{"id":114725,"date":"2015-10-29T13:30:00","date_gmt":"2015-10-29T18:30:00","guid":{"rendered":"https:\/\/www.dacgroup.com\/analytics-reveals-the-psychology-of-impulse-purchases\/"},"modified":"2024-12-23T00:36:55","modified_gmt":"2024-12-23T05:36:55","slug":"analytics-reveals-the-psychology-of-impulse-purchases","status":"publish","type":"post","link":"https:\/\/www.dacgroup.com\/en-gb\/insights\/blog\/strategy\/analytics-reveals-the-psychology-of-impulse-purchases\/","title":{"rendered":"Analytics reveals the psychology of impulse purchases"},"content":{"rendered":"<p>Maximising the basket value. It\u2019s the Holy Grail for any e-commerce website. But what\u2019s the best way to upsell at the basket? Why do people impulse buy? Why do different groups of people add products of different value? In this week\u2019s analytics roundup, I\u2019ll help answer these key questions with the help of analytics data. The research was based on the data of a large multi-channel retailer operating both online and offline.<\/p>\n<p><strong>Summary<\/strong> On average, customers are willing to add an extra (impulse) purchase to their shopping basket if the price of the additional product does not exceed 20% of the main product. However, there are some differences in impulse purchase behaviour between low and high spenders.<\/p>\n<ul>\n<li>low spenders (less than \u00a350 in the product category of electronics and home appliances) tend to buy additional product up to 120% of the price of the main purchase,<\/li>\n<li>medium and high spenders (\u00a350-\u00a3200) tend to buy additional products which are priced not higher than 20% from the main purchase,<\/li>\n<li>top tier spenders (\u00a3200 + per a purchase) spend no more than 10% of their main purchase on each impulse product.<\/li>\n<\/ul>\n<p><strong>The idea<\/strong> The main idea of the research was rooted in the psychology of decision-making. It simply says that each potential customer assesses their gains and losses in relation to their main reference point and not the actual value of the purchase. It\u2019s worth mentioning that reference points are very different for different people and change dynamically over time. For example, decision-making around Christmas is mostly driven by emotions and feelings with few people able to resist the mass hysteria of the Christmas season. So, the main reference point \u201chow much to spend on a Christmas present to your auntie\u201d is highly dependent on the nature of your relationship with her. <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-5424\" src=\"https:\/\/ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/graph.png\" alt=\"analytics graph\" width=\"283\" height=\"178\" \/> Therefore, impulse sales for online and offline retailers, hospitality services, airlines, and anything else which could be marketed as &#8220;treating yourself&#8221; or \u201ctreat a loved one\u201d peak around Christmas. The question is: <em>How can you stimulate impulse purchases while leaving your customers delighted with their purchases despite the extra spend?<\/em> The answer is in that simple concept illustrated above, the excitingly named <em>Prospect theory value function<\/em> developed by Kahneman (Nobel Prize in Economics, 2002) and Tversky in 1979. Despite the age of the concept it remains relevant even now, particularly when it comes to online shopping. Some data mining is essential to identify the patterns in customer purchase behaviour in order to increase the likelihood of additional impulse shopping.<\/p>\n<p><strong>Main research hypothesis <\/strong> In this research I assumed that: For users who already have some planned purchases, the main reference point would be the first product visitors demonstrate a significant interest in, or, even more reliably, the first product the add to their shopping cart. In both cases the value of a product can be tracked with Enhanced e-commerce in Universal Analytics. You should find the right balance between the value of planned and impulse purchases so the price of the &#8220;impulse&#8221; purchase (suggested as a recommended product) doesn\u2019t exceed a certain percentage of the price of the main product in the cart. Let me illustrate this with an example. When a customer intends to buy a computer for \u00a31,000, spending an additional \u00a350 on speakers seems insignificant. However, a standalone purchase of speakers for \u00a350 can feel quite different and considered with more caution. Thus, spending more seems insignificant only relative to the price of overall basket value. Following this, when consumers aggregate spending, diminishing sensitivity makes it much less painful to spend additional funds in the presence of more expensive items. Customers who buy relatively expensive products should be more exposed to impulse shopping if an extra product is cheaper and can be related to the customer\u2019s needs. So, low, medium and high price of the main products would define the limit on the price for impulse purchases.<\/p>\n<p><strong>Data<\/strong>\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_69e1294274d48'>\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_69e1294274d48');\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 = 'cafa8eb8-dd43-46cc-bec7-9f87e85b1bdb';\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\/cafa8eb8-dd43-46cc-bec7-9f87e85b1bdb', {\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 ? 'cafa8eb8-dd43-46cc-bec7-9f87e85b1bdb'.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-gb\/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 The data contains information for six months about customers\u2019 shopping behaviour including the details about transactions completed, products bought, and customer\u2019s preceding website behaviour, such as the amount of time spent and the number of pages viewed. The dataset was collected using merged data from the company&#8217;s customer relationship management system and web statistics.<\/p>\n<p><strong>Results<\/strong> During this research the correlation between the prices of supplemented products and main products in the shopping cart showed that customers willingly added some impulse purchases to their shopping cart if those supplemented products did not exceed 20% of the most expensive item in the shopping cart. Low spenders (less than \u00a350) do not have any special patterns in their impulse purchases and their impulse products can be more expensive than the main product they intended to buy initially. Please see the distribution of price ranges on the additional products in comparison to the main purchases below. <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-5426\" src=\"https:\/\/ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/med-spenders.png\" alt=\"med spenders\" width=\"400\" height=\"240\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-5425\" src=\"https:\/\/ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/high-spenders.png\" alt=\"high spenders\" width=\"401\" height=\"229\" \/><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-5427 \" src=\"https:\/\/ambergreeninternetmarketing.com\/wpe-content\/uploads\/2015\/10\/top-spenders-800x462.png\" alt=\"top spenders\" width=\"400\" height=\"231\" \/> <strong>Application for business<\/strong> Tweaking the algorithms which display recommended products in e-commerce for higher efficiency is an area of research that keeps thousands of data scientists busy around the globe. A possible application of these research results would be placing a special plugin containing a random choice of products or services, which are likely to be bought on impulse, on the website\u2019s shopping cart. Also, it might be beneficial to add this plugin to other product pages and show to a customer after there is at least one item in customer\u2019s shopping cart. Data on what items were added, when, and their overall value, can generate useful insights for any e-commerce business. However, each business is unique and the results of similar research could vary for different companies \/ product categories \/ target audiences. I would recommend making your initial data mining research on customer impulse purchase patterns and only then to apply those customised results in practice. Otherwise you are taking action without insight, which is always a dangerous move!<\/p>\n<p>Want to see how we use <a href=\"\/en-gb\/blog\/dashboard-bringing-data-life\/\">data visualisation<\/a> make bespoke dashboards to demonstrate how each channel attributes to your business goals (on line and offline) ?<\/p>\n<p>Read an overview of our <a href=\"\/en-gb\/services\/data-analytics\/\">Marketing Analytics Services<\/a><\/p>\n<p>Got a question about analytics? <a href=\"https:\/\/ambergreeninternetmarketing.com\/analytics-healthcheck\/\">Ask Yana now<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Maximising the basket value. It\u2019s the Holy Grail for any e-commerce website. But what\u2019s the best way to upsell at the basket? Why do people impulse buy? Why do different groups of people add products of different value? In this week\u2019s analytics roundup, I\u2019ll help answer these key questions with the help of analytics data. [&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":0.72,"reading_level_needs_review":"0","footnotes":""},"categories":[2904],"tags":[482,721,569,815,685,722,809],"class_list":["post-114725","post","type-post","status-publish","format-standard","hentry","category-strategy","tag-analytics-2","tag-basket-value","tag-christmas","tag-data-2","tag-ecommerce-2","tag-impulse-purchases","tag-retail-2"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Analytics reveals the psychology of impulse purchases | DAC<\/title>\n<meta name=\"description\" content=\"Yana dives into analytics research that reveals the psychology behind impulse purchases, helping increase basket value during the busy Christmas season.\" 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