{"id":117590,"date":"2015-10-15T14:40:00","date_gmt":"2015-10-15T19:40:00","guid":{"rendered":"https:\/\/www.dacgroup.com\/getting-good-data-an-excellent-example-from-the-economist-2\/"},"modified":"2025-12-17T09:43:21","modified_gmt":"2025-12-17T14:43:21","slug":"getting-good-data-an-excellent-example-from-the-economist-2","status":"publish","type":"post","link":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/","title":{"rendered":"Getting good data \u2013 An excellent example from The Economist"},"content":{"rendered":"<p>We love data. It helps inform everything we do, backs up everything we say, and helps demonstrate our success. But often the challenge is how to gather that data in the first place. Analytics is a great start, but what if you need more qualitative data?<\/p>\n<p>Most of the data we can collect with web tracking is quantitative: bounce rates, conversion rates, shopping funnels, etc. All of these numbers are created by analysts for analysts, but they make normal marketers confused and uncomfortable. They want to focus on quality and experience \u2013 the human factors \u2013 not numbers and statistics. So they end up relying on their gut-feeling. In comparison, qualitative marketing research are seen as the bearers of human attitudes and opinions.<\/p>\n<p>But what if we merge qualitative and quantitative data about the same customer? What can statistics and human attitudes tell the company about the perception of their brand, special offers, trust to marketing channels, product preferences, loyalty?<\/p>\n<p>That is exactly what The Economist set out to do with their latest online survey aimed at collecting the qualitative data about their customers&#8217; behaviour. By merging this data with on-site behavioural analytics, they can predict the likelihood of different potential customers buying different products.<\/p>\n<p>When I saw a pop-up offer on Economist website to take a part in their qualitative survey, I started answering questions purely out of curiosity. I went through 20 or 30 questions just answering the questions like normal people would do. But then I reminded myself that I am an analyst, so I went back through the whole survey again to better understand marketing and data intentions behind the survey questions.<\/p>\n<p>Here are a few observations I would like to share with you.<\/p>\n<ol>\n<li>\u00a0<strong>Survey pop-up.<\/strong><\/li>\n<\/ol>\n<p>There is no strong motivation to complete the survey yet which makes me wonder how many people click on that red button. <a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5296\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png\" alt=\"Economist_Take survey\" width=\"1489\" height=\"753\" \/><\/a><\/p>\n<ol start=\"2\">\n<li><strong>Prize as an incentive for participants to complete the survey. <\/strong><\/li>\n<\/ol>\n<p>It\u2019s only <em>after<\/em> you click through that you are told about the prize draw. In my opinion, this should be on the front page, serving as a strong incentive for click throughs.<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Motivation-to-complete-the-survey1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5295\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Motivation-to-complete-the-survey1.png\" alt=\"Economist_Motivation to complete the survey\" width=\"944\" height=\"347\" \/><\/a><\/p>\n<ol start=\"3\">\n<li><strong>High-level customer segmentation based on the perceived likelihood to buy<\/strong><\/li>\n<\/ol>\n<p>The first question segments responses based on their likelihood to buy with the current packages and offering. This will help them understand where there is an opportunity to upsell and what might create new subscribers, as well as assessing the value of individual responses in developing new products and packages.<\/p>\n<p>For example, if a respondent said that they have never and would never consider subscribing to the Economist, their responses will be less useful in devising new subscriptions packages \u2013 they\u2019re not going to subscribe anyway!<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Likelyhood-to-buy-segmentation.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5294\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Likelyhood-to-buy-segmentation.png\" alt=\"Economist_Likelyhood-to-buy segmentation\" width=\"957\" height=\"445\" \/><\/a><\/p>\n<ol start=\"4\">\n<li><strong>Investigating product preferences<\/strong><\/li>\n<\/ol>\n<p>The value of print publishing is declining \u2013 the costs are high and the readership steadily declining. Yet some people still much prefer print, deriving value from the tangible. With this question, The Economist can spot trends in publishing, helping them to assess the value in continuing their print magazine.<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-preferences.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5293\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-preferences.png\" alt=\"Economist_Product preferences\" width=\"952\" height=\"903\" \/><\/a>\n<section data-role=\"forward-email-subscription-container\" class=\"full-width w-100 d-flex justify-content-center align-items-center bg-c7f2b3\">\n    \n    <div class=\"max-w-1400 w-100 form\">\n        <div class=\"text-content-container\">\n            <h2>\n                Stay Forward            <\/h2>\n            <p class=\"subtitle\">\n                Get exclusive insights into digital <br class=\"d-none d-lg-block\">media's top-trending topics delivered<br class=\"d-none d-lg-block\"> directly to your inbox.            <\/p>\n        <\/div>\n\n        <div data-role=\"form-group\">\n            <div class=\"d-flex flex-column w-100\">\n                <form data-forward-email-form class='custom-hubspot-form' id='hubspot_form_6a1520d1a52d9'>\n    <div class='d-flex input'>\n        <input type='email' class='form-control me-2 input' placeholder='Email address' aria-label='Email' name='email' required>\n        <button type='submit' class='btn_primary-filled_white'>Submit\n<\/button>\n    <\/div>\n    <p class='hubspot-status'><\/p>\n<\/form>\n<script>\njQuery(document).ready(function($) {\n    var form = $('#hubspot_form_6a1520d1a52d9');\n    form.on('submit', function(event) {\n        event.preventDefault();\n\n        \/\/ Get email input value\n        var emailInput = form.find('input[name=\"email\"]');\n        var email = emailInput.val().trim();\n\n        \/\/ Required HubSpot fields\n        var portalId = '5408011';\n        var formId = '0c9a9cec-eb1c-44ac-920f-687ce0230830';\n\n        \/\/ Prepare the data payload\n        var data = {\n            fields: [\n                {\n                    name: 'email',\n                    value: email\n                }\n            ],\n            context: {\n                pageUri: window.location.href,\n                pageName: document.title\n            },\n            submittedAt: new Date().getTime()\n        };\n\n        \/\/ Get the status element for this form\n        var statusElement = form.siblings('.forward-email-status-container');\n\n        \/\/ Send the data to HubSpot\n        fetch('https:\/\/api.hsforms.com\/submissions\/v3\/integration\/submit\/5408011\/0c9a9cec-eb1c-44ac-920f-687ce0230830', {\n            method: 'POST',\n            headers: {\n                'Content-Type': 'application\/json'\n            },\n            body: JSON.stringify(data)\n        })\n        .then(response => {\n            if (response.ok) {\n                if(statusElement) {\n                    statusElement.text('Thanks for Subscribing!');\n                    statusElement.css('color', 'green');\n                }\n\n                var userInfo = JSON.parse(localStorage.getItem('userInfo'));\n                if (userInfo) {\n                    userInfo.event = 'Form_submit';\n                    userInfo.email = email;\n                    userInfo.form_name = 'Newsletter';\n                    window.dataLayer = window.dataLayer || [];\n                    window.dataLayer.push(userInfo);\n                }\n\n                emailInput.val(''); \/\/ Clear the email field\n                window.dispatchEvent(new CustomEvent('newsletter-submit'));\n            } else {\n                return response.json().then(error => {\n                    if(statusElement) {\n                        statusElement.text('Error: ' + error.message);\n                        statusElement.css({\n                            'color': 'red',\n                            'padding-top': '10px'\n                        });\n                    }\n                });\n            }\n        })\n        .catch(error => {\n            console.error('Error:', error);\n            statusElement.text(\"There was an error submitting the form.\");\n            statusElement.css({\n                'color': 'red',\n                'padding-top': '10px'\n            });\n        });\n    });\n\n    window.addEventListener('message', function(event) {\n        const isFormCallback = event.data.type === 'hsFormCallback';\n        const isFormSubmitted = event.data.eventName === 'onFormSubmitted';\n        const iscurrentForm = !!event?.data?.id ? '0c9a9cec-eb1c-44ac-920f-687ce0230830'.trim() == event?.data?.id : false; \n\n        if( isFormCallback && isFormSubmitted && iscurrentForm ) {\n            console.log('event', event);\n            window.location.href = 'https:\/\/www.dacgroup.com\/en-ca\/thank-you\/';\n        }\n    });\n});\n<\/script>                <span class=\"forward-email-status-container\"><\/span>\n            <\/div>\n\n            <button id=\"forward-form-submission\" class=\"subscribe-btn\" type=\"button\" onclick=\"triggerButton(this)\">\n                <span class=\"d-inline-block\">\n                    SUBSCRIBE                <\/span>\n                <span class=\"d-inline-block bell-container\">\n                    <svg width=\"28\" height=\"28\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                        <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M3.5458 14.4774L4.50055 13.234C4.50657 11.8629 4.56791 9.80824 5.17539 8.00401C5.52706 6.95953 6.09459 5.89126 7.03537 5.08C7.70533 4.50227 8.51103 4.10149 9.44696 3.90922C9.50872 3.69984 9.5922 3.49047 9.70471 3.28979C9.91134 2.92122 10.2194 2.57523 10.654 2.33189C11.0827 2.09183 11.5478 2 12 2C12.4355 2 12.8969 2.08208 13.3272 2.31763C13.7695 2.55969 14.0812 2.91045 14.2866 3.28943C14.3999 3.49849 14.4813 3.71787 14.5396 3.93682C15.5444 4.18145 16.3788 4.69659 17.0444 5.38131C17.9498 6.3126 18.4937 7.50224 18.8321 8.60503C19.3645 10.3395 19.4725 12.1499 19.4944 13.1421C19.9371 13.6338 20.3502 14.1627 20.6914 14.626C21.9447 16.3277 20.6148 18.5001 18.7001 18.5001L5.52863 18.5C3.45543 18.5 2.28314 16.1217 3.5458 14.4774Z\" stroke=\"#171616\" \/>\n                        <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M9.0857 19.3749C9.431 19.1461 9.89639 19.2405 10.1252 19.5858C10.874 20.7159 12.7481 21.0858 13.9 19.5501C14.1485 19.2187 14.6186 19.1516 14.95 19.4001C15.2813 19.6486 15.3485 20.1187 15.1 20.4501C13.2518 22.9143 10.126 22.3027 8.87475 20.4143C8.64596 20.069 8.74041 19.6037 9.0857 19.3749Z\" fill=\"#171616\" \/>\n                    <\/svg>\n                <\/span>\n            <\/button>\n        <\/div>\n    <\/div>\n\n    \n    <script>\n        function triggerButton(button) {\n\n            var container = button.closest('[data-role=\"forward-email-subscription-container\"]');\n            var form = container.querySelector('[data-forward-email-form]');\n\n            if (form) {\n                jQuery(form).find(\"button[type='submit']\").trigger('click');\n            }\n        }\n    <\/script>\n\n<\/section>\n\n <a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Marketing-scenarios-_Example.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5291\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Marketing-scenarios-_Example.png\" alt=\"Economist_Marketing scenarios-_Example\" width=\"955\" height=\"520\" \/><\/a><\/p>\n<ol start=\"5\">\n<li><strong>Evaluating the level of trust in different marketing channels<\/strong><\/li>\n<\/ol>\n<p>As preferences in the delivery method (print or digital) changes, so too do the preferences for promotion. It\u2019s at this point that analysts will be able to draw connections between different segments of respondents. For example, do people who do or would subscribe and who want digital versions of the magazine therefore prefer email contact? Or perhaps their inbox is oversaturated and they would rather a self-service approach via social media?<\/p>\n<p>These are the kinds of insight that can be generated with carefully constructed surveys.<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Trust-to-marketing-channels.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5290\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Trust-to-marketing-channels.png\" alt=\"Economist_Trust to marketing channels\" width=\"965\" height=\"692\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<ol start=\"6\">\n<li><strong>Customers are invited to take part in product development <\/strong><\/li>\n<\/ol>\n<p>This is a great way of gaining personal investment in the outcome of the survey; their responses will help build perfect packages (or, at least, that is the impression).<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Customer-to-take-part-in-product-development.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5289\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Customer-to-take-part-in-product-development.png\" alt=\"Economist_Customer to take part in product development\" width=\"944\" height=\"353\" \/><\/a> <a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-development-example.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5288\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-development-example.png\" alt=\"Economist_Product development example\" width=\"918\" height=\"814\" \/><\/a><\/p>\n<ol start=\"7\">\n<li><strong>Assessing the perceived value of different packages<\/strong><\/li>\n<\/ol>\n<p>In contrast to the first question (current likelihood of subscribing) this question measures the allure of the potential <em>new<\/em> packages. They might not buy based on the current packages, but now they know a bit more about what each package and service provides, and have had the chance to create their ideal package, they may be much more likely to buy.<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-development_Perceived-value.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5287\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-development_Perceived-value.png\" alt=\"Economist_Product development_Perceived value\" width=\"914\" height=\"600\" \/><\/a> <a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-development_Likelyhood-to-buy.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5286\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Product-development_Likelyhood-to-buy.png\" alt=\"Economist_Product development_Likelyhood to buy\" width=\"708\" height=\"654\" \/><\/a><\/p>\n<ol start=\"8\">\n<li><strong>Customer perception of The Economist\u2019s brand<\/strong><\/li>\n<\/ol>\n<p>Prestige looks to be the central brand offering and USP for The Economist. This question assesses how well that brand positioning is currently conveyed. It would also be interesting to see the impact of perceived prestige on the likelihood of a respondent subscribing, or whether it has any impact at all. Is prestige a useful brand position in terms of converting subscribers?<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Perceived-brand.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5284\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Perceived-brand.png\" alt=\"Economist_Perceived brand\" width=\"951\" height=\"383\" \/><\/a><\/p>\n<ol start=\"9\">\n<li><strong>A set of socio-demographic questions <\/strong><\/li>\n<\/ol>\n<p>Further segmentation and insight can be generated with the use of demographic information. Notice that these questions are included at the end of the survey. Asking these types of questions too early can cause concern, while asking at the end generates a higher response rate simply because the respondent has invested time into answering the previous, more interesting questions.<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_sociodemographics-questions.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5283\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_sociodemographics-questions.png\" alt=\"Economist_sociodemographics questions\" width=\"958\" height=\"605\" \/><\/a><\/p>\n<ol start=\"10\">\n<li><strong>And, finally, call-to-action for participants to leave their e-mails<\/strong><\/li>\n<\/ol>\n<p>By gathering email addresses The Economist\u2019s analysts can attach them to customer purchase history and make a very detailed audience segmentation for up-sell\/cross-sell according to customers&#8217; likelihood to buy. They also know exactly how each respondent prefers to receive promotions, so they can target people who prefer emails via their email address.<\/p>\n<p>The incentive helps here by providing a good reason for gathering email addresses: to inform the voucher winner. If you\u2019ve completed the survey purely for the chance to win the voucher, you will still be as keen to provide your email as those hoping to receive new promotional packages from The Economist.<a href=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Call-to-action-for-users-to-disclose-their-emails.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5282\" src=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Call-to-action-for-users-to-disclose-their-emails.png\" alt=\"Economist_Call-to-action for users to disclose their emails\" width=\"946\" height=\"352\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>It\u2019s a simple model with great potential value.<\/p>\n<p>There are, however, a few considerations you should make before running anything similar:<\/p>\n<ol>\n<li>Questions perceived as boring will make people leave without completing the survey. You have to keep them engaging, interesting and\/or of potential benefit to the respondent.<\/li>\n<li>The number of people who have completed the survey should be sufficient for further analysis. The response rate for surveys can be very low, so if you\u2019re only getting a few thousand unique visitors per month, you might not generate enough data to provide useful analysis.<\/li>\n<li>People like me who click on the survey out of curiosity and mess all of the results should be filtered out based on anomalous engagement (time on site\/page). The issue of clean data is one of the most consuming in data mining &amp; predictive analytics so shouldn\u2019t be written-off as irrelevant in the planning stages.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>Want more insight? Give me a shout \u2013 I am more than happy to discuss anything and everything analytics!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We love data. It helps inform everything we do, backs up everything we say, and helps demonstrate our success. But often the challenge is how to gather that data in the first place. Analytics is a great start, but what if you need more qualitative data? Most of the data we can collect with web [&hellip;]<\/p>\n","protected":false},"author":88,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","reading_level":"Technical","reading_level_confidence":1,"reading_level_needs_review":"0","footnotes":""},"categories":[2860],"tags":[],"class_list":["post-117590","post","type-post","status-publish","format-standard","hentry","category-analytics"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Getting good data \u2013 An excellent example from The Economist | DAC<\/title>\n<meta name=\"description\" content=\"Getting good data from qualitative and quantitative data - An excellent example from The Economist - Ambergreen Internet Marketing\" \/>\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.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Getting good data \u2013 An excellent example from The Economist | DAC\" \/>\n<meta property=\"og:description\" content=\"Getting good data from qualitative and quantitative data - An excellent example from The Economist - Ambergreen Internet Marketing\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/\" \/>\n<meta property=\"og:site_name\" content=\"DAC\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DACGroup\" \/>\n<meta property=\"article:published_time\" content=\"2015-10-15T19:40:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-17T14:43:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png\" \/>\n<meta name=\"author\" content=\"yanamowat\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/www.dacgroup.com\/wp-content\/uploads\/2024\/09\/DAC-logo.svg\" \/>\n<meta name=\"twitter:creator\" content=\"@DAC_group\" \/>\n<meta name=\"twitter:site\" content=\"@DAC_group\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"yanamowat\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/\"},\"author\":{\"name\":\"yanamowat\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/person\/2a49e15ee097ab0f0a9754b3ab24cabf\"},\"headline\":\"Getting good data \u2013 An excellent example from The Economist\",\"datePublished\":\"2015-10-15T19:40:00+00:00\",\"dateModified\":\"2025-12-17T14:43:21+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/\"},\"wordCount\":1132,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png\",\"articleSection\":[\"Analytics\"],\"inLanguage\":\"en-CA\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/\",\"url\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/\",\"name\":\"Getting good data \u2013 An excellent example from The Economist | DAC\",\"isPartOf\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png\",\"datePublished\":\"2015-10-15T19:40:00+00:00\",\"dateModified\":\"2025-12-17T14:43:21+00:00\",\"description\":\"Getting good data from qualitative and quantitative data - An excellent example from The Economist - Ambergreen Internet Marketing\",\"breadcrumb\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#breadcrumb\"},\"inLanguage\":\"en-CA\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-CA\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage\",\"url\":\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png\",\"contentUrl\":\"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.dacgroup.com\/en-ca\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Getting good data \u2013 An excellent example from The Economist\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#website\",\"url\":\"https:\/\/www.dacgroup.com\/en-ca\/\",\"name\":\"DAC group\",\"description\":\"DAC\",\"publisher\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.dacgroup.com\/en-ca\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-CA\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#organization\",\"name\":\"DAC group\",\"alternateName\":\"DAC\",\"url\":\"https:\/\/www.dacgroup.com\/en-ca\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-CA\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.dacgroup.com\/wp-content\/uploads\/2024\/09\/DAC-logo.svg\",\"contentUrl\":\"https:\/\/www.dacgroup.com\/wp-content\/uploads\/2024\/09\/DAC-logo.svg\",\"caption\":\"DAC group\"},\"image\":{\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/DACGroup\",\"https:\/\/x.com\/DAC_group\",\"https:\/\/www.linkedin.com\/company\/dac-group\/\",\"https:\/\/www.instagram.com\/dac_group\/\",\"https:\/\/www.youtube.com\/user\/DACgroup1976\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/person\/2a49e15ee097ab0f0a9754b3ab24cabf\",\"name\":\"yanamowat\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-CA\",\"@id\":\"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/e145979b48970a69ebe4a184c0fc65dd33cf201dcd87c1af2911beb484176b8b?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/e145979b48970a69ebe4a184c0fc65dd33cf201dcd87c1af2911beb484176b8b?s=96&d=mm&r=g\",\"caption\":\"yanamowat\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Getting good data \u2013 An excellent example from The Economist | DAC","description":"Getting good data from qualitative and quantitative data - An excellent example from The Economist - Ambergreen Internet Marketing","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.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/","og_locale":"en_US","og_type":"article","og_title":"Getting good data \u2013 An excellent example from The Economist | DAC","og_description":"Getting good data from qualitative and quantitative data - An excellent example from The Economist - Ambergreen Internet Marketing","og_url":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/","og_site_name":"DAC","article_publisher":"https:\/\/www.facebook.com\/DACGroup","article_published_time":"2015-10-15T19:40:00+00:00","article_modified_time":"2025-12-17T14:43:21+00:00","og_image":[{"url":"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png"}],"author":"yanamowat","twitter_card":"summary_large_image","twitter_image":"https:\/\/www.dacgroup.com\/wp-content\/uploads\/2024\/09\/DAC-logo.svg","twitter_creator":"@DAC_group","twitter_site":"@DAC_group","twitter_misc":{"Written by":"yanamowat","Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#article","isPartOf":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/"},"author":{"name":"yanamowat","@id":"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/person\/2a49e15ee097ab0f0a9754b3ab24cabf"},"headline":"Getting good data \u2013 An excellent example from The Economist","datePublished":"2015-10-15T19:40:00+00:00","dateModified":"2025-12-17T14:43:21+00:00","mainEntityOfPage":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/"},"wordCount":1132,"commentCount":0,"publisher":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/#organization"},"image":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png","articleSection":["Analytics"],"inLanguage":"en-CA","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/","url":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/","name":"Getting good data \u2013 An excellent example from The Economist | DAC","isPartOf":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage"},"image":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png","datePublished":"2015-10-15T19:40:00+00:00","dateModified":"2025-12-17T14:43:21+00:00","description":"Getting good data from qualitative and quantitative data - An excellent example from The Economist - Ambergreen Internet Marketing","breadcrumb":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#breadcrumb"},"inLanguage":"en-CA","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/"]}]},{"@type":"ImageObject","inLanguage":"en-CA","@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#primaryimage","url":"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png","contentUrl":"https:\/\/www.ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/Economist_Take-survey.png"},{"@type":"BreadcrumbList","@id":"https:\/\/www.dacgroup.com\/en-ca\/insights\/blog\/analytics\/getting-good-data-an-excellent-example-from-the-economist-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.dacgroup.com\/en-ca\/"},{"@type":"ListItem","position":2,"name":"Getting good data \u2013 An excellent example from The Economist"}]},{"@type":"WebSite","@id":"https:\/\/www.dacgroup.com\/en-ca\/#website","url":"https:\/\/www.dacgroup.com\/en-ca\/","name":"DAC group","description":"DAC","publisher":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.dacgroup.com\/en-ca\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-CA"},{"@type":"Organization","@id":"https:\/\/www.dacgroup.com\/en-ca\/#organization","name":"DAC group","alternateName":"DAC","url":"https:\/\/www.dacgroup.com\/en-ca\/","logo":{"@type":"ImageObject","inLanguage":"en-CA","@id":"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/logo\/image\/","url":"https:\/\/www.dacgroup.com\/wp-content\/uploads\/2024\/09\/DAC-logo.svg","contentUrl":"https:\/\/www.dacgroup.com\/wp-content\/uploads\/2024\/09\/DAC-logo.svg","caption":"DAC group"},"image":{"@id":"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DACGroup","https:\/\/x.com\/DAC_group","https:\/\/www.linkedin.com\/company\/dac-group\/","https:\/\/www.instagram.com\/dac_group\/","https:\/\/www.youtube.com\/user\/DACgroup1976"]},{"@type":"Person","@id":"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/person\/2a49e15ee097ab0f0a9754b3ab24cabf","name":"yanamowat","image":{"@type":"ImageObject","inLanguage":"en-CA","@id":"https:\/\/www.dacgroup.com\/en-ca\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/e145979b48970a69ebe4a184c0fc65dd33cf201dcd87c1af2911beb484176b8b?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e145979b48970a69ebe4a184c0fc65dd33cf201dcd87c1af2911beb484176b8b?s=96&d=mm&r=g","caption":"yanamowat"}}]}},"_links":{"self":[{"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/posts\/117590","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/users\/88"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/comments?post=117590"}],"version-history":[{"count":1,"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/posts\/117590\/revisions"}],"predecessor-version":[{"id":117709,"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/posts\/117590\/revisions\/117709"}],"wp:attachment":[{"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/media?parent=117590"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/categories?post=117590"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dacgroup.com\/en-ca\/wp-json\/wp\/v2\/tags?post=117590"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}