{"id":15081,"date":"2023-08-09T06:05:55","date_gmt":"2023-08-09T12:05:55","guid":{"rendered":"https:\/\/www.ulprospector.com\/knowledge\/?p=15081"},"modified":"2023-10-04T14:23:37","modified_gmt":"2023-10-04T20:23:37","slug":"pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here","status":"publish","type":"post","link":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/","title":{"rendered":"Part 4 – Digital Transformation in the Chemicals Industry: Where Could Digital Transformation Go from Here?"},"content":{"rendered":"

\"\"By Jim J. Spiegel<\/em><\/p>\n

The true payoff of digitization is in the future of the chemicals industry. What will be possible if data is digital and functionally connected? We will lean on market research and trends to help paint the picture of the future in the chemical industry.<\/p>\n

Digital transformation will disrupt many paradigms in the chemical industry, from research and development to product compliance, procurement to sales and marketing.<\/p>\n

But it would be prudent to start with the potential impacts on the workforce of a new age digital transformation. In \u2018The future of work in chemicals and materials,\u2019<\/em> Deloitte authors point out that \u201cthe industry is experiencing exponential change, as technologies such as artificial intelligence (AI) and robotics are rapidly changing the workplace.\u201d The skills gap is one of the most significant challenges for an industry in such flux. Deloitte estimates that about 106,000 jobs will be vacant in the coming decade due to the lack of workers with the required advanced skillset.<\/p>\n

As both the workforce drivers and workforce itself change with digital transformation, so too must the knowledge base required to operate within it. While technology advances in step with products created through digitalization, the baseline digital acumen is increasing as well. But good news for us all: digital transformation also impacts education through free courses such as MIT Open Courseware offered by the Massachusetts Institute of Technology. A quick search of AI<\/em>, Machine Learning<\/em>, Material Science<\/em> or Data Science<\/em> will produce hundreds of results of free MIT coursework available to the public. With many other institutions offering similar programs, we can imagine a new landscape in training resources equipping tomorrow\u2019s workforce with the knowledge needed to keep up with digital transformation.<\/p>\n

As the workforce must meet the digital demands, so will materials. In The Future of Materials<\/em>, Deloitte predicts the primary shifts in demand will be around sustainability and consumer preferences. The digital drivers in sustainability are rather simple to connect due to the increasing importance placed on GHG Protocol Scope 1, 2 and 3 emissions reporting. Companies can efficiently complete required calculations and filings when all material specs are available digitally. Making document updates to comply with ever-changing regulations is simple when it\u2019s all held in one digital location. One change can inform regulatory bodies, shipping partners or retailers simultaneously.<\/p>\n

Consumers are pressuring the supply chain to be more transparent while increasing the overall demand for finished goods. In the case of plastics, the report cites the expected global demand \u201cto triple between 2019 and 2060 from 460 million tons (MT) to 1,231 MT, with increased use in the transportation, construction, and packaging sectors.\u201d Other demand-driving industries include medical devices, expected to increase by 50% between 2021 and 2029, and electric vehicles, which expect an eightfold increase in demand between 2020 and 2030. And with no signs of regulation decreasing, the need for transparent and accurate environmental data will only continue to grow.<\/p>\n

And while the workforce skill sets and sustainability reporting are critical considerations in the future of the chemical industry, perhaps the most operationally disruptive digital transformation will come through machine learning. IBM, a long-time player in the digital realm, defines machine learning as \u201ca branch of artificial intelligence<\/a>\u00a0and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.\u201d Learning how humans learn is the key to the exponential growth possibilities of digitizing material data. With large enough data sets containing significant degrees of correlation, machine learning can produce predictive models that would otherwise be undetectable to an untrained eye. While advances in machine learning could reduce the team size required to conduct analysis, the team sizes of data scientists and architects will offset that impact.<\/p>\n

Given the speed of technological and processing advances, materials will continue to evolve, and digitized data will continue to be demanded by each manufacturing step, from production to the end sale.<\/p>\n

\n

Learn more<\/a>\u00a0about UL Solutions data integration services to help your organization with its digital transformation.<\/h3>\n
\n

Resources<\/strong><\/p>\n

The future of materials | Deloitte Insights<\/a>
\nThe Future of Work in Chemicals and Materials | Deloitte US<\/a>
\nMIT OpenCourseWare | Free Online Course Materials<\/a>
\nWhat is Machine Learning? | IBM<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

By Jim J. Spiegel The true payoff of digitization is in the future of the chemicals industry. What will be possible if data is digital and functionally connected? We will lean on market research and trends to help paint the … Continued<\/a><\/p>\n","protected":false},"author":20,"featured_media":15082,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"episode_type":"","audio_file":"","podmotor_file_id":"","podmotor_episode_id":"","cover_image":"","cover_image_id":"","duration":"","filesize":"","filesize_raw":"","date_recorded":"","explicit":"","block":"","itunes_episode_number":"","itunes_title":"","itunes_season_number":"","itunes_episode_type":"","footnotes":""},"categories":[21],"tags":[],"ppma_author":[1237],"class_list":{"0":"post-15081","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-plastics-2","8":"entry"},"yoast_head":"\nPart 4: Digital Transformation in the Chemicals Industry<\/title>\n<meta name=\"description\" content=\"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Part 4: Digital Transformation in the Chemicals Industry\" \/>\n<meta property=\"og:description\" content=\"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/\" \/>\n<meta property=\"og:site_name\" content=\"Prospector Knowledge Center\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-09T12:05:55+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-04T20:23:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-FB-1200x630-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Guest Author\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:description\" content=\"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-FB-1200x630-1.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Guest Author\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/\"},\"author\":{\"name\":\"Guest Author\",\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/#\\\/schema\\\/person\\\/9085be4b12b9b306a72726c67d147c10\"},\"headline\":\"Part 4 – Digital Transformation in the Chemicals Industry: Where Could Digital Transformation Go from Here?\",\"datePublished\":\"2023-08-09T12:05:55+00:00\",\"dateModified\":\"2023-10-04T20:23:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/\"},\"wordCount\":705,\"image\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ulprospector.ul.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg\",\"articleSection\":[\"Plastics\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/\",\"url\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/\",\"name\":\"Part 4: Digital Transformation in the Chemicals Industry\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ulprospector.ul.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg\",\"datePublished\":\"2023-08-09T12:05:55+00:00\",\"dateModified\":\"2023-10-04T20:23:37+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/#\\\/schema\\\/person\\\/9085be4b12b9b306a72726c67d147c10\"},\"description\":\"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/#primaryimage\",\"url\":\"https:\\\/\\\/ulprospector.ul.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg\",\"contentUrl\":\"https:\\\/\\\/ulprospector.ul.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg\",\"width\":600,\"height\":400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/15081\\\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ulprospector.ul.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Part 4 – Digital Transformation in the Chemicals Industry: Where Could Digital Transformation Go from Here?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/#website\",\"url\":\"https:\\\/\\\/ulprospector.ul.com\\\/\",\"name\":\"Prospector Knowledge Center\",\"description\":\"Welcome to the blog for UL Prospector, the most comprehensive raw material search engine for product developers.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ulprospector.ul.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/ulprospector.ul.com\\\/#\\\/schema\\\/person\\\/9085be4b12b9b306a72726c67d147c10\",\"name\":\"Guest Author\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ad516503a11cd5ca435acc9bb6523536?s=9615105800a0270a384212262298083881\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ad516503a11cd5ca435acc9bb6523536?s=96\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ad516503a11cd5ca435acc9bb6523536?s=96\",\"caption\":\"Guest Author\"},\"sameAs\":[\"https:\\\/\\\/ulprospector.ul.com\"],\"url\":\"https:\\\/\\\/ulprospector.ul.com\\\/author\\\/guest-author\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Part 4: Digital Transformation in the Chemicals Industry","description":"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.","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:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/","og_locale":"en_US","og_type":"article","og_title":"Part 4: Digital Transformation in the Chemicals Industry","og_description":"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.","og_url":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/","og_site_name":"Prospector Knowledge Center","article_published_time":"2023-08-09T12:05:55+00:00","article_modified_time":"2023-10-04T20:23:37+00:00","og_image":[{"width":1200,"height":630,"url":"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-FB-1200x630-1.jpg","type":"image\/jpeg"}],"author":"Guest Author","twitter_card":"summary_large_image","twitter_description":"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.","twitter_image":"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-FB-1200x630-1.jpg","twitter_misc":{"Written by":"Guest Author","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/#article","isPartOf":{"@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/"},"author":{"name":"Guest Author","@id":"https:\/\/ulprospector.ul.com\/#\/schema\/person\/9085be4b12b9b306a72726c67d147c10"},"headline":"Part 4 – Digital Transformation in the Chemicals Industry: Where Could Digital Transformation Go from Here?","datePublished":"2023-08-09T12:05:55+00:00","dateModified":"2023-10-04T20:23:37+00:00","mainEntityOfPage":{"@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/"},"wordCount":705,"image":{"@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/#primaryimage"},"thumbnailUrl":"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg","articleSection":["Plastics"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/","url":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/","name":"Part 4: Digital Transformation in the Chemicals Industry","isPartOf":{"@id":"https:\/\/ulprospector.ul.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/#primaryimage"},"image":{"@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/#primaryimage"},"thumbnailUrl":"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg","datePublished":"2023-08-09T12:05:55+00:00","dateModified":"2023-10-04T20:23:37+00:00","author":{"@id":"https:\/\/ulprospector.ul.com\/#\/schema\/person\/9085be4b12b9b306a72726c67d147c10"},"description":"In Part 4 of the series, learn what market research and trends indicate for the future in the chemical industry.","breadcrumb":{"@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/#primaryimage","url":"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg","contentUrl":"https:\/\/ulprospector.ul.com\/wp-content\/uploads\/2023\/08\/GettyImages-862596588-smiling-man-at-the-office-HEADER-600x400-1.jpg","width":600,"height":400},{"@type":"BreadcrumbList","@id":"https:\/\/ulprospector.ul.com\/15081\/pe-part-4-digital-transformation-in-the-chemicals-industry-where-could-digital-transformation-go-from-here\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ulprospector.ul.com\/"},{"@type":"ListItem","position":2,"name":"Part 4 – Digital Transformation in the Chemicals Industry: Where Could Digital Transformation Go from Here?"}]},{"@type":"WebSite","@id":"https:\/\/ulprospector.ul.com\/#website","url":"https:\/\/ulprospector.ul.com\/","name":"Prospector Knowledge Center","description":"Welcome to the blog for UL Prospector, the most comprehensive raw material search engine for product developers.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ulprospector.ul.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/ulprospector.ul.com\/#\/schema\/person\/9085be4b12b9b306a72726c67d147c10","name":"Guest Author","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/ad516503a11cd5ca435acc9bb6523536?s=9615105800a0270a384212262298083881","url":"https:\/\/secure.gravatar.com\/avatar\/ad516503a11cd5ca435acc9bb6523536?s=96","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ad516503a11cd5ca435acc9bb6523536?s=96","caption":"Guest Author"},"sameAs":["https:\/\/ulprospector.ul.com"],"url":"https:\/\/ulprospector.ul.com\/author\/guest-author\/"}]}},"authors":[{"term_id":1237,"user_id":20,"is_guest":0,"slug":"guest-author","display_name":"Guest Author","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/ad516503a11cd5ca435acc9bb6523536?s=96","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/posts\/15081","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/comments?post=15081"}],"version-history":[{"count":0,"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/posts\/15081\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/media\/15082"}],"wp:attachment":[{"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/media?parent=15081"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/categories?post=15081"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/tags?post=15081"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/ulprospector.ul.com\/wp-json\/wp\/v2\/ppma_author?post=15081"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}