{"id":464,"date":"2020-02-19T07:53:19","date_gmt":"2020-02-19T07:53:19","guid":{"rendered":"https:\/\/spinanalyticsandstrategy.com\/blog\/?p=464"},"modified":"2020-02-19T07:53:19","modified_gmt":"2020-02-19T07:53:19","slug":"market-basket-analysis-tool-predict-customer-buying-pattern","status":"publish","type":"post","link":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/market-basket-analysis-tool-predict-customer-buying-pattern\/","title":{"rendered":"MARKET BASKET ANALYSIS \u2013 THE TOOL TO PREDICT CUSTOMER BUYING PATTERN"},"content":{"rendered":"<p>To be honest, designing <strong>business marketing campaigns<\/strong> for existing customers is as difficult as nailing jelly to a tree. That\u2019s given.<br \/>\nTo accomplish this feat of tough analysis, access to a list of customers, email addresses, and purchase data is imperative, but the tricky part remains unattended- sending meaningful insights that will boost a customer\u2019s lifetime value and trigger a repeated purchase.<\/p>\n<p>This trick of accurately targeting customers has been cracked by big enterprises with the help of in-house <strong>Data Science<\/strong> teams using a particular approach. The name of their approach is- <a href=\"https:\/\/en.wikipedia.org\/wiki\/Market_basket\"><strong>Market Basket Analysis (MBA).<\/strong><\/a><br \/>\nIt is one of the key approaches adopted by renowned retailers to unravel the link between items. One of the basic principles of this approach is to track the combination of items that occur together repeatedly in the transactions.<br \/>\nIn simple words, it enables retailers to determine the relationship between the items that consumers purchase. Let\u2019s dig deep for a better understanding.<\/p>\n<p><span style=\"text-decoration: underline;\"><b>At the core<\/b><\/span><\/p>\n<p><span style=\"font-weight: 400;\">The very base of MBA, popularly known as Affinity Analysis, is depended on <strong>Data Mining<\/strong>, which uses <\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Association_rule_learning\"><strong><i>Association Rule Learning<\/i><\/strong><\/a><span style=\"font-weight: 400;\"> to determine the bond between customers and the attributes associated with them.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The more common and stronger a relationship is, the quicker you can put your customers into segments for future analysis. All that is needed for this initiative is customer and order data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A scenario<\/span><span style=\"font-weight: 400;\">&#8211; In a grocery store, there are numerous products, out of which consumers can lay their hands on any particular group of things. Say Peanut butter and jelly, cream cheese and turkey, etc. Using <a href=\"https:\/\/en.wikipedia.org\/wiki\/Market_basket\"><em><strong>Market Basket Analysis<\/strong><\/em><\/a> on the grocery store data, it will be a piece of cake to determine which products are brought together by customers. Adding a feather in its cap is- discovering new bonds between customers and newer product combinations.<\/span><\/p>\n<p><strong><span style=\"text-decoration: underline;\">Read More for Related Blogs:<\/span>&nbsp;&nbsp;<\/strong><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"vstKW1wPyk\"><p><a href=\"https:\/\/www.spinanalyticsandstrategy.com\/blog\/how-to-make-your-season-sales-more-efficient-only-ai-has-the-answer\/\">How to make your Season Sales more efficient? Only AI has the answer<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;How to make your Season Sales more efficient? Only AI has the answer&#8221; &#8212; Spin Analytics and Strategy\" src=\"https:\/\/www.spinanalyticsandstrategy.com\/blog\/how-to-make-your-season-sales-more-efficient-only-ai-has-the-answer\/embed\/#?secret=l02n0whxSb#?secret=vstKW1wPyk\" data-secret=\"vstKW1wPyk\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p><strong>To comprehend the relationship between Customer Buying Behavior and MBA in detail, read on.<\/strong><\/p>\n<h3><span style=\"text-decoration: underline;\"><b>Comprehending Customer Buying Behavior using MBA<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">With MBA comes the good news of unearthing the connections between the purchasing pattern of customers, by determining the products or menu items that appear frequently in transactions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Smart retailers can evaluate this relationship between the products, which consumers purchase and can use this data to come up with new products or pricing models for maximum revenue.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here are some smart ways to make use of such insights from MBA:<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-398 size-full\" title=\"Cross Selling - Up sell - Market Basket Analysis\" src=\"https:\/\/learn4self.com\/spnblog\/wp-content\/uploads\/2020\/07\/SPIN-Strategy-Cross-Selling-Up-sell-Market-Basket-Analysis-Customer-Segmentation.png\" alt=\"Cross Selling - Up sell - Market Basket Analysis\" width=\"630\" height=\"359\"><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Cross-Sell<\/b><span style=\"font-weight: 400;\">: Group products which customers buy often from the store<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Marketing promotions<\/b><span style=\"font-weight: 400;\">: Focus marketing campaigns to customers and lure them to buy products for an item recently bought<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Web stores- <\/b><span style=\"font-weight: 400;\">Propose associated items that are frequently purchased together (\u201cCustomers who purchased this product, also viewed this product\u201d)<\/span><\/li>\n<\/ul>\n<p><strong>To read the maximum benefits of this analysis, hiring the services of an expert in the field is the only option.<\/strong><\/p>\n<p><a href=\"https:\/\/www.spinanalyticsandstrategy.com\/\"><b>How SPIN\u2019s MBA Analysis expertise helps<\/b><\/a><\/p>\n<p><span style=\"font-weight: 400;\">It comes as no surprise that MBA is applied to different segments of the retail sector to pump up sales and open new streams of revenue sources by determining the requirements of the customer and making purchase offers to them.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Banking on this theory, <a href=\"https:\/\/www.spinanalyticsandstrategy.com\/\"><strong>SPIN<\/strong><\/a> uses MBA to help its clients with:<\/span><\/p>\n<p><b>Cross-Selling: <\/b><span style=\"font-weight: 400;\">A sales technique that enables the seller to suggest a related product to a customer after the first purchase is made. With <a href=\"https:\/\/www.spinanalyticsandstrategy.com\/\"><strong>SPIN\u2019s<\/strong><\/a> MBA, retailers can comprehend consumer behavior and pitch the right product for cross-selling.<\/span><a href=\"https:\/\/www.spinanalyticsandstrategy.com\/blog\/market-basket-analysis-tool-predict-customer-buying-pattern\/\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-400 size-full\" title=\"Up Sell Cross Sell Market Strategy\" src=\"https:\/\/learn4self.com\/spnblog\/wp-content\/uploads\/2020\/07\/SPIN-Strategy-Up-Sell-Cross-Sell-Market-Strategy.png\" alt=\"Up Sell Cross Sell Market Strategy\" width=\"630\" height=\"359\"><\/a><\/p>\n<p><b>Product Placement: <\/b><span style=\"font-weight: 400;\">It is a technique to place complementary and substitute goods together for the customer to buy them together. Using SPIN\u2019s MBA, retailers can determine the goods, which a customer is more likely to buy together.<\/span><\/p>\n<p><b>Detection of fraud: <\/b><span style=\"font-weight: 400;\">MBA contains credit card usage details and it can be used to determine the purchasing behavior to detect fraud possibility. SPIN\u2019s MBA will prevent your retailer business from such adversities too.<\/span><\/p>\n<p><b>Customer Behavior: <\/b><span style=\"font-weight: 400;\">SPIN\u2019s MBA helps to comprehend customer behavior under a host of different conditions, enabling the retailer to determine the connection between two products, which people purchase, and get the knowledge of the customer\u2019s buying behavior.<\/span><\/p>\n<h3><span style=\"text-decoration: underline;\"><b>SPIN\u2019s MBA is the combo of AI and ML<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Businesses want to evaluate the different angles of customer behavior inside a store. With the right data sets to determine customer behavior of retail stores, businesses can categorize data to define the :<\/span><\/p>\n<ol>\n<li><span style=\"font-weight: 400;\">Right product association<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Trip types<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Point of sale and marketing<\/span><\/li>\n<\/ol>\n<p><a href=\"https:\/\/www.spinanalyticsandstrategy.com\/blog\/market-basket-analysis-tool-predict-customer-buying-pattern\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-401 size-full\" title=\"Artificial Intelligence and Machine Learning\" src=\"https:\/\/learn4self.com\/spnblog\/wp-content\/uploads\/2020\/07\/SPIN-Strategy-Artificial-Intelligence-and-Machine-Learning.png\" alt=\"Artificial Intelligence and Machine Learning\" width=\"630\" height=\"359\"><\/a><\/p>\n<p><span style=\"font-weight: 400;\">After analysis of the consumer behavior inside a retailer store, AI and ML techniques powered by <a href=\"https:\/\/www.spinanalyticsandstrategy.com\/\"><strong>SPIN Strategy<\/strong>&nbsp;<\/a>algorithms are applied to reap the following benefits for the retail business:<\/span><\/p>\n<ol>\n<li><span style=\"font-weight: 400;\">Develop lucrative combo offers<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Place associate products together in the store<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Customize the layout of the eCommerce site catalog<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Manage inventory based on the products with better demand<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Categorize different shopping trips to generate the best shopping experience<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Create customer profiling and apply segmentation using buying pattern<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Determining the best product association<\/span><\/li>\n<\/ol>\n<h3><b>To wrap it up<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Market Basket Analysis is used by some of the biggest companies in the world to make informed and strategic business decisions.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here at <a href=\"https:\/\/www.spinanalyticsandstrategy.com\/\">SPIN Strategy<\/a>, our professionals can help you perform such an analysis on your customer base to drive your market growth and design your product.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Interested in exploring MBA? Visit: <\/span><strong><a href=\"https:\/\/www.spinanalyticsandstrategy.com\/\">https:\/\/www.spinanalyticsandstrategy.com\/<\/a><\/strong><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"QKz06yp3xC\"><p><a href=\"https:\/\/www.spinanalyticsandstrategy.com\/blog\/artificial-intelligence-leading-the-way-towards-global-development\/\">Artificial Intelligence &#8211; Leading the way towards global development!<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;Artificial Intelligence &#8211; Leading the way towards global development!&#8221; &#8212; Spin Analytics and Strategy\" src=\"https:\/\/www.spinanalyticsandstrategy.com\/blog\/artificial-intelligence-leading-the-way-towards-global-development\/embed\/#?secret=q6EoJf9Cpt#?secret=QKz06yp3xC\" data-secret=\"QKz06yp3xC\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>To be honest, designing business marketing campaigns for existing customers is as difficult as nailing jelly to a tree. That\u2019s<\/p>\n","protected":false},"author":1,"featured_media":516,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,3,8],"tags":[13,25,59,60,89],"class_list":["post-464","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-big-data","category-predictive-analytics","tag-ai-analytics","tag-artificial-intelligence","tag-data-mining","tag-data-science","tag-machine-learning"],"_links":{"self":[{"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/posts\/464","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/comments?post=464"}],"version-history":[{"count":0,"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/posts\/464\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/media\/516"}],"wp:attachment":[{"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/media?parent=464"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/categories?post=464"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.spinanalyticsandstrategy.com\/blog\/wp-json\/wp\/v2\/tags?post=464"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}