{"id":906,"date":"2019-03-27T13:05:57","date_gmt":"2019-03-27T20:05:57","guid":{"rendered":"http:\/\/www.lightsondata.com\/?p=906"},"modified":"2020-09-06T20:56:37","modified_gmt":"2020-09-07T03:56:37","slug":"data-steward-guide-machine-learning-white-paper","status":"publish","type":"post","link":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/","title":{"rendered":"Data steward\u2019s guide to machine learning &#8211; free white paper"},"content":{"rendered":"<p>Leading-edge consumer technology companies, such as Google, Amazon, and Netflix, have demonstrated the impact that machine learning can have on the customer experience. These brands have become some of the most valuable in the world by delivering experiences that feel magical to the end consumer by using machine learning to make helpful recommendations, tag pictures, and translate documents. They\u2019ve also made machine learning top of mind among executives at enterprises across all industries who recognize the need to adopt it to avoid being disrupted.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"908\" data-permalink=\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/tamr-data-stewardship-machine-learning\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/Tamr-Data-Stewardship-Machine-Learning-e1552928571884.png?fit=462%2C550&amp;ssl=1\" data-orig-size=\"462,550\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Tamr-Data-Stewardship-Machine-Learning\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/Tamr-Data-Stewardship-Machine-Learning-e1552928571884.png?fit=252%2C300&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/Tamr-Data-Stewardship-Machine-Learning-e1552928571884.png?fit=462%2C550&amp;ssl=1\" class=\"alignleft wp-image-908 size-medium\" src=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/Tamr-Data-Stewardship-Machine-Learning-e1552928571884-252x300.png?resize=252%2C300\" alt=\"Data steward machine learning\" width=\"252\" height=\"300\" srcset=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/Tamr-Data-Stewardship-Machine-Learning-e1552928571884.png?resize=252%2C300&amp;ssl=1 252w, https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/Tamr-Data-Stewardship-Machine-Learning-e1552928571884.png?w=462&amp;ssl=1 462w\" sizes=\"auto, (max-width: 252px) 100vw, 252px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>As consumers, we\u2019re primarily aware of how machine learning impacts the \u2018last mile\u2019 aspects of the customer experience. But this technology is also readily applied to all areas of business operations. <a href=\"https:\/\/www.lightsondata.com\/data-stewardship-definition\/\" target=\"_blank\" rel=\"noopener noreferrer\">Data stewardship<\/a>, an often ill-understood, but vital part of Data Operations, is one such area. The following white paper goes over 5 ways how machine learning can be used to increase the effectiveness of data stewards.<\/p>\n<div class=\"tve_content_lock tve_lock_hide tve_lead_lock\">\n                <div class=\"tve_lead_lock_shortcode\"><span style=\"--tl-form-height-m:602.543px;--tl-form-height-t:397.87px;--tl-form-height-d:397.87px;\" class=\"tl-placeholder-f-type-shortcode_186 tl-preload-form\"><span><\/span><\/span><\/div>\n                <div class=\"tve_lead_locked_content\"><div class=\"tve_lead_locked_overlay\"><\/div>\n<a  data-e-Disable-Page-Transition=\"true\" class=\"download-link download-button aligncenter\" title=\"\" href=\"https:\/\/www.lightsondata.com\/download\/910\/?tmstv=1765262513\" rel=\"nofollow\" id=\"download-link-910\" data-redirect=\"false\">\n\tDownload &ldquo;Data steward guide machine learning&rdquo;\t<small>Tamr White Paper Data Steward ML.pdf\t\t&ndash; Downloaded 2753 times\t\t&ndash; 3.35 MB<\/small>\n<\/a>\n<\/div>\n            <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Leading-edge consumer technology companies, such as Google, Amazon, and Netflix, have demonstrated the impact that machine learning can have on the customer experience. These brands have become some of the most valuable in the world by delivering experiences that feel magical to the end consumer by using machine learning to make helpful recommendations, tag pictures, [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":917,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[22],"tags":[44,24,45,46],"class_list":["post-906","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-stewardship","tag-ai","tag-data-stewardship","tag-machine-learning","tag-white-paper","post-wrapper","thrv_wrapper"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data steward\u2019s guide to machine learning - free white paper | LightsOnData<\/title>\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.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data steward\u2019s guide to machine learning - free white paper | LightsOnData\" \/>\n<meta property=\"og:description\" content=\"Leading-edge consumer technology companies, such as Google, Amazon, and Netflix, have demonstrated the impact that machine learning can have on the customer experience. These brands have become some of the most valuable in the world by delivering experiences that feel magical to the end consumer by using machine learning to make helpful recommendations, tag pictures, [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/\" \/>\n<meta property=\"og:site_name\" content=\"LightsOnData\" \/>\n<meta property=\"article:published_time\" content=\"2019-03-27T20:05:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-09-07T03:56:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/i1.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Matt Holzapfel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@georgefirican\" \/>\n<meta name=\"twitter:site\" content=\"@georgefirican\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Matt Holzapfel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/\",\"url\":\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/\",\"name\":\"Data steward\u2019s guide to machine learning - free white paper | LightsOnData\",\"isPartOf\":{\"@id\":\"https:\/\/www.lightsondata.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1\",\"datePublished\":\"2019-03-27T20:05:57+00:00\",\"dateModified\":\"2020-09-07T03:56:37+00:00\",\"author\":{\"@id\":\"https:\/\/www.lightsondata.com\/#\/schema\/person\/5369f83c154f409fa2e9c80d10178237\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1\",\"width\":800,\"height\":450,\"caption\":\"data steward's guide to machine learning\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.lightsondata.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data steward\u2019s guide to machine learning &#8211; free white paper\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.lightsondata.com\/#website\",\"url\":\"https:\/\/www.lightsondata.com\/\",\"name\":\"LightsOnData\",\"description\":\"Practical resources, online courses, free articles and videos for data management, data governance, data quality, and business intelligence\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.lightsondata.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.lightsondata.com\/#\/schema\/person\/5369f83c154f409fa2e9c80d10178237\",\"name\":\"Matt Holzapfel\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.lightsondata.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/56e924486bb97c34d111a75ee908df0b158c4092d630d63c02213847bf5b8a8c?s=96&d=retro&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/56e924486bb97c34d111a75ee908df0b158c4092d630d63c02213847bf5b8a8c?s=96&d=retro&r=g\",\"caption\":\"Matt Holzapfel\"},\"description\":\"Matt Holzapfel leads Solutions at Tamr. He is responsible for delivering new offerings that combine Tamr\u2019s software products with data and services to help customers realize more value from their data. Matt has worked directly with many of Tamr\u2019s largest customers, enabling them to successfully deploy Tamr\u2019s Solutions. Prior to joining Tamr, Matt held positions leading the strategy &amp; development of new analytics capabilities at Dell in strategic sourcing and Sears Holdings. Matt has a BS in Mechanical Engineering from the University of Illinois at Urbana-Champaign and an MBA from Harvard Business School.\",\"url\":\"https:\/\/www.lightsondata.com\/author\/matthew-holzapfel\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Data steward\u2019s guide to machine learning - free white paper | LightsOnData","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.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/","og_locale":"en_US","og_type":"article","og_title":"Data steward\u2019s guide to machine learning - free white paper | LightsOnData","og_description":"Leading-edge consumer technology companies, such as Google, Amazon, and Netflix, have demonstrated the impact that machine learning can have on the customer experience. These brands have become some of the most valuable in the world by delivering experiences that feel magical to the end consumer by using machine learning to make helpful recommendations, tag pictures, [&hellip;]","og_url":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/","og_site_name":"LightsOnData","article_published_time":"2019-03-27T20:05:57+00:00","article_modified_time":"2020-09-07T03:56:37+00:00","og_image":[{"width":800,"height":450,"url":"https:\/\/i1.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1","type":"image\/png"}],"author":"Matt Holzapfel","twitter_card":"summary_large_image","twitter_creator":"@georgefirican","twitter_site":"@georgefirican","twitter_misc":{"Written by":"Matt Holzapfel","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/","url":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/","name":"Data steward\u2019s guide to machine learning - free white paper | LightsOnData","isPartOf":{"@id":"https:\/\/www.lightsondata.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#primaryimage"},"image":{"@id":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1","datePublished":"2019-03-27T20:05:57+00:00","dateModified":"2020-09-07T03:56:37+00:00","author":{"@id":"https:\/\/www.lightsondata.com\/#\/schema\/person\/5369f83c154f409fa2e9c80d10178237"},"breadcrumb":{"@id":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#primaryimage","url":"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1","contentUrl":"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1","width":800,"height":450,"caption":"data steward's guide to machine learning"},{"@type":"BreadcrumbList","@id":"https:\/\/www.lightsondata.com\/data-steward-guide-machine-learning-white-paper\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.lightsondata.com\/"},{"@type":"ListItem","position":2,"name":"Data steward\u2019s guide to machine learning &#8211; free white paper"}]},{"@type":"WebSite","@id":"https:\/\/www.lightsondata.com\/#website","url":"https:\/\/www.lightsondata.com\/","name":"LightsOnData","description":"Practical resources, online courses, free articles and videos for data management, data governance, data quality, and business intelligence","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.lightsondata.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.lightsondata.com\/#\/schema\/person\/5369f83c154f409fa2e9c80d10178237","name":"Matt Holzapfel","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.lightsondata.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/56e924486bb97c34d111a75ee908df0b158c4092d630d63c02213847bf5b8a8c?s=96&d=retro&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/56e924486bb97c34d111a75ee908df0b158c4092d630d63c02213847bf5b8a8c?s=96&d=retro&r=g","caption":"Matt Holzapfel"},"description":"Matt Holzapfel leads Solutions at Tamr. He is responsible for delivering new offerings that combine Tamr\u2019s software products with data and services to help customers realize more value from their data. Matt has worked directly with many of Tamr\u2019s largest customers, enabling them to successfully deploy Tamr\u2019s Solutions. Prior to joining Tamr, Matt held positions leading the strategy &amp; development of new analytics capabilities at Dell in strategic sourcing and Sears Holdings. Matt has a BS in Mechanical Engineering from the University of Illinois at Urbana-Champaign and an MBA from Harvard Business School.","url":"https:\/\/www.lightsondata.com\/author\/matthew-holzapfel\/"}]}},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2019\/03\/data-steward-guide-machine-learning.png?fit=800%2C450&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/p9BPV6-eC","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/posts\/906","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/comments?post=906"}],"version-history":[{"count":7,"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/posts\/906\/revisions"}],"predecessor-version":[{"id":1135,"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/posts\/906\/revisions\/1135"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/media\/917"}],"wp:attachment":[{"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/media?parent=906"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/categories?post=906"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lightsondata.com\/wp-json\/wp\/v2\/tags?post=906"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}