{"id":19188,"date":"2023-05-11T07:45:52","date_gmt":"2023-05-11T11:45:52","guid":{"rendered":"https:\/\/poole.ncsu.edu\/thought-leadership\/?p=19188"},"modified":"2023-05-11T07:45:58","modified_gmt":"2023-05-11T11:45:58","slug":"poole-college-hosts-business-analytics-roundtable","status":"publish","type":"post","link":"https:\/\/poole.ncsu.edu\/thought-leadership\/article\/poole-college-hosts-business-analytics-roundtable\/","title":{"rendered":"Poole College Hosts Business Analytics Roundtable"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>\u2014 Caroline Barnhill<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Can smartphone location data inform policing policy reform? How are point-of-sale analytics shaking up the retail landscape? Does an increase in minimum wage help or hurt workers? Those were just a few of the topics discussed at the second annual Poole College of Management <a href=\"https:\/\/bai.poole.ncsu.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">Business Analytics and AI Initiative<\/a>\u2019s (BAI) Roundtable.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On April 26, more than 100 students, academics and industry professionals came together to share emerging trends in business analytics, generate ideas and enable connections for the future.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cOur goal is to make this annual event a real value-add to our students by bringing in academics and industry leaders to show how they are using data analytics in the real world,\u201d says <a href=\"https:\/\/poole.ncsu.edu\/people\/kristin-siebenaler\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kristin Siebenaler<\/a>, BAI director.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The event, held at NC State\u2019s Hunt Library, is the BAI\u2019s flagship thought leadership event. In order to facilitate student attendance, the event was scheduled on an NC State \u201creading day,\u201d which allowed students from the college\u2019s <a rel=\"noreferrer noopener\" href=\"https:\/\/poole.ncsu.edu\/undergraduate\/academic-resources\/honors-programs\/business-analytics-honors-program\/\" target=\"_blank\">Business Analytics Honors Program<\/a>, <a rel=\"noreferrer noopener\" href=\"https:\/\/mba.ncsu.edu\/\" target=\"_blank\">Jenkins MBA Program<\/a> and <a href=\"https:\/\/ma.poole.ncsu.edu\/\">MMA<\/a> (master of management, marketing analytics) Program \u2014 along with other undergraduate and graduate students studying engineering, statistics and computer science \u2014 to participate.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Retailers tapping into the power of analytics<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kirk Goldman, vice president of business strategy at Toshiba Global Commerce Solutions, opened the conference with a keynote presentation on how retail is transforming due to the macro forces of the digital boom and labor shortages.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cWe are incorporating data analytics into everything we do. Take ELERA, Toshiba\u2019s latest point-of-sale solution,\u201d Goldman says. \u201cAmong other functions, ELERA uses produce recognition to make self-checkout smarter. Scanning produce is a common pain point for customers. They might not know what kind of apple they\u2019re scanning or remember if they grabbed an organic or regular banana. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;Then there\u2019s the issue of theft \u2014 someone putting a steak on the scale but entering it as a banana before putting it in their bag,&#8221; he says. &#8220;We assumed this produce recognition feature would have the largest impact on theft, but we\u2019ve actually found it\u2019s even more effective in improving the customer experience and reducing check-out times and customer errors, which ultimately leads to more accurate inventory counts.\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data science and societal issues<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Goldman\u2019s keynote presentation was followed by an academic panel discussion on how different faculty members are using analytics to gain a better understanding of societal issues. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Moderated by <a href=\"https:\/\/poole.ncsu.edu\/people\/fangfei-guo\/\" target=\"_blank\" rel=\"noreferrer noopener\">Fangfei Guo<\/a>, Poole College assistant professor of marketing, the panel included Elicia John, assistant professor of marketing at American University\u2019s Kogod School of Business, <a href=\"https:\/\/poole.ncsu.edu\/people\/shawn-mankad\/\" target=\"_blank\" rel=\"noreferrer noopener\">Shawn Mankad<\/a>, assistant professor of analytics at Poole College, and Gijs Overgoor, assistant professor of marketing at Rochester Institute of Technology\u2019s Saunders College of Business.<\/p>\n\n\n<blockquote class=\"has-custombg-one-text-color wp-block-ncst-pullquote\">\n  <div class=\"pullquote-container\">\n    <p class=\"pullquote-content\">&#8220;Data can be an objective way to help us have conversations around charged topics. Analytics helps distill perception versus fact.\u201d<\/p>\n  <\/div>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Elicia John began the panel discussion by walking participants through her recent research that examined whether smartphone location data would reveal neighborhood-level racial disparities in police presence. Using anonymized smartphone location data between February and November 2017, John found that police time was often significantly higher in mostly Black, Asian and Hispanic neighborhoods versus white neighborhoods.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cSome, but not all, of these disparities may be explained by the demand for police presence in those areas, but we found that the disparities are more pronounced in Black neighborhoods \u2014 and that they are associated with stops and arrests,\u201d she says. \u201cWith hot-button issues, people might have strong opinions on either side. Data can be an objective way to help us have conversations around charged topics. Analytics helps distill perception versus fact.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mankad, who shared his research on whether an increase in the minimum wage actually helps or hurts workers, agreed. Mankad\u2019s study followed a company in California that increased its hourly wage from $11 to $12. His research found that while the workers experienced a higher wage, they actually experienced a net loss in total wage compensation through a reduction in benefit eligibility and a loss in consistent work schedules.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cAs a statistician, there is a lot of debate on which statistical models are \u2018right.\u2019 Business analytics and machine learning are nonparametric \u2014 it doesn&#8217;t require any assumptions about the underlying process and helps avoid the dogma that exists in the field. Machine learning is predictive and actionable in real time,\u201d he says.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Using data to create a competitive advantage<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Shifting back from societal issues to business insights, during the BAI Roundtable\u2019s second keynote address, Daniel McCarthy, assistant professor of marketing at Emory University\u2019s Goizueta School of Business and founder of Theta, discussed predictive models of customer-based corporate valuation in his presentation titled, \u201cHow to uncover the health of your business through the health of your customers.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">He is focused on is helping companies figure out how to leverage transactional data to show how it links to overall corporate valuation. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cThere are a few ways to measure corporate valuation,\u201d McCarthy says. &#8220;The traditional view is that if the cash return outweighs the cost of capital, a company has a strong corporate valuation. The venture capital mentality is that growth \u2014 especially fast growth \u2014 equals value. I\u2019m somewhere in the middle of those, meaning that if a company isn\u2019t currently profitable, there needs to be incremental profitability along with future profitability.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">McCarthy believes there need to be predictive models for acquisition, retention, ordering and spend to give an accurate picture of future revenues.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cYou need the right data, the right definitions and the right prediction models in order to accurately measure corporate valuation,\u201d McCarthy says.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-content\/uploads\/sites\/423\/2023\/05\/BAI-roundtable-2-1024x576.jpg\" alt=\"people talking at the BAI Roundtable\" class=\"wp-image-19219\" srcset=\"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-content\/uploads\/sites\/423\/2023\/05\/BAI-roundtable-2-1024x576.jpg 1024w, https:\/\/poole.ncsu.edu\/thought-leadership\/wp-content\/uploads\/sites\/423\/2023\/05\/BAI-roundtable-2-300x169.jpg 300w, https:\/\/poole.ncsu.edu\/thought-leadership\/wp-content\/uploads\/sites\/423\/2023\/05\/BAI-roundtable-2-768x432.jpg 768w, https:\/\/poole.ncsu.edu\/thought-leadership\/wp-content\/uploads\/sites\/423\/2023\/05\/BAI-roundtable-2.jpg 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>NC State data sciences research specialist Andrew Petersen talks with another roundtable participant. <\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Closing out the event, Scott Anderson, CEO and founder of Alliance Sales &amp; Marketing, Arthur Bergens, CEO of Bell &amp; Howell, and Brooks Deaton, managing director of NASCAR, provided their unique insights into how their companies utilize data analytics to give them a competitive advantage in the marketplace.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The resounding theme?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Data enables businesses to be stronger, smarter and faster \u2013 in real time. And the demand for talented individuals who know how to gather, analyze and create actionable insights into data is only growing from here.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cOur goal, through all our analytics programs at Poole College, is to equip the next generation of business leaders with the knowledge and skills necessary to leverage data to make informed decisions and bring real value to the companies and organizations they join,\u201d says <a href=\"https:\/\/poole.ncsu.edu\/people\/wmrand\/\" target=\"_blank\" rel=\"noreferrer noopener\">Bill Rand<\/a>, executive director of the BAI and McLauchlan Distinguished Professor of Marketing. &#8220;The BAI Roundtable is one of the compelling ways that we connect what our students are learning in the classroom with what&#8217;s happening in the professional world.&#8221;<\/p>\n","protected":false,"raw":"<!-- wp:ncst\/dynamic-header -->\n<!-- wp:ncst\/default-post-header \/-->\n<!-- \/wp:ncst\/dynamic-header -->\n\n<!-- wp:paragraph -->\n<p><em>\u2014 Caroline Barnhill<\/em><\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Can smartphone location data inform policing policy reform? How are point-of-sale analytics shaking up the retail landscape? Does an increase in minimum wage help or hurt workers? Those were just a few of the topics discussed at the second annual Poole College of Management <a href=\"https:\/\/bai.poole.ncsu.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">Business Analytics and AI Initiative<\/a>\u2019s (BAI) Roundtable.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>On April 26, more than 100 students, academics and industry professionals came together to share emerging trends in business analytics, generate ideas and enable connections for the future.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\u201cOur goal is to make this annual event a real value-add to our students by bringing in academics and industry leaders to show how they are using data analytics in the real world,\u201d says <a href=\"https:\/\/poole.ncsu.edu\/people\/kristin-siebenaler\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kristin Siebenaler<\/a>, BAI director.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>The event, held at NC State\u2019s Hunt Library, is the BAI\u2019s flagship thought leadership event. In order to facilitate student attendance, the event was scheduled on an NC State \u201creading day,\u201d which allowed students from the college\u2019s <a rel=\"noreferrer noopener\" href=\"https:\/\/poole.ncsu.edu\/undergraduate\/academic-resources\/honors-programs\/business-analytics-honors-program\/\" target=\"_blank\">Business Analytics Honors Program<\/a>, <a rel=\"noreferrer noopener\" href=\"https:\/\/mba.ncsu.edu\/\" target=\"_blank\">Jenkins MBA Program<\/a> and <a href=\"https:\/\/ma.poole.ncsu.edu\/\">MMA<\/a> (master of management, marketing analytics) Program \u2014 along with other undergraduate and graduate students studying engineering, statistics and computer science \u2014 to participate.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading -->\n<h2>Retailers tapping into the power of analytics<\/h2>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Kirk Goldman, vice president of business strategy at Toshiba Global Commerce Solutions, opened the conference with a keynote presentation on how retail is transforming due to the macro forces of the digital boom and labor shortages.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\u201cWe are incorporating data analytics into everything we do. Take ELERA, Toshiba\u2019s latest point-of-sale solution,\u201d Goldman says. \u201cAmong other functions, ELERA uses produce recognition to make self-checkout smarter. Scanning produce is a common pain point for customers. They might not know what kind of apple they\u2019re scanning or remember if they grabbed an organic or regular banana. <\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\"Then there\u2019s the issue of theft \u2014 someone putting a steak on the scale but entering it as a banana before putting it in their bag,\" he says. \"We assumed this produce recognition feature would have the largest impact on theft, but we\u2019ve actually found it\u2019s even more effective in improving the customer experience and reducing check-out times and customer errors, which ultimately leads to more accurate inventory counts.\u201d<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading -->\n<h2>Data science and societal issues<\/h2>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Goldman\u2019s keynote presentation was followed by an academic panel discussion on how different faculty members are using analytics to gain a better understanding of societal issues. <\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Moderated by <a href=\"https:\/\/poole.ncsu.edu\/people\/fangfei-guo\/\" target=\"_blank\" rel=\"noreferrer noopener\">Fangfei Guo<\/a>, Poole College assistant professor of marketing, the panel included Elicia John, assistant professor of marketing at American University\u2019s Kogod School of Business, <a href=\"https:\/\/poole.ncsu.edu\/people\/shawn-mankad\/\" target=\"_blank\" rel=\"noreferrer noopener\">Shawn Mankad<\/a>, assistant professor of analytics at Poole College, and Gijs Overgoor, assistant professor of marketing at Rochester Institute of Technology\u2019s Saunders College of Business.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:ncst\/pullquote {\"value\":\"\\u0022Data can be an objective way to help us have conversations around charged topics. Analytics helps distill perception versus fact.\u201d\"} -->\n<blockquote class=\"wp-block-ncst-pullquote has-red-400-text-color has-quotes\"><div class=\"pullquote-container\"><p class=\"pullquote-content\">Data can be an objective way to help us have conversations around charged topics. Analytics helps distill perception versus fact.<\/p><\/div><\/blockquote>\n<!-- \/wp:ncst\/pullquote -->\n\n<!-- wp:paragraph -->\n<p>Elicia John began the panel discussion by walking participants through her recent research that examined whether smartphone location data would reveal neighborhood-level racial disparities in police presence. Using anonymized smartphone location data between February and November 2017, John found that police time was often significantly higher in mostly Black, Asian and Hispanic neighborhoods versus white neighborhoods.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\u201cSome, but not all, of these disparities may be explained by the demand for police presence in those areas, but we found that the disparities are more pronounced in Black neighborhoods \u2014 and that they are associated with stops and arrests,\u201d she says. \u201cWith hot-button issues, people might have strong opinions on either side. Data can be an objective way to help us have conversations around charged topics. Analytics helps distill perception versus fact.\u201d<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Mankad, who shared his research on whether an increase in the minimum wage actually helps or hurts workers, agreed. Mankad\u2019s study followed a company in California that increased its hourly wage from $11 to $12. His research found that while the workers experienced a higher wage, they actually experienced a net loss in total wage compensation through a reduction in benefit eligibility and a loss in consistent work schedules.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\u201cAs a statistician, there is a lot of debate on which statistical models are \u2018right.\u2019 Business analytics and machine learning are nonparametric \u2014 it doesn't require any assumptions about the underlying process and helps avoid the dogma that exists in the field. Machine learning is predictive and actionable in real time,\u201d he says.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading -->\n<h2>Using data to create a competitive advantage<\/h2>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Shifting back from societal issues to business insights, during the BAI Roundtable\u2019s second keynote address, Daniel McCarthy, assistant professor of marketing at Emory University\u2019s Goizueta School of Business and founder of Theta, discussed predictive models of customer-based corporate valuation in his presentation titled, \u201cHow to uncover the health of your business through the health of your customers.\u201d<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>He is focused on is helping companies figure out how to leverage transactional data to show how it links to overall corporate valuation. <\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\u201cThere are a few ways to measure corporate valuation,\u201d McCarthy says. \"The traditional view is that if the cash return outweighs the cost of capital, a company has a strong corporate valuation. The venture capital mentality is that growth \u2014 especially fast growth \u2014 equals value. I\u2019m somewhere in the middle of those, meaning that if a company isn\u2019t currently profitable, there needs to be incremental profitability along with future profitability.\u201d<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>McCarthy believes there need to be predictive models for acquisition, retention, ordering and spend to give an accurate picture of future revenues.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\u201cYou need the right data, the right definitions and the right prediction models in order to accurately measure corporate valuation,\u201d McCarthy says.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:image {\"id\":19219,\"sizeSlug\":\"large\",\"linkDestination\":\"none\"} -->\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-content\/uploads\/sites\/423\/2023\/05\/BAI-roundtable-2-1024x576.jpg\" alt=\"people talking at the BAI Roundtable\" class=\"wp-image-19219\"\/><figcaption>NC State data sciences research specialist Andrew Petersen talks with another roundtable participant. <\/figcaption><\/figure>\n<!-- \/wp:image -->\n\n<!-- wp:paragraph -->\n<p>Closing out the event, Scott Anderson, CEO and founder of Alliance Sales &amp; Marketing, Arthur Bergens, CEO of Bell &amp; Howell, and Brooks Deaton, managing director of NASCAR, provided their unique insights into how their companies utilize data analytics to give them a competitive advantage in the marketplace.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>The resounding theme?<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Data enables businesses to be stronger, smarter and faster \u2013 in real time. And the demand for talented individuals who know how to gather, analyze and create actionable insights into data is only growing from here.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>\u201cOur goal, through all our analytics programs at Poole College, is to equip the next generation of business leaders with the knowledge and skills necessary to leverage data to make informed decisions and bring real value to the companies and organizations they join,\u201d says <a href=\"https:\/\/poole.ncsu.edu\/people\/wmrand\/\" target=\"_blank\" rel=\"noreferrer noopener\">Bill Rand<\/a>, executive director of the BAI and McLauchlan Distinguished Professor of Marketing. \"The BAI Roundtable is one of the compelling ways that we connect what our students are learning in the classroom with what's happening in the professional world.\"<\/p>\n<!-- \/wp:paragraph -->"},"excerpt":{"rendered":"<p>Police presence, minimum wage and self check-out: Experts examine a wide variety of issues through a data analytics lens at the college&#8217;s second annual Business Analytics Roundtable.<\/p>\n","protected":false},"author":11164,"featured_media":19218,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"source":"","ncst_custom_author":"","ncst_show_custom_author":false,"ncst_dynamicHeaderBlockName":"ncst\/default-post-header","ncst_dynamicHeaderData":"{\"showAuthor\":false,\"showDate\":true,\"showFeaturedVideo\":false,\"subtitle\":\"Police presence, minimum wage and self check-out: Experts examine a wide variety of issues through a data analytics lens at the college's second annual Business Analytics Roundtable.<br>\",\"displayCategoryID\":143,\"caption\":\"Panelists from the roundtable\u2019s first session, \\\"Using Analytics to Confront Societal Issues,\u201d are (left to right) : Gijs Overgoor, assistant professor of marketing at Saunders College of Business, Rochester Institute of Technology; Shawn Mankad, assistant professor of analytics with Poole College of Management; Elicia John, assistant professor of marketing at Kogod School of Business, American University; and Fangfei Guo, assistant professor of marketing at Poole College.\"}","ncst_content_audit_freq":"","ncst_content_audit_date":"","ncst_content_audit_display":false,"ncst_backToTopFlag":"","footnotes":""},"categories":[143,77],"tags":[266,156],"_ncst_magazine_issue":[],"series":[],"class_list":["post-19188","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-analytics","category-newswire","tag-bai","tag-business-analytics"],"displayCategory":{"term_id":143,"name":"Business Analytics","slug":"business-analytics","term_group":0,"term_taxonomy_id":143,"taxonomy":"category","description":"","parent":0,"count":22,"filter":"raw"},"acf":{"ncst_posts_meta_modified_date":null},"_links":{"self":[{"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/posts\/19188","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/users\/11164"}],"replies":[{"embeddable":true,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/comments?post=19188"}],"version-history":[{"count":8,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/posts\/19188\/revisions"}],"predecessor-version":[{"id":19220,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/posts\/19188\/revisions\/19220"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/media\/19218"}],"wp:attachment":[{"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/media?parent=19188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/categories?post=19188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/tags?post=19188"},{"taxonomy":"_ncst_magazine_issue","embeddable":true,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/_ncst_magazine_issue?post=19188"},{"taxonomy":"series","embeddable":true,"href":"https:\/\/poole.ncsu.edu\/thought-leadership\/wp-json\/wp\/v2\/series?post=19188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}