,"date":"2016-03-31T05:41:11","date_gmt":"2016-03-31T09:41:11","guid":{"rendered":"http:\/\/www.sogolytics.com\/blog\/?p=2798"},"modified":"2020-11-19T11:01:20","modified_gmt":"2020-11-19T16:01:20","slug":"cross-tabulating-survey-data-to-increase-your-rate-of-aha-and-oh-wow","status":"publish","type":"post","link":"https:\/\/www.sogolytics.com\/blog\/cross-tabulating-survey-data-to-increase-your-rate-of-aha-and-oh-wow\/","title":{"rendered":"Cross-Tabulating Survey Data to Increase Your Rate of \u201cAha!\u201d and \u201cOh Wow!\u201d"},"content":{"rendered":"<p><b>One powerful way to gain insight from your surveys is to cross-tabulate the data. Doing so lets you discover correlations that aren\u2019t obvious from a basic report.<\/b><\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>\u201cSay you were standing with one foot in the oven and one foot in an ice bucket,\u201d said\u00a0<a href=\"http:\/\/www.baseball-reference.com\/players\/b\/bragabo01.shtml\">Bobby Bragan<\/a>. \u201cAccording to the percentage people, you should be perfectly comfortable.\u201d<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>Basic survey reports can provide overall knowledge: <i>this percentage of users<\/i> is satisfied with their customer support resolution, or <i>that percentage<\/i> rank our product as best-in-class. But so much valuable information can be buried in the details!<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>For instance, your customers in the southeast might be thrilled with their purchase experience, but people in the northeast could have a horrible rating. If that were the case, you\u2019d want to investigate what\u2019s going wrong in the northeast region, instead of mistakenly working on the assumption that people are happy overall.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>One way to analyze your survey data in more depth is to <i>cross-tabulate<\/i> it. That is, you compare the results in a table that shows the answers to more than one question. Even if you are new to conducting surveys and analyzing the data, you surely are familiar with the concept from basic spreadsheet use:<\/p>\n<div class=\"div-minispacer\"><\/div>\n<table>\n<tbody>\n<tr>\n<td><b>Item sold<\/b><\/td>\n<td><b>Northeast<\/b><\/td>\n<td><b>Southeast<\/b><\/td>\n<td><b>Northwest<\/b><\/td>\n<td><b>Southwest<\/b><\/td>\n<td><b>Total<\/b><\/td>\n<\/tr>\n<tr>\n<td>Turbo widget<\/td>\n<td>14<\/td>\n<td>6<\/td>\n<td>25<\/td>\n<td>12<\/td>\n<td><b>57<\/b><\/td>\n<\/tr>\n<tr>\n<td>Basic widget<\/td>\n<td>16<\/td>\n<td>73<\/td>\n<td>25<\/td>\n<td>6<\/td>\n<td><b>120<\/b><\/td>\n<\/tr>\n<tr>\n<td>Enterprise widget<\/td>\n<td>52<\/td>\n<td>11<\/td>\n<td>5<\/td>\n<td>34<\/td>\n<td><b>102<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Total<\/b><\/td>\n<td><b>82<\/b><\/td>\n<td><b>90<\/b><\/td>\n<td><b>55<\/b><\/td>\n<td><b>52<\/b><\/td>\n<td><b>279<\/b><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div class=\"div-spacer\"><\/div>\n<p>So: Cross-tabulation \u2013 available in Sogolytics Plus and above \u2013 lets you look at survey results in a similar way, by breaking down the information based on categories established from other questions\u2019 answers. Here\u2019s an introduction to how it works.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>Let\u2019s say you\u2019re trying to decide whether your company should hold an in-person conference. It\u2019s a no-brainer to ask customers about their interest, to find out how long they\u2019d expect such an event to last, and to learn which locations are most appealing.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>The overall results are the most important; if only 10% would show up for a conference, the details are a moot point. However, it is likely that you care most intensely about the preferences of the people who say, \u201cI absolutely would attend!\u201d because they\u2019re most committed to the event.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>Thus, to use a simple example, you want to end up with a table that cross-tabulates customers\u2019 attendance plans with the expected event length. In this case, there\u2019s a correlation between attendance plans and how long the conference lasts. With \u201cenough\u201d attendees, you can justify a two-day event rather than a single day.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>At least, it works as a good \u201chow to\u201d for the process of creating a simple cross-tabulation report.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p><a href=\"\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-2987 size-large\" title=\"Simple Cross Tabulation Report - Sogolytics\" src=\"\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601-1024x896.png\" alt=\"Simple Cross Tabulation Report - Sogolytics\" width=\"631\" height=\"552\" srcset=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601-1024x896.png 1024w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601-300x262.png 300w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601.png 1168w\" sizes=\"(max-width: 631px) 100vw, 631px\" \/><\/a><\/p>\n<div class=\"div-spacer\"><\/div>\n<p>From the main Sogolytics page, choose <b>Reports<\/b>, then select the survey to analyze. From the drop-down menu select\u00a0<b>Cross Tabulation<\/b>.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-49004 aligncenter\" src=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab2.png\" alt=\"\" width=\"954\" height=\"225\" srcset=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab2.png 954w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab2-300x71.png 300w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab2-768x181.png 768w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab2-50x12.png 50w\" sizes=\"(max-width: 954px) 100vw, 954px\" \/><\/p>\n<div class=\"div-spacer\"><\/div>\n<p>The first step in the three-step process is to identify which two questions Sogolytics should use in the comparison. You can choose any question type except open-ended text. (It\u2019s possible to compare three questions, but I\u2019m keeping it simple.)<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p>Choose <b>Next<\/b> to set the next set of options. Or you can jump to the results and take the default settings for the report. That\u2019s useful when you\u2019re poking at the numbers to determine for yourself if there\u2019s a correlation; if the results generate an \u201cAha!\u201d you can go back to optimize the report before you share it with other people.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-49006 aligncenter\" src=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab3-1024x506.png\" alt=\"\" width=\"1024\" height=\"506\" srcset=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab3-1024x506.png 1024w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab3-300x148.png 300w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab3-768x379.png 768w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab3-50x25.png 50w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab3.png 1448w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<div class=\"div-spacer\"><\/div>\n<p>The cross tab report can show data as percentages (34%), number of responses (18 said yes), or both. You can also decide whether to include categories for \u201cdid not answer\u201d (which sometimes is meaningful, but also may be a distraction). You optionally can include survey data for respondents who did not complete the survey.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-49007 aligncenter\" src=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab4-1024x437.png\" alt=\"\" width=\"1024\" height=\"437\" srcset=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab4-1024x437.png 1024w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab4-300x128.png 300w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab4-768x328.png 768w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab4-50x21.png 50w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab4.png 1370w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<div class=\"div-spacer\"><\/div>\n<p>You can filter the data beyond the overall comparison. For this example, that might matter if \u00a0you care whether the enthusiastic event respondents\u2019 opinions are affected by their geography. So you might limit the cross tabulation report to customers who live only in the northeast, since you\u2019re already sort-of-planning to hold the conference in Washington DC.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-49008 aligncenter\" src=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab5-1024x314.png\" alt=\"\" width=\"1024\" height=\"314\" srcset=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab5-1024x314.png 1024w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab5-300x92.png 300w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab5-768x235.png 768w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab5-50x15.png 50w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/CrossTab5.png 1426w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<div class=\"div-spacer\"><\/div>\n<p>\u2026And there\u2019s a report! If you stick with the defaults, the displayed report might have more than you need to see; sometimes it\u2019s confusing to see all those \u201cpercents.\u201d But you can turn options on-and-off in the Report Properties section at the top of the screen to further refine what\u2019s shown \u2013 including a stacked vertical or stacked horizontal graph.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<p><a href=\"\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-2987 size-large\" title=\"Survey Cross Tabulation Report - Sogolytics\" src=\"\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601-1024x896.png\" alt=\"Survey Cross Tabulation Report - Sogolytics\" width=\"631\" height=\"552\" srcset=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601-1024x896.png 1024w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601-300x262.png 300w, https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2016\/03\/simple-cross-tabulation-report-1024x6601.png 1168w\" sizes=\"(max-width: 631px) 100vw, 631px\" \/><\/a><\/p>\n<div class=\"div-spacer\"><\/div>\n<p>Assuming that the cross- tabulation gives you some level of enlightenment \u2013 I admit this one is more illustrative than exciting \u2013 you may want to share the results with other people. Sogolytics makes that easy, permitting you to email the report or to save the file as a Word or Excel file.<\/p>\n<div class=\"div-minispacer\"><\/div>\n<div class=\"div-minispacer\"><\/div>\n<p>You can do more with cross-tabulation, such as adding another question to the comparison. But I think this shows adequately how the feature works, and I hope it inspires you to experiment a little more with your data analysis.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>One powerful way to gain insight from your surveys is to cross-tabulate the data. Doing so lets you discover correlations that aren\u2019t obvious from a basic report. \u201cSay you were standing with one foot in the oven and one foot in an ice bucket,\u201d said\u00a0Bobby Bragan. \u201cAccording to the percentage people, you should be perfectly comfortable.\u201d Basic survey reports can provide overall knowledge: this percentage of users is satisfied with their customer support resolution, or that percentage rank our product as best-in-class. But so much valuable information can be buried in the details! For instance, your customers in the southeast might be thrilled with their purchase experience, but people in the northeast could have a horrible rating. If that were the case, you\u2019d want to investigate what\u2019s going wrong in the northeast region, instead of mistakenly working on the assumption that people are happy overall. One way to analyze your survey data in more depth is to cross-tabulate it. That is, you compare the results in a table that shows the answers to more than one question. Even if you are new to conducting surveys and analyzing the data, you surely are familiar with the concept from basic spreadsheet use: Item sold Northeast Southeast Northwest Southwest Total Turbo widget 14 6 25 12 57 Basic widget 16 73 25 6 120 Enterprise widget 52 11 5 34 102 Total 82 90 55 52 279 So: Cross-tabulation \u2013 available in Sogolytics Plus and above \u2013 lets you look at survey results [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":5052,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,205],"tags":[258,256,128,60,225,259],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.7.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Cross-Tabulating Survey Data to Increase Your Rate of \u201cAha!\u201d and \u201cOh Wow!\u201d - Sogolytics Blog<\/title>\n<meta name=\"description\" content=\"One powerful way to gain insight from your surveys is to cross-tabulate the data. Doing so lets you discover correlations that aren\u2019t obvious from a basic report.\" \/>\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.sogolytics.com\/blog\/cross-tabulating-survey-data-to-increase-your-rate-of-aha-and-oh-wow\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cross-Tabulating Survey Data to Increase Your Rate of \u201cAha!\u201d and \u201cOh Wow!\u201d - Sogolytics Blog\" \/>\n<meta property=\"og:description\" content=\"One powerful way to gain insight from your surveys is to cross-tabulate the data. Doing so lets you discover correlations that aren\u2019t obvious from a basic report.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.sogolytics.com\/blog\/cross-tabulating-survey-data-to-increase-your-rate-of-aha-and-oh-wow\/\" \/>\n<meta property=\"og:site_name\" content=\"Sogolytics Blog\" \/>\n<meta property=\"article:published_time\" content=\"2016-03-31T09:41:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-11-19T16:01:20+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.sogolytics.com\/blog\/wp-content\/uploads\/2018\/12\/ff-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"487\" \/>\n\t<meta property=\"og:image:height\" content=\"714\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Hamid Farooqui\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.sogolytics.com\/blog\/cross-tabulating-survey-data-to-increase-your-rate-of-aha-and-oh-wow\/\",\"url\":\"https:\/\/www.sogolytics.com\/blog\/cross-tabulating-survey-data-to-increase-your-rate-of-aha-and-oh-wow\/\",\"name\":\"Cross-Tabulating Survey Data to Increase Your Rate of \u201cAha!\u201d and \u201cOh Wow!\u201d - Sogolytics Blog\",\"isPartOf\":{\"@id\":\"https:\/\/www.sogolytics.com\/blog\/#website\"},\"datePublished\":\"2016-03-31T09:41:11+00:00\",\"dateModified\":\"2020-11-19T16:01:20+00:00\",\"author\":{\"@id\":\"https:\/\/www.sogolytics.com\/blog\/#\/schema\/person\/e26ade6499330428fc16c418b4883d37\"},\"description\":\"One powerful way to gain insight from your surveys is to cross-tabulate the data. 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