{"id":669,"date":"2021-05-12T20:50:37","date_gmt":"2021-05-12T20:50:37","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/?post_type=pattern&#038;p=669"},"modified":"2023-10-25T07:34:51","modified_gmt":"2023-10-25T14:34:51","slug":"g9-e-batch-editing-data","status":"publish","type":"pattern","link":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/","title":{"rendered":"Pattern 9E: Batch-editing data"},"content":{"rendered":"\n\n<div class=\"toolkit-heading-with-image-block\">\n\t\n\n<h2 class=\"wp-block-heading\">Pattern 9E: Batch-editing data<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/yellow-header-bar-1536x14-5-23.png\" alt=\"\" \/><\/figure>\n\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"problem\">Problem<\/h4>\n\n\n\n<p>The AI system is wrong and the user needs to correct a batch of related system behaviors.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"solution\">Solution<\/h4>\n\n\n\n<p>Enable the user to refine the AI system\u2019s output by editing, correcting, or refining a batch of related data from a single interaction.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"use-when\">Use when<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The user is making a change to one piece of content that the system recognizes as similar to other instances.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"how\">How<\/h4>\n\n\n\n<p>When the user corrects or refines a behavior, the AI, in a single interaction, should offer to correct similar behaviors and reveal how it identifies their relationship.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"user-benefits\">User benefits<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Increases user efficiency in correcting multiple outputs with a single interaction.<\/li>\n\n\n\n<li>Corrections indicate the system may not be perfect and give the user insight to how well the system can do what it can do (<a href=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/guideline\/make-clear-how-well-the-system-can-do-what-it-can-do\/\">Guideline 2,&nbsp;<em>&nbsp;Make clear how well the system can do what it can do<\/em><\/a>).<\/li>\n\n\n\n<li>When corrections are used to help the system learn (<a href=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/guideline\/learn-from-user-behavior\/\">Guideline 13,&nbsp;<em>Learn from user behavior<\/em><\/a>), a better user experience can be provided over time.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"common-pitfalls\">Common pitfalls<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It\u2019s unclear to the user how to correct the AI system.<\/li>\n\n\n\n<li>It\u2019s unclear to the user that their correction will be used to correct other instances.<\/li>\n\n\n\n<li>In some contexts, such as driving a car,&nbsp;&nbsp;it might be inefficient, dangerous,&nbsp;or disruptive for the user to correct the AI system.<\/li>\n<\/ul>\n\n\n\n<p>Keep in mind that repeated correction of the AI system can be costlier to users than performing the task themselves. If the AI needs frequent correction, consider disabling the feature or making it possible for users to disable the feature (see Guideline 17). Also, the AI system should learn from this behavior so it can improve over time (see Guideline 13).<\/p>\n","protected":false},"menu_order":95,"template":"","meta":{"toolkit_pattern_number":"9E","ep_exclude_from_search":false},"application-type":[68,61,57,96,60,99,56,55,69,29,58,30,59],"goal":[126],"guideline-term":[11],"product-category":[71,70,23,64,62,26,66,28,65,31,32,63],"class_list":["post-669","pattern","type-pattern","status-publish","hentry","application-type-classification","application-type-facial-recognition","application-type-filtering-and-ranking","application-type-gen-ai","application-type-image-recognition","application-type-llm","application-type-natural-language-processing-text","application-type-natural-language-processing-voice","application-type-prediction","application-type-recommendation","application-type-route-planning","application-type-search","application-type-text-generation","goal-reliability","guideline-term-support-efficient-correction","product-category-advertising","product-category-chatbot","product-category-e-commerce","product-category-email","product-category-health-and-wellness","product-category-navigation","product-category-media-entertainment","product-category-productivity","product-category-search-engine","product-category-social-networks","product-category-voice-assistants","product-category-writing-and-editing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Pattern 9E: Batch-editing data - Microsoft HAX Toolkit<\/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.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pattern 9E: Batch-editing data - Microsoft HAX Toolkit\" \/>\n<meta property=\"og:description\" content=\"Problem The AI system is wrong and the user needs to correct a batch of related system behaviors. Solution Enable the user to refine the AI system\u2019s output by editing, correcting, or refining a batch of related data from a single interaction. Use when How When the user corrects or refines a behavior, the AI, [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/\" \/>\n<meta property=\"og:site_name\" content=\"Microsoft HAX Toolkit\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-25T14:34:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/yellow-header-bar-1536x14-5-23.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Shipi Dhanorkar\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/\",\"url\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/\",\"name\":\"Pattern 9E: Batch-editing data - Microsoft HAX Toolkit\",\"isPartOf\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/yellow-header-bar-1536x14-5-23.png\",\"datePublished\":\"2021-05-12T20:50:37+00:00\",\"dateModified\":\"2023-10-25T14:34:51+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#primaryimage\",\"url\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/yellow-header-bar-1536x14-5-23.png\",\"contentUrl\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/yellow-header-bar-1536x14-5-23.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"G9: Support efficient correction.\",\"item\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/guideline\/support-efficient-correction\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Pattern 9E: Batch-editing data\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#website\",\"url\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/\",\"name\":\"Microsoft HAX Toolkit\",\"description\":\"Collaborative tools to help you create more effective and responsible human-AI experiences\",\"publisher\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#organization\",\"name\":\"Microsoft Corporation\",\"url\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2022\/07\/msft-logo.png\",\"contentUrl\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2022\/07\/msft-logo.png\",\"width\":1536,\"height\":1536,\"caption\":\"Microsoft Corporation\"},\"image\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Pattern 9E: Batch-editing data - Microsoft HAX Toolkit","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.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/","og_locale":"en_US","og_type":"article","og_title":"Pattern 9E: Batch-editing data - Microsoft HAX Toolkit","og_description":"Problem The AI system is wrong and the user needs to correct a batch of related system behaviors. Solution Enable the user to refine the AI system\u2019s output by editing, correcting, or refining a batch of related data from a single interaction. Use when How When the user corrects or refines a behavior, the AI, [&hellip;]","og_url":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/","og_site_name":"Microsoft HAX Toolkit","article_modified_time":"2023-10-25T14:34:51+00:00","og_image":[{"url":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/yellow-header-bar-1536x14-5-23.png","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"2 minutes","Written by":"Shipi Dhanorkar"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/","url":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/","name":"Pattern 9E: Batch-editing data - Microsoft HAX Toolkit","isPartOf":{"@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#primaryimage"},"image":{"@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#primaryimage"},"thumbnailUrl":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/yellow-header-bar-1536x14-5-23.png","datePublished":"2021-05-12T20:50:37+00:00","dateModified":"2023-10-25T14:34:51+00:00","breadcrumb":{"@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#primaryimage","url":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/yellow-header-bar-1536x14-5-23.png","contentUrl":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2023\/05\/yellow-header-bar-1536x14-5-23.png"},{"@type":"BreadcrumbList","@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g9-e-batch-editing-data\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/"},{"@type":"ListItem","position":2,"name":"G9: Support efficient correction.","item":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/guideline\/support-efficient-correction\/"},{"@type":"ListItem","position":3,"name":"Pattern 9E: Batch-editing data"}]},{"@type":"WebSite","@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#website","url":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/","name":"Microsoft HAX Toolkit","description":"Collaborative tools to help you create more effective and responsible human-AI experiences","publisher":{"@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#organization","name":"Microsoft Corporation","url":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#\/schema\/logo\/image\/","url":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2022\/07\/msft-logo.png","contentUrl":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/2022\/07\/msft-logo.png","width":1536,"height":1536,"caption":"Microsoft Corporation"},"image":{"@id":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/pattern\/669","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/pattern"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/types\/pattern"}],"version-history":[{"count":9,"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/pattern\/669\/revisions"}],"predecessor-version":[{"id":10971,"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/pattern\/669\/revisions\/10971"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/media?parent=669"}],"wp:term":[{"taxonomy":"application-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/application-type?post=669"},{"taxonomy":"goal","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/goal?post=669"},{"taxonomy":"guideline-term","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/guideline-term?post=669"},{"taxonomy":"product-category","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/wp-json\/wp\/v2\/product-category?post=669"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}