{"id":2088,"date":"2022-02-25T18:14:44","date_gmt":"2022-02-25T18:14:44","guid":{"rendered":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miguel-anjos-copy\/"},"modified":"2022-03-10T13:33:13","modified_gmt":"2022-03-10T13:33:13","slug":"miles-porter","status":"publish","type":"page","link":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/","title":{"rendered":"Miles Porter"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-2088\" data-postid=\"2088\" class=\"themify_builder_content themify_builder_content-2088 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row dropPadding-bottom tb_2ta4545 tb_first tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_upj7546 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_75ru546 image-top  track forecast tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img decoding=\"async\" src=\"\/wordpress\/analytics2022\/files\/2022\/03\/milesPorter.jpg\" title=\"Miles Porter\" alt=\"Miles Porter headshot\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <div class=\"image-content\">\n                    <h3 class=\"image-title\">\n                                    Miles Porter                            <\/h3>\n                    <\/div>\n    <!-- \/image-content -->\n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_xefb547 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_pvlv547   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h1>Miles Porter<\/h1>\n<h5>Lead Data Scientist in the Central AI group at Trimble, Inc.<\/h5>\n<p>Miles Porter is Lead Data Scientist in the Central AI group in Trimble, Inc. His role involves collaborating with various business segments across the Trimble enterprise, including businesses in construction, smart autonomy, transportation, geospatial, natural resources, and agriculture on projects involving data science, operations research, and optimization. Prior to his role as a data scientist, Miles worked as a technical lead in the Trimble Transportation group. His work has resulted in a patent related to collision risk detection for semi-trucks based on deep learning, computer vision, and other analytic approaches. Miles chairs the Trimble Data Analytics Group, which consists of over 350 individuals working in various roles across the Trimble enterprise. Miles also publishes the datascience.netlify.app blog, where he writes about topics in Mathematics, Statistics, and Machine Learning. Prior to joining Trimble, Miles worked for 15 years as an independent consultant in software engineering and data science in Minneapolis, Minnesota.<\/p>\n<p>Miles holds a Bachelor of Arts degree in mathematics from the University of Northern Colorado, and a Master of Science degree in analytics from the Georgia Institute of Technology. <\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-css_id=\"1z4x545\" data-lazy=\"1\" class=\"module_row themify_builder_row fullwidth_row_container tb_1z4x545 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_10qc548 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_4p4d548 level associate  \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p>Associate<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_xliu548 track forecast  \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h6>Track: Forecasting<\/h6>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_bxdt548   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>Large Data S-Curves for Construction Project Estimation and Comparative Analysis<\/h2>\n<p>The Trimble Viewpoint SCOPE tool uses S-Curves in combination with Viewpoint\u2019s extensive set of construction project cost data to provide project managers with unique tools for managing construction projects. The SCOPE tool leverages the logit approach of Kenley et.al. for building S-Curves, along with simulation techniques for creating banded project estimates. This presentation will detail the logic function approach for S-Curves, and discuss implementation considerations for dealing with large amounts of project data. Specific attention is paid to how S-Curves can provide a useful tool for evaluating the progress of a single project, and how groups of projects can be analyzed together.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->","protected":false},"excerpt":{"rendered":"<p>Miles Porter Miles Porter Lead Data Scientist in the Central AI group at Trimble, Inc. Miles Porter is Lead Data Scientist in the Central AI group in Trimble, Inc. His role involves collaborating with various business segments across the Trimble enterprise, including businesses in construction, smart autonomy, transportation, geospatial, natural resources, and agriculture on projects [&hellip;]<\/p>\n","protected":false},"author":1001094,"featured_media":1602,"parent":256,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-2088","page","type-page","status-publish","has-post-thumbnail","hentry","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Miles Porter - 2022 INFORMS Business Analytics Conference<\/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:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Miles Porter\" \/>\n<meta property=\"og:description\" content=\"Miles Porter Miles Porter Lead Data Scientist in the Central AI group at Trimble, Inc. Miles Porter is Lead Data Scientist in the Central AI group in Trimble, Inc. His role involves collaborating with various business segments across the Trimble enterprise, including businesses in construction, smart autonomy, transportation, geospatial, natural resources, and agriculture on projects [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/\" \/>\n<meta property=\"og:site_name\" content=\"2022 INFORMS Business Analytics Conference\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/INFORMSpage\/\" \/>\n<meta property=\"article:modified_time\" content=\"2022-03-10T13:33:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"298\" \/>\n\t<meta property=\"og:image:height\" content=\"300\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@INFORMS\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/\",\"name\":\"Miles Porter - 2022 INFORMS Business Analytics Conference\",\"isPartOf\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg\",\"datePublished\":\"2022-02-25T18:14:44+00:00\",\"dateModified\":\"2022-03-10T13:33:13+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#primaryimage\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg\",\"contentUrl\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg\",\"width\":298,\"height\":300},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Speakers\",\"item\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Miles Porter\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#website\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/\",\"name\":\"INFORMS Business Analytics Conference 2022\",\"description\":\"Houston, TX | April 3-5, 2022\",\"publisher\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#organization\",\"name\":\"INFORMS\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2021\/04\/Full_Color_INFORMS_Logo.jpg\",\"contentUrl\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2021\/04\/Full_Color_INFORMS_Logo.jpg\",\"width\":2023,\"height\":486,\"caption\":\"INFORMS\"},\"image\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/INFORMSpage\/\",\"https:\/\/x.com\/INFORMS\",\"http:\/\/instagram.com\/informs_orms\",\"https:\/\/www.linkedin.com\/groups\/82644\/profile\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Miles Porter - 2022 INFORMS Business Analytics Conference","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:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/","og_locale":"en_US","og_type":"article","og_title":"Miles Porter","og_description":"Miles Porter Miles Porter Lead Data Scientist in the Central AI group at Trimble, Inc. Miles Porter is Lead Data Scientist in the Central AI group in Trimble, Inc. His role involves collaborating with various business segments across the Trimble enterprise, including businesses in construction, smart autonomy, transportation, geospatial, natural resources, and agriculture on projects [&hellip;]","og_url":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/","og_site_name":"2022 INFORMS Business Analytics Conference","article_publisher":"https:\/\/www.facebook.com\/INFORMSpage\/","article_modified_time":"2022-03-10T13:33:13+00:00","og_image":[{"width":298,"height":300,"url":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@INFORMS","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/","name":"Miles Porter - 2022 INFORMS Business Analytics Conference","isPartOf":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#website"},"primaryImageOfPage":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#primaryimage"},"image":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#primaryimage"},"thumbnailUrl":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg","datePublished":"2022-02-25T18:14:44+00:00","dateModified":"2022-03-10T13:33:13+00:00","breadcrumb":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#primaryimage","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg","contentUrl":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2022\/02\/milesPorter.jpg","width":298,"height":300},{"@type":"BreadcrumbList","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miles-porter\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/"},{"@type":"ListItem","position":2,"name":"Speakers","item":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/"},{"@type":"ListItem","position":3,"name":"Miles Porter"}]},{"@type":"WebSite","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#website","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/","name":"INFORMS Business Analytics Conference 2022","description":"Houston, TX | April 3-5, 2022","publisher":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#organization","name":"INFORMS","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#\/schema\/logo\/image\/","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2021\/04\/Full_Color_INFORMS_Logo.jpg","contentUrl":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/files\/2021\/04\/Full_Color_INFORMS_Logo.jpg","width":2023,"height":486,"caption":"INFORMS"},"image":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/INFORMSpage\/","https:\/\/x.com\/INFORMS","http:\/\/instagram.com\/informs_orms","https:\/\/www.linkedin.com\/groups\/82644\/profile"]}]}},"builder_content":"<img src=\"\/wordpress\/analytics2022\/files\/2022\/03\/milesPorter.jpg\" title=\"Miles Porter\" alt=\"Miles Porter headshot\"> <h3> Miles Porter <\/h3>\n<h1>Miles Porter<\/h1> <h5>Lead Data Scientist in the Central AI group at Trimble, Inc.<\/h5> <p>Miles Porter is Lead Data Scientist in the Central AI group in Trimble, Inc. His role involves collaborating with various business segments across the Trimble enterprise, including businesses in construction, smart autonomy, transportation, geospatial, natural resources, and agriculture on projects involving data science, operations research, and optimization. Prior to his role as a data scientist, Miles worked as a technical lead in the Trimble Transportation group. His work has resulted in a patent related to collision risk detection for semi-trucks based on deep learning, computer vision, and other analytic approaches. Miles chairs the Trimble Data Analytics Group, which consists of over 350 individuals working in various roles across the Trimble enterprise. Miles also publishes the datascience.netlify.app blog, where he writes about topics in Mathematics, Statistics, and Machine Learning. Prior to joining Trimble, Miles worked for 15 years as an independent consultant in software engineering and data science in Minneapolis, Minnesota.<\/p> <p>Miles holds a Bachelor of Arts degree in mathematics from the University of Northern Colorado, and a Master of Science degree in analytics from the Georgia Institute of Technology. <\/p>\n<p>Associate<\/p>\n<h6>Track: Forecasting<\/h6>\n<h2>Large Data S-Curves for Construction Project Estimation and Comparative Analysis<\/h2> <p>The Trimble Viewpoint SCOPE tool uses S-Curves in combination with Viewpoint\u2019s extensive set of construction project cost data to provide project managers with unique tools for managing construction projects. The SCOPE tool leverages the logit approach of Kenley et.al. for building S-Curves, along with simulation techniques for creating banded project estimates. This presentation will detail the logic function approach for S-Curves, and discuss implementation considerations for dealing with large amounts of project data. Specific attention is paid to how S-Curves can provide a useful tool for evaluating the progress of a single project, and how groups of projects can be analyzed together.<\/p>","_links":{"self":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/2088","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/users\/1001094"}],"replies":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/comments?post=2088"}],"version-history":[{"count":6,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/2088\/revisions"}],"predecessor-version":[{"id":2327,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/2088\/revisions\/2327"}],"up":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/256"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/media\/1602"}],"wp:attachment":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/media?parent=2088"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}