{"id":195,"date":"2016-05-29T07:34:03","date_gmt":"2016-05-29T12:34:03","guid":{"rendered":"http:\/\/adret-llc.com\/?page_id=195"},"modified":"2026-06-17T17:35:53","modified_gmt":"2026-06-17T22:35:53","slug":"analytics","status":"publish","type":"page","link":"http:\/\/adret-llc.com\/index.php\/home\/about-us\/analytics\/","title":{"rendered":"Analytics"},"content":{"rendered":"<p><img loading=\"lazy\" class=\"alignright wp-image-251\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-300x209.png\" alt=\"Analytics (C) Adret LLC\" width=\"200\" height=\"139\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-300x209.png 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-230x160.png 230w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-350x244.png 350w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics.png 488w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/p>\n<p>Statistics is essentially the application of <em>science<\/em> to <em>data<\/em>. \u00a0Hence, applied multivariate statistical analysis is often referred to as &#8220;Data Science.&#8221; \u00a0In most cases, &#8220;Analytics&#8221; or &#8220;Advanced Analytics&#8221; are analogous terms. \u00a0These and other terms such as &#8220;Business Intelligence,&#8221; &#8220;Big Data,&#8221; &#8220;Machine Learning (ML),&#8221; &#8220;Neural Networks,&#8221; &#8220;Deep Learning,&#8221; and &#8220;Artificial Intelligence (AI)&#8221; are being used with increasing frequency in recent years.<\/p>\n<p>While the advent of automated machine learning applications have made highly sophisticated algorithms readily implementable by <em>anyone<\/em> regardless of their level of statistical acumen, the following facts remain highly relevant to all analytics practitioners:<\/p>\n<ol>\n<li><img loading=\"lazy\" class=\"alignright wp-image-585 size-full\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/tkb-1902-g.png\" alt=\"Read &quot;The Essential Data Science Venn Diagram&quot; on KDnuggets\" width=\"94\" height=\"95\" \/>Substantial pitfalls in assessing statistical validity exist which are situation-based, requiring the contextual understanding of domain experts <em>and<\/em>\u00a0a core understanding of multivariate statistics.<\/li>\n<li>Feature engineering &#8212; best done with input from domain experts &#8212; is often more important to improving multivariate analyses than are algorithm\u00a0selections and hyperparameter tunings.<\/li>\n<\/ol>\n<p><a href=\"https:\/\/towardsdatascience.com\/the-essential-data-science-venn-diagram-35800c3bef40\"><img loading=\"lazy\" class=\"aligncenter wp-image-464 size-full\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/Data-Science-Venn-Diagram-by-Andrew-Silver.gif\" alt=\"Read &quot;The Essential Data Science Venn Diagram&quot; on Medium\" width=\"1224\" height=\"720\" \/><\/a><\/p>\n<p>While Adret LLC is happy to assist you with your analytics implementations, we also strongly believe in training clients so as to address the critical need to cross-pollinate statistical expertise and domain knowledge.\u00a0 To this end, we offer a number of training options<span style=\"color: #008000;\"><strong>*<\/strong><\/span>\u00a0in addition to our consulting services:<\/p>\n<ul>\n<li><a href=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2019\/01\/1901-Adret-Analytics-full-day-course-flier-v3.pdf\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" class=\"alignright wp-image-357\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/12\/Analytics-ppt-cover-50g-300x179.png\" alt=\"analytics-ppt-cover-50g\" width=\"200\" height=\"119\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/12\/Analytics-ppt-cover-50g-300x179.png 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/12\/Analytics-ppt-cover-50g-230x137.png 230w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/12\/Analytics-ppt-cover-50g-350x209.png 350w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/12\/Analytics-ppt-cover-50g.png 725w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a>A 1-hour talk on assessing statistical validity (perfect for lunch-and-learn events).<\/li>\n<li><span style=\"color: initial;\">Customizable training on multivariate analytics and ML. Can range from a full-day short course to a 5-day data science bootcamp. The bootcamp includes hands-on Python coding and model assessment examples. <\/span><\/li>\n<\/ul>\n<p>The short course and bootcamp are designed to help audiences gain an appreciation for the power, applicability, and pitfalls of multivariate computational statistics. \u00a0They consists of five modules:<\/p>\n<ul>\n<li>Part 1 \u2013 <span style=\"text-decoration: underline;\">Intro<\/span>:\u00a0 provides a high-level, holistic overview of the material in subsequent modules.<\/li>\n<li>Part 2 \u2013 <span style=\"text-decoration: underline;\">Data Wrangling<\/span>:\u00a0 reviews data types, data preparation, and considerations necessary for building databases.<\/li>\n<li>Part 3 \u2013 <span style=\"text-decoration: underline;\">Diagnostics<\/span>:\u00a0 overviews data and model diagnostic techniques necessary for building valid multivariate models.<\/li>\n<li>Part 4 \u2013 <span style=\"text-decoration: underline;\">Descriptive Analytics<\/span>:\u00a0 introduces multivariate methods such as component analysis, clustering, latent variable models, and discriminant analysis.<\/li>\n<li>Part 5\u00a0\u2013 <span style=\"text-decoration: underline;\">Predictive Analytics<\/span>:\u00a0 compares predictive modeling options such as multivariate regression, decision trees, random forests, and neural networks.<\/li>\n<\/ul>\n<p><a href=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2019\/01\/1901-Adret-Analytics-full-day-course-flier-v3.pdf\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" class=\"alignright wp-image-510\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/Adret-LLC-survey-Sept17.gif\" alt=\"\" width=\"400\" height=\"416\" \/><\/a>The\u00a0course has already been given at a few publicly-traded upstream O&amp;G companies.\u00a0 Feedback from the short-course attendees regarding the course&#8217;s\u00a0<strong><em>enjoyability<\/em><\/strong>,\u00a0<strong><em>usefulness<\/em><\/strong>, and whether they would\u00a0<strong><em>recommend<\/em><\/strong> it to others\u00a0has been very positive and is summarized in the adjacent graphic.<\/p>\n<p><a href=\"http:\/\/adret-llc.com\/index.php\/home\/contact-us\/\">Contact us for a quote<\/a>\u00a0if\u00a0you are interested in hosting an in-house presentation of the talks\u00a0at your organization. \u00a0Collectively, the modules are designed to help managerial and technical staff appreciate how multivariate analytics might benefit their operations.<\/p>\n<p><u>Testimonials<\/u>:<\/p>\n<ul>\n<li>\u201cGreat communication \u2013 Great displays\u201d \u2013<i> Manager, <\/i><i>Exploration Technology<\/i><\/li>\n<li>\u201c<span style=\"color: #ebebeb;\">[<\/span>The instructor was<span style=\"color: #ebebeb;\">]<\/span> very passionate about this subject which made the class enjoyable.\u201d \u2013 <i>Geologist<\/i><\/li>\n<li>\u201cEnjoyed the combination of statistics, O&amp;G experience, and culture.\u201d \u2013 <i>Engineering\u00a0Adviser<\/i><\/li>\n<li>\u201cThe material &amp; explanations were thorough without being cumbersome.\u201d \u2013 <i>Geologist<\/i><\/li>\n<li>\u201cAwesome talk! Particularly the 3rd &amp; 4th parts were very helpful and relevant to the industry.\u201d &#8211; <i>Geophysicist<\/i><\/li>\n<li>\u201c<span style=\"color: #ebebeb;\">[<\/span>He<span style=\"color: #ebebeb;\">]<\/span> knew the material thoroughly, \u2026 was never stumped by a question and offered valuable insights\u201d \u2013 <i>Data Architect<\/i><\/li>\n<li>\u201cGreat presentation and statistics overview.\u201d \u2013 <i>Senior Geologist<\/i><\/li>\n<\/ul>\n<hr \/>\n<p>Multivariate techniques can provide tremendous insights whether dealing with small, business-critical projects or big data sets. \u00a0Regardless of the size of your data,\u00a0multivariate analytics can\u00a0help you cut through the clutter.<\/p>\n<p>Do you wonder whether multivariate analytics can help address your business needs?\u00a0 Is it possible that your feature engineering might be improved?\u00a0\u00a0<a href=\"http:\/\/adret-llc.com\/index.php\/home\/contact-us\/\">Let&#8217;s talk<\/a>.<\/p>\n<p><em>Have a\u00a0mountain of data?<\/em><br \/><em> Let&#8217;s find the bright side of it!<\/em><img loading=\"lazy\" class=\"size-full wp-image-198 aligncenter\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/Adret-LLC-sunmountain-sm.png\" alt=\"Adret LLC sun+mountain sm\" width=\"283\" height=\"108\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/Adret-LLC-sunmountain-sm.png 283w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/Adret-LLC-sunmountain-sm-230x88.png 230w\" sizes=\"(max-width: 283px) 100vw, 283px\" \/><\/p>\n<hr \/><hr \/><hr \/>\n<p><a href=\"http:\/\/analytics.stat.tamu.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" class=\"alignleft wp-image-295 size-medium\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/TAMU-analytics-logo-300x75.jpg\" alt=\"TAMU Analytics logo\" width=\"300\" height=\"75\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/TAMU-analytics-logo.jpg 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/TAMU-analytics-logo-230x58.jpg 230w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>Adret LLC&#8217;s founder Andrew Silver earned an M.S. Analytics from Texas A&amp;M University&#8217;s Department of Statistics and also has an M.S. Earth Science from Rice University.\u00a0 His Ph.D. Geophysics is on-schedule to be completed in 2027. His M.S. Analytics capstone project extracted metrics from millions of rows of data from thousands of wells in the South Texas Eagle Ford trend; incorporated multidisciplinary sources; and culminated in a valid, parsimonious multivariate model.\u00a0 The model was then used to assess the financial impact of various geologic indicators, drilling practices, completion styles, and production methods.<\/p>\n<p><img loading=\"lazy\" class=\"alignright size-medium wp-image-298\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/MS-Analytics-orientation-c.pdf-300x153.jpg\" alt=\"MS Analytics orientation c.pdf\" width=\"300\" height=\"153\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/MS-Analytics-orientation-c.pdf-300x153.jpg 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/MS-Analytics-orientation-c.pdf-230x117.jpg 230w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/MS-Analytics-orientation-c.pdf-350x178.jpg 350w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/05\/MS-Analytics-orientation-c.pdf.jpg 512w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>The TAMU MS Analytics is provided through a partnership between the TAMU Department of Statistics and the Mays Business School.\u00a0 The resulting program focuses on providing a diverse statistical toolkit\u00a0which can be applied broadly to find valid solutions to strategic business problems.\u00a0 Informed by this approach, Adret&#8217;s training and analytics services have a central focus on assessing\u00a0<strong><em>validity<\/em>\u00a0<\/strong>and providing\u00a0<em><strong>value<\/strong><\/em>.<\/p>\n<hr \/>\n<p style=\"text-align: center;\">\u201c\u2026 In practice, multivariate data sets are common, although they are not always analyzed as such. But <span style=\"color: #000080;\"><em><strong>the exclusive use of univariate procedures with such data is no longer excusable <\/strong><\/em><\/span>given the availability of multivariate techniques and inexpensive computing power to carry them out.\u201d<\/p>\n<p style=\"text-align: center;\"><em>-Rencher &amp; Christensen (2012),\u00a0Methods of Multivariate Analysis, 3rd Ed.<\/em><\/p>\n<hr \/><hr \/>\n<p><a href=\"http:\/\/adret-llc.com\/index.php\/home\/about-us\/asset-evaluation-2\/\"><img loading=\"lazy\" class=\"alignleft wp-image-240\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Asset-Evaluation-300x209.png\" alt=\"Asset Evaluation (C) Adret LLC\" width=\"200\" height=\"139\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Asset-Evaluation-300x209.png 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Asset-Evaluation-230x160.png 230w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Asset-Evaluation-350x244.png 350w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Asset-Evaluation.png 488w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/p>\n<p><img loading=\"lazy\" class=\"alignleft wp-image-251\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-300x209.png\" alt=\"Analytics (C) Adret LLC\" width=\"200\" height=\"139\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-300x209.png 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-230x160.png 230w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics-350x244.png 350w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/06\/Analytics.png 488w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><a href=\"http:\/\/adret-llc.com\/index.php\/home\/about-us\/turn-key-solutions\/\"><img loading=\"lazy\" class=\"wp-image-208 alignleft\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/turn-key-solutions-300x209.png\" alt=\"turn-key solutions (C) Adret LLC\" width=\"200\" height=\"139\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/turn-key-solutions-300x209.png 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/turn-key-solutions-230x160.png 230w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/turn-key-solutions-350x244.png 350w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/turn-key-solutions.png 488w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/p>\n<p><a href=\"http:\/\/adret-llc.com\/index.php\/home\/contact-us\/\"><img loading=\"lazy\" class=\"alignleft wp-image-273\" src=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Contact-Us-300x209.png\" alt=\"Contact Us (C) Adret LLC\" width=\"200\" height=\"139\" srcset=\"http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Contact-Us-300x209.png 300w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Contact-Us-230x160.png 230w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Contact-Us-350x244.png 350w, http:\/\/adret-llc.com\/wp-content\/uploads\/2016\/04\/Contact-Us.png 488w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/p>\n<p><strong><span style=\"color: #008000;\">*<\/span><\/strong><em> Lecture costs will vary depending on location (i.e., travel costs), availability, and audience size. \u00a0In some cases, the first lecture (Part 1) may be offered at a reduced cost or free of charge.\u00a0 For the 1-day course, rates start at $300\/person with a minimum of 10 attendees.\u00a0 Discounts available for larger groups.\u00a0 If interested, please <a href=\"http:\/\/adret-llc.com\/index.php\/home\/contact-us\/\">contact us for a quote<\/a>.<\/em><\/p>\n<p><em>We love our community and country. \u00a0Government agencies may be eligible for free\u00a0or substantially discounted access to our lectures.<\/em><\/p>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Statistics is essentially the application of science to data. \u00a0Hence, applied multivariate statistical analysis is often referred to as &#8220;Data Science.&#8221; \u00a0In most cases, &#8220;Analytics&#8221; or &#8220;Advanced Analytics&#8221; are analogous terms. \u00a0These and other terms such as &#8220;Business Intelligence,&#8221; &#8220;Big Data,&#8221; &#8220;Machine Learning (ML),&#8221; &#8220;Neural Networks,&#8221; &#8220;Deep Learning,&#8221; and &#8220;Artificial Intelligence (AI)&#8221; are being used [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":19,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/page_fullwidth.php","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0},"_links":{"self":[{"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/pages\/195"}],"collection":[{"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/comments?post=195"}],"version-history":[{"count":161,"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/pages\/195\/revisions"}],"predecessor-version":[{"id":643,"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/pages\/195\/revisions\/643"}],"up":[{"embeddable":true,"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/pages\/19"}],"wp:attachment":[{"href":"http:\/\/adret-llc.com\/index.php\/wp-json\/wp\/v2\/media?parent=195"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}