  {"id":1664,"date":"2015-10-29T16:41:03","date_gmt":"2015-10-29T20:41:03","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/"},"modified":"2015-10-29T16:41:03","modified_gmt":"2015-10-29T20:41:03","slug":"recapcha-crowdsourcing-intelligence","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/","title":{"rendered":"reCAPCHA: Crowdsourcing Intelligence"},"content":{"rendered":"<p>CAPCHA (or Completely Automated Turing test to tell Computers and Humans Apart) is a test used in computing to distinguish between computers and humans by presenting the user with a problem that is much more difficult for computers to solve than for humans. Examples of these types of problems include pattern recognition, object segmentation, and contextual understanding.<\/p>\n<p>This technology was originally deployed on websites to prevent spammers from using automated \u201cbots\u201d to create fraudulent accounts on websites.\u00a0 Initial efforts used background images and colors, irregular spacing, and image distortion to confuse computers.<\/p>\n<p>Realizing that humans were constantly solving difficult problems for computers, a group of researchers created reCAPCHA to put the crowd to work.<\/p>\n<p><strong>Digitizing Books<\/strong><\/p>\n<p>Initiatives to digitize books generally began with Optical Character Recognition (OCR). However books have different text fonts, sizes, spacing, and irregularities, making perfect recognition of all words difficult.\u00a0 By taking words that could not be deciphered by computer and giving them to humans to solve, reCAPCHA greatly accelerated the digitization of books, all while reducing fraud on websites.<\/p>\n<p>Value creation was clear for websites who could filter out malicious users and for digitization initiatives (reCAPCHA began by digitizing the NYT Archive). Adoption was fast because the reCAPCHA plugin could be provided to websites for free, end users were a captive audience, and the cost of deciphering words was much lower than paying individuals. Value Capture was initially more difficult, relying on contracting with companies to digitize archived content.<\/p>\n<p><strong>Acquisition by Google<\/strong><\/p>\n<p>In 2009, Google bought reCAPCHA and has since expanded its use beyond books. It now uses reCAPCHA to assist in recognition of street signs for StreetView to improve Google Maps and of images to improve its image search tool.\u00a0 These use cases directly improve Google\u2019s services allowing it to capture value through more targeted advertising.<\/p>\n<p>More importantly and somewhat ironically, using crowds to outsmart computers is now allowing Google to make computers smarter.\u00a0 Google can learn about how humans use context and segmentation to understand images.\u00a0 They are crowdsourcing data on how humans think and can then design algorithms that mimic that process or, if done systematically, automatically integrate that mode of thinking into its architecture using machine learning.\u00a0 In doing so, Google is crowdsourcing the creation of an intelligent computer.<\/p>\n<p><b>Governance and Challenges<\/b><\/p>\n<p>The system has however faced significant challenges.\u00a0 First, the words need to be sufficiently difficult for bots to recognize but easy enough for humans to recognize \u2013 striking this balance as spammers continually attempt new approaches to OCR has proven difficult and reCAPCHA has periodically shown vulnerability. Second, reCAPCHA can be a roadblock for those with visual disabilities. And finally, some end users want to be compensated for the service they are providing to reCAPCHA.\u00a0 To address these issues reCAPCHA has improved each stage of the process: using better algorithms to make sure the words are sufficiently difficult; creating other traps for bots on websites; creating audible and math driven forms to assist those who cannot do the visual task; and making the user experience simpler to lower to amount of time spent on the task.<\/p>\n<p>The real beauty of reCAPCHA\u2019s use of crowds is that the crowd has no choice but to participate.\u00a0 Websites are the customers and as long as the tool is free and effective and blocking fraud, they will continue to use the service.\u00a0 No crowd governance required!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>reCAPCHA has digitized books and mapped the world with crowdsourcing&#8230; Now it uses humans&#8217; comparative advantage to crowdsource the creation of a truly intelligent computer.<\/p>\n","protected":false},"author":25,"featured_media":1665,"comment_status":"open","ping_status":"closed","template":"","categories":[673,84,321,714],"class_list":["post-1664","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry","category-crowdsourcing","category-google","category-value-creation","category-web"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-digit\/assignment\/leveraging-the-collective-intelligence-and-effort-of-digital-crowds\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>reCAPCHA: Crowdsourcing Intelligence - Digital Innovation and Transformation<\/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:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"reCAPCHA: Crowdsourcing Intelligence - Digital Innovation and Transformation\" \/>\n<meta property=\"og:description\" content=\"reCAPCHA has digitized books and mapped the world with crowdsourcing... Now it uses humans&#039; comparative advantage to crowdsource the creation of a truly intelligent computer.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/\" \/>\n<meta property=\"og:site_name\" content=\"Digital Innovation and Transformation\" \/>\n<meta property=\"og:image\" content=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/10\/hero-recaptcha-demo.gif\" \/>\n\t<meta property=\"og:image:width\" content=\"616\" \/>\n\t<meta property=\"og:image:height\" content=\"164\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/gif\" \/>\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=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/\",\"name\":\"reCAPCHA: Crowdsourcing Intelligence - Digital Innovation and Transformation\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2015\\\/10\\\/hero-recaptcha-demo.gif\",\"datePublished\":\"2015-10-29T20:41:03+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/#primaryimage\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2015\\\/10\\\/hero-recaptcha-demo.gif\",\"contentUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2015\\\/10\\\/hero-recaptcha-demo.gif\",\"width\":616,\"height\":164},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/recapcha-crowdsourcing-intelligence\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Submissions\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"reCAPCHA: Crowdsourcing Intelligence\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/#website\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/\",\"name\":\"Digital Innovation and Transformation\",\"description\":\"MBA Student Perspectives\",\"potentialAction\":[{\"@type\":\"性视界Action\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"reCAPCHA: Crowdsourcing Intelligence - Digital Innovation and Transformation","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:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/","og_locale":"en_US","og_type":"article","og_title":"reCAPCHA: Crowdsourcing Intelligence - Digital Innovation and Transformation","og_description":"reCAPCHA has digitized books and mapped the world with crowdsourcing... Now it uses humans' comparative advantage to crowdsource the creation of a truly intelligent computer.","og_url":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/","og_site_name":"Digital Innovation and Transformation","og_image":[{"width":616,"height":164,"url":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/10\/hero-recaptcha-demo.gif","type":"image\/gif"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/","url":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/","name":"reCAPCHA: Crowdsourcing Intelligence - Digital Innovation and Transformation","isPartOf":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/#website"},"primaryImageOfPage":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/#primaryimage"},"image":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/#primaryimage"},"thumbnailUrl":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/10\/hero-recaptcha-demo.gif","datePublished":"2015-10-29T20:41:03+00:00","breadcrumb":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/#primaryimage","url":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/10\/hero-recaptcha-demo.gif","contentUrl":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/10\/hero-recaptcha-demo.gif","width":616,"height":164},{"@type":"BreadcrumbList","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/recapcha-crowdsourcing-intelligence\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/d3.harvard.edu\/platform-digit\/"},{"@type":"ListItem","position":2,"name":"Submissions","item":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/"},{"@type":"ListItem","position":3,"name":"reCAPCHA: Crowdsourcing Intelligence"}]},{"@type":"WebSite","@id":"https:\/\/d3.harvard.edu\/platform-digit\/#website","url":"https:\/\/d3.harvard.edu\/platform-digit\/","name":"Digital Innovation and Transformation","description":"MBA Student Perspectives","potentialAction":[{"@type":"性视界Action","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/d3.harvard.edu\/platform-digit\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission\/1664","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission"}],"about":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/types\/hck-submission"}],"author":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/comments?post=1664"}],"version-history":[{"count":0,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission\/1664\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/media\/1665"}],"wp:attachment":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/media?parent=1664"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/categories?post=1664"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}