{"id":1360,"date":"2017-10-01T16:51:00","date_gmt":"2017-10-01T16:51:00","guid":{"rendered":"https:\/\/lemelwilliams.com\/?p=1360"},"modified":"2022-09-12T21:21:23","modified_gmt":"2022-09-12T21:21:23","slug":"more-like-this-macys-com","status":"publish","type":"post","link":"https:\/\/lemelwilliams.com\/?p=1360","title":{"rendered":"More Like This (macys.com)"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\"><figure style=\"margin-bottom:2rem;\" class=\"wp-block-post-featured-image\"><img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"926\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"\" style=\"object-fit:cover;\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b.jpg 860w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b-279x300.jpg 279w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b-768x827.jpg 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" \/><\/figure>\n\n\n<figure class=\"wp-block-image alignright size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-05.jpg\" alt=\"\" class=\"wp-image-1399\" width=\"169\" height=\"244\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-05.jpg 636w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-05-207x300.jpg 207w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/><figcaption class=\"wp-element-caption\">User interface for a filter that shows only products that are similar to the current product.<\/figcaption><\/figure>\n\n\n\n<p><span class=\"brief-callout\">brief<\/span>  The charter of the Web Features Experimentation Lab was to identify opportunities to drive revenue and customer satisfaction on the Macy&#8217;s web application through an iterative process of ideating, designing, building, testing, and if successful, releasing.<\/p>\n\n\n\n<p>As customers expressed a desire to find fashion products more easily, one of the ideas that came through our ideation process was to provide the ability to show &#8216;more like this&#8217; for an item.<\/p>\n\n\n\n<p>If a shopper had found something that was close to what they were looking for, clicking &#8216;More Like This&#8217; would bring them a set of results that were similar.<\/p>\n\n\n\n<p>For our experiment, we chose to define &#8216;similar&#8217; as &#8216;visually similar&#8217;. A developer from the machine learning team joined us for the project, creating a model that would allow us to submit an image ID to an API which would then return a set of product IDs we deemed as &#8216;similar&#8217;.<\/p>\n\n\n\n<p><span class=\"result-callout\">result<\/span> The experiment ran in two different user interface flavors against a percentage of traffic with excellent results, <strong>increasing average checkout revenue by a statistically significant amount.<\/strong><\/p>\n\n\n\n<p>In the case of this experiment, we spun off a dedicated team to complete the build-out of the feature in time for the holiday. The initial feature proved so successful that a larger dedicated team continued work on visual similarity features for the next two years.<\/p>\n\n\n\n<p>In a field of competitive ideas, I was happy to have been the originator of this project.<\/p>\n\n\n\n<div class=\"wp-block-cb-carousel cb-single-slide\" data-slick=\"{&quot;slidesToShow&quot;:1,&quot;slidesToScroll&quot;:1,&quot;speed&quot;:300,&quot;arrows&quot;:true,&quot;dots&quot;:true,&quot;autoplay&quot;:false,&quot;autoplaySpeed&quot;:3000,&quot;infinite&quot;:false,&quot;responsive&quot;:[{&quot;breakpoint&quot;:501,&quot;settings&quot;:{&quot;slidesToShow&quot;:1,&quot;slidesToScroll&quot;:1}}]}\">\n<div class=\"wp-block-cb-slide\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b.jpg\" alt=\"\" class=\"wp-image-1497\" width=\"367\" height=\"395\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b.jpg 860w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b-279x300.jpg 279w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2017\/10\/mlt-01b-768x827.jpg 768w\" sizes=\"auto, (max-width: 367px) 100vw, 367px\" \/><figcaption class=\"wp-element-caption\">A &#8216;More Like This&#8217; link was added to the catalog product interface.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"637\" height=\"458\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-02.jpg\" alt=\"\" class=\"wp-image-1396\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-02.jpg 637w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-02-300x216.jpg 300w\" sizes=\"auto, (max-width: 637px) 100vw, 637px\" \/><figcaption class=\"wp-element-caption\">The link was tested with two actions.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-03.jpg\" alt=\"\" class=\"wp-image-1397\" width=\"322\" height=\"391\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-03.jpg 632w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-03-247x300.jpg 247w\" sizes=\"auto, (max-width: 322px) 100vw, 322px\" \/><figcaption class=\"wp-element-caption\">The first action revealed a inline panel with similar items.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-05.jpg\" alt=\"\" class=\"wp-image-1399\" width=\"271\" height=\"392\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-05.jpg 636w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-05-207x300.jpg 207w\" sizes=\"auto, (max-width: 271px) 100vw, 271px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-04.jpg\" alt=\"\" class=\"wp-image-1398\" width=\"393\" height=\"424\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-04.jpg 856w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-04-278x300.jpg 278w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-04-768x829.jpg 768w\" sizes=\"auto, (max-width: 393px) 100vw, 393px\" \/><figcaption class=\"wp-element-caption\">The second action took customers to a page of similar results.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"895\" height=\"924\" src=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-06.jpg\" alt=\"\" class=\"wp-image-1400\" srcset=\"https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-06.jpg 895w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-06-291x300.jpg 291w, https:\/\/lemelwilliams.com\/wp-content\/uploads\/2022\/08\/mlt-06-768x793.jpg 768w\" sizes=\"auto, (max-width: 895px) 100vw, 895px\" \/><figcaption class=\"wp-element-caption\">The feature resulted in a statistically significant increase in average checkout.<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column site-post-marginalnotes has-global-padding is-layout-constrained wp-block-column-is-layout-constrained\" style=\"flex-basis:20%\"><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Show visually similar items<\/p>\n","protected":false},"author":1,"featured_media":1497,"comment_status":"closed","ping_status":"open","sticky":false,"template":"wp-custom-template-case-study","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[52],"class_list":["post-1360","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-work","tag-macys-com"],"_links":{"self":[{"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=\/wp\/v2\/posts\/1360","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1360"}],"version-history":[{"count":7,"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=\/wp\/v2\/posts\/1360\/revisions"}],"predecessor-version":[{"id":1549,"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=\/wp\/v2\/posts\/1360\/revisions\/1549"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=\/wp\/v2\/media\/1497"}],"wp:attachment":[{"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1360"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1360"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lemelwilliams.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}