  {"id":18393,"date":"2016-11-18T14:52:01","date_gmt":"2016-11-18T19:52:01","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/"},"modified":"2016-11-18T14:52:01","modified_gmt":"2016-11-18T19:52:01","slug":"digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/","title":{"rendered":"Digital Disruption in the Mining Industry. Will innovation save declining productivity?"},"content":{"rendered":"<p><strong>Digitization as cure for decreasing mining productivity?<\/strong><\/p>\n<p>Mining productivity has been in a decline. Since early 2000 to 2013 it has been dropping by 3.5% annually, reaching 30-year low. In the World of the unprecendently high commodity prices, the miners have been focused on output at any cost, almost neglecting technology-enabled productivity improvements and chasing easily accessible ore bodies. Mining used to be very slow technology adopter &#8211; will it be fast enough to adopt new IoT solutions, predictive modelling and other technological tools, to increase its productivity and save many sites from closure?<\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Productivity.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-18122\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Productivity-300x199.jpg\" alt=\"productivity\" width=\"511\" height=\"339\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Productivity-300x199.jpg 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Productivity-600x398.jpg 600w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Productivity.jpg 691w\" sizes=\"auto, (max-width: 511px) 100vw, 511px\" \/><\/a><\/p>\n<p><strong>What are the improvement levers?<\/strong><\/p>\n<p>Digital technology can help literally at every stage of mining process, from exploration, extraction, transportation to processing of the ore and shipment. Big data and analytics might improve the geological modelling and mine planning (especially 3D technologies). Improved ore body insights could drive more targeted blast strategies, reducing cost and improving safety. Use of robotics may improve the performance of load and haul (IoT-enabled fleet management). In open pit mines, self driving ore trucks could reduce human cost, improve safety and increase efficiency (no breaks and driver changes), whereas GPS enabled systems might allow for route optimization. Similarly, in underground mines tele-remote and autonomous equipment could reduce, if not eliminate the human factor involvement, especially in dangerous extraction zones. \u00a0Optimised mine and logistics scheduling would maximise the utilisation of equipment. In processing, <strong>\u00a0<\/strong>big data and advanced analytics could also increase assets productivity and grow the yields (input ore grade optimization allowing for waste reduction, using advanced throughput modelling). Data collection and analysis could also allow for predictive maintenance, improving equipment reliability and reducing unplanned downtime. Dynamic modelling of supply chain from mine site to distribution points (for example ports) could allow to diagnose bottlenecks and improve system efficiency.<\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Mining-OPS.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-18198\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Mining-OPS-300x185.jpg\" alt=\"mining-ops\" width=\"581\" height=\"358\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Mining-OPS-300x185.jpg 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Mining-OPS-600x370.jpg 600w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Mining-OPS.jpg 704w\" sizes=\"auto, (max-width: 581px) 100vw, 581px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong>KGHM and its Business Strategy<\/strong><\/p>\n<p>KGHM is a state-owned, biggest polish copper and silver producer. It&#8217;s ranked correspondingly 6th and 1st worldwide in copper and silver production and hires over 28 thousand employees, mostly in Poland, Chile and Canada. In 2015 KGHM announced a new\u00a0 business strategy, based on four main goals: maximizing value of the production (1), increasing competitiveness (2), strengthening company&#8217;s international position (3) and ensuring Poland&#8217;s resource security in the context of technological needs (4). Innovation has been named as a major tool which will allow for the strategy realization.<\/p>\n<figure id=\"attachment_18371\" aria-describedby=\"caption-attachment-18371\" style=\"width: 300px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/276068_l_srgb_s_gl-3.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-18371\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/276068_l_srgb_s_gl-3-300x225.jpg\" alt=\"Ecologist using digital tablet surveying surface coal mine site, elevated view --- Image by \u00a9 Monty Rakusen\/cultura\/Corbis\" width=\"300\" height=\"225\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/276068_l_srgb_s_gl-3-300x225.jpg 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/276068_l_srgb_s_gl-3-768x576.jpg 768w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/276068_l_srgb_s_gl-3-1024x768.jpg 1024w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/276068_l_srgb_s_gl-3-600x450.jpg 600w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><figcaption id=\"caption-attachment-18371\" class=\"wp-caption-text\"><em>Geologist using digital tablet surveying surface a mine site<\/em><\/figcaption><\/figure>\n<p><strong>Operational strategy &#8211; Intelligent Mine Program<\/strong><\/p>\n<p>In regards to goals 3 and 4, the company has intensified the resources (ore bodies) acquisition both in Poland and abroad and is also developing its Chilean operations (mine is Sierra Gorda). Regarding the competitiveness and production value maximization, KGHM decided to implement a new operational transformation program called &#8220;Intelligent Mine&#8221;. This program will enable the creation of a fully integrated Intelligent Production Process, that will ensure safety, technological effectiveness and efficient and flexible management of all production operations. The program is currently piloted in one of the company&#8217;s mines in Poland. Major operational initiatives include:<br \/>\n-IoT-enabled automization of mining and transportation (wireless underground connectivity between self-driving mining equipment), which will allow for removal of employees from high-risk deep mining areas;<br \/>\n&#8211; Copper concentrate yield optimization and metal recovery improvement through advanced data modelling (biohydrometallurgical process modelling aimed at ensuring higher recovery of metals while minimizing the environmental impact of smelting operations);<br \/>\nCompany wide, KGHM is using big data and analytics to forecast the copper prices worldwide, so as to enhance its hedging strategy and optimize the production output in time.<br \/>\n<a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/komatsu-innovative-autonomous-haulage-vehicle.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-18373\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/komatsu-innovative-autonomous-haulage-vehicle-300x219.jpg\" alt=\"komatsu-innovative-autonomous-haulage-vehicle\" width=\"300\" height=\"219\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/komatsu-innovative-autonomous-haulage-vehicle-300x219.jpg 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/komatsu-innovative-autonomous-haulage-vehicle-768x561.jpg 768w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/komatsu-innovative-autonomous-haulage-vehicle-600x438.jpg 600w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/komatsu-innovative-autonomous-haulage-vehicle.jpg 822w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a> <a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Komatsu-Autonomous-Haulage-Vehicle-1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-18372\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Komatsu-Autonomous-Haulage-Vehicle-1-300x200.jpg\" alt=\"komatsu-autonomous-haulage-vehicle-1\" width=\"300\" height=\"200\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Komatsu-Autonomous-Haulage-Vehicle-1-300x200.jpg 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Komatsu-Autonomous-Haulage-Vehicle-1-768x512.jpg 768w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Komatsu-Autonomous-Haulage-Vehicle-1-1024x683.jpg 1024w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Komatsu-Autonomous-Haulage-Vehicle-1-600x400.jpg 600w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/Komatsu-Autonomous-Haulage-Vehicle-1.jpg 1500w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p><em>Self-driving ore truck<\/em><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Piloting fast enough?<\/strong><\/p>\n<p>It is of no doubt that all the initiatives undertaken by KGHM make economic and environmental sense. The question is however, weather the company is not introducing the digital tools in a too slow and too localized way. Rio Tinto, world&#8217;s third largest mining company, introduced its digitalization program &#8220;Mine of the Future&#8221; yet in 2008, compared to 2015 by KGHM. Also, KGHM is yet in digitalization program piloting phase in Poland, which will delay the full-scale implementation of the program in all the mines.\u00a0 This is especially worrying, as the polish mines are underground mines, whereas the international KGHM operations are mostly open pit and will therefore require a different set of operational changes, to adopt the digital improvements. Finally, it seems that while KGHM is improving its mining operations, the tech-enabled administrative improvements have not yet been addressed, which might lead to lower overall competitiveness in the future.<\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/slider1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-18374\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/slider1-300x136.jpg\" alt=\"slider1\" width=\"300\" height=\"136\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/slider1-300x136.jpg 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/slider1-768x347.jpg 768w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/slider1-600x271.jpg 600w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/slider1.jpg 1000w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p><em>Self-driving underground digger<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mining productivity has been declining by 3.5% annually since 2010, reaching 30-year low. Will digitali solutions help change the industry future? Is the Polish biggest mining company a trendsetter or rather just a follower of global copetitors&#8217; strategy?<\/p>\n","protected":false},"author":2163,"featured_media":18394,"comment_status":"open","ping_status":"closed","template":"","categories":[2123,2588,2590,2589,5,2591,1326],"class_list":["post-18393","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry","category-digitalization","category-digitalmining","category-digitalsolutions","category-kghm","category-mining","category-miningsolutions","category-poland"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-rctom\/assignment\/digitization-challenge-2016\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Digital Disruption in the Mining Industry. Will innovation save declining productivity? - Technology and Operations Management<\/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-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Digital Disruption in the Mining Industry. Will innovation save declining productivity? - Technology and Operations Management\" \/>\n<meta property=\"og:description\" content=\"Mining productivity has been declining by 3.5% annually since 2010, reaching 30-year low. Will digitali solutions help change the industry future? Is the Polish biggest mining company a trendsetter or rather just a follower of global copetitors&#039; strategy?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/\" \/>\n<meta property=\"og:site_name\" content=\"Technology and Operations Management\" \/>\n<meta property=\"og:image\" content=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/f1ad91b72038b87f925f6703e1182168.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"516\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\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=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/\",\"name\":\"Digital Disruption in the Mining Industry. Will innovation save declining productivity? - Technology and Operations Management\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2016\\\/11\\\/f1ad91b72038b87f925f6703e1182168.jpg\",\"datePublished\":\"2016-11-18T19:52:01+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/#primaryimage\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2016\\\/11\\\/f1ad91b72038b87f925f6703e1182168.jpg\",\"contentUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2016\\\/11\\\/f1ad91b72038b87f925f6703e1182168.jpg\",\"width\":1024,\"height\":516},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Submissions\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/submission\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Digital Disruption in the Mining Industry. Will innovation save declining productivity?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/#website\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/\",\"name\":\"Technology and Operations Management\",\"description\":\"MBA Student Perspectives\",\"potentialAction\":[{\"@type\":\"性视界Action\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-rctom\\\/?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":"Digital Disruption in the Mining Industry. Will innovation save declining productivity? - Technology and Operations Management","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-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/","og_locale":"en_US","og_type":"article","og_title":"Digital Disruption in the Mining Industry. Will innovation save declining productivity? - Technology and Operations Management","og_description":"Mining productivity has been declining by 3.5% annually since 2010, reaching 30-year low. Will digitali solutions help change the industry future? Is the Polish biggest mining company a trendsetter or rather just a follower of global copetitors' strategy?","og_url":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/","og_site_name":"Technology and Operations Management","og_image":[{"width":1024,"height":516,"url":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/f1ad91b72038b87f925f6703e1182168.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/","url":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/","name":"Digital Disruption in the Mining Industry. Will innovation save declining productivity? - Technology and Operations Management","isPartOf":{"@id":"https:\/\/d3.harvard.edu\/platform-rctom\/#website"},"primaryImageOfPage":{"@id":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/#primaryimage"},"image":{"@id":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/#primaryimage"},"thumbnailUrl":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/f1ad91b72038b87f925f6703e1182168.jpg","datePublished":"2016-11-18T19:52:01+00:00","breadcrumb":{"@id":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/#primaryimage","url":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/f1ad91b72038b87f925f6703e1182168.jpg","contentUrl":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2016\/11\/f1ad91b72038b87f925f6703e1182168.jpg","width":1024,"height":516},{"@type":"BreadcrumbList","@id":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/digital-disruption-in-the-mining-industry-will-innovation-save-declining-productivity\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/d3.harvard.edu\/platform-rctom\/"},{"@type":"ListItem","position":2,"name":"Submissions","item":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/"},{"@type":"ListItem","position":3,"name":"Digital Disruption in the Mining Industry. Will innovation save declining productivity?"}]},{"@type":"WebSite","@id":"https:\/\/d3.harvard.edu\/platform-rctom\/#website","url":"https:\/\/d3.harvard.edu\/platform-rctom\/","name":"Technology and Operations Management","description":"MBA Student Perspectives","potentialAction":[{"@type":"性视界Action","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/d3.harvard.edu\/platform-rctom\/?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-rctom\/wp-json\/wp\/v2\/hck-submission\/18393","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/hck-submission"}],"about":[{"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/types\/hck-submission"}],"author":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/users\/2163"}],"replies":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/comments?post=18393"}],"version-history":[{"count":0,"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/hck-submission\/18393\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/media\/18394"}],"wp:attachment":[{"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/media?parent=18393"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-rctom\/wp-json\/wp\/v2\/categories?post=18393"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}