About
I specialize in designing, developing, and building cutting-edge technology products and…
Articles by David
Contributions
Experience
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Infornautics Incorporated
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Education
Projects
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Workplace Diversity (click for blueprint)
Strategy on how to implement EEO, OFCCP and AA policies. How to target job boards and major employers for diverse recruits. Proofs on how diverse teams outperform non-diverse ones.
http://infornautics.com/pdf/2010_di.pdf -
Mortgage Prospect Targeting
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Designed onmi-channel strategy for prospecting new mortgage clients; includes sections on client retention, reverse mortgages, net promoter scores, reducing CSPB complaints, website redesign, JD Power, call center management, speech-to-text analytics, loan servicing, and a real-time neighborhood/house analysis tool.
http://infornautics.com/pdf/2016_rt.pdf
http://infornautics.com/pdf/2015_ao.pdf -
Teaching High School with Mind Maps
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The visual cortex is first to develop in teens (experts at video games and cell phones). Students can use this same system to file long-term memories for recall at exam time. Mind maps that cover an entire year's curriculum in a single graphic provide the students with a "visual file cabinet."
Part One: http://infornautics.com/media/education/videos.html#/?playlistId=0&videoId=1
Part Two: http://infornautics.com/media/education/videos.html#/?playlistId=0&videoId=0
Link to Blueprint…The visual cortex is first to develop in teens (experts at video games and cell phones). Students can use this same system to file long-term memories for recall at exam time. Mind maps that cover an entire year's curriculum in a single graphic provide the students with a "visual file cabinet."
Part One: http://infornautics.com/media/education/videos.html#/?playlistId=0&videoId=1
Part Two: http://infornautics.com/media/education/videos.html#/?playlistId=0&videoId=0
Link to Blueprint used in the video: http://infornautics.com/pdf/2013_bi.pdf -
Machine Learning for Oil and Gas
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Strategy to use machine learning (neural networks and decision trees) to determine if production curve is under- or over-performing model expectations; matches perforation intervals to well log files to determine if the right location was perforated for maximum recovery.
http://infornautics.com/media/oil_and_gas/videos.html#/?playlistId=0&videoId=4 -
Machine Learning for Resume Sourcing
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Used Boosted Decision Tree to identify high-performing insurance agent candidates with 89% accuracy using 89 different resume features and 162K training and test set resumes.
http://infornautics.com/media/recruiting/videos.html#/?playlistId=0&videoId=0 -
Analysis of the 2008 Housing Collapse
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Analysis of 2008 Financial Crisis, making the case that loan-to-income (LTI) was the genesis of the housing collapse. Recommend shifting from FICO and debt loads to machine learning for mortgage loan approval.
http://infornautics.com/pdf/2017_mc.pdf -
Texas Oil & Gas Study
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Detailed study of Texas RRC oil and gas data, including frac analysis, production by Texas county, detailed Permian Basin and Eagle Ford analysis, and operator performance.
7 page blueprint > http://infornautics.com/pdf/og_package.pdf -
Webscraper
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Developed webpage downloader and scraper that pulls ~1MM webpages off the internet per month; using XPATH to design scraping rules; can scrape ~20K pages per hour; has built-in IP capability to use 200+ IPs while retrieving data. This resulting data is used to train and test machine models.
http://infornautics.com/media/machine_learning/videos.html#/?playlistId=0&videoId=1 -
Millennials Analysis (click for blueprint)
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Detailed analysis of the millennials generation, including sections on engagement (social media), consumption, learning, livability, appearance, and family matters.
http://infornautics.com/pdf/2016_mi.pdf -
Dynamic Oil & Gas Mapping
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Automatically generates custom KML, complete with colladas, polygons, and other markers, from a database of 1MM+ wells. Users can generate maps from search results or map the area around a particular wellbore.
http://infornautics.com/media/oil_and_gas/videos.html#/?playlistId=1&videoId=2 -
Real-time Analysis for 800K+ Texas O&G Wells
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Developed algorithm to predict future well production (EUR); created targeted depth algorithm to analyze perforation intervals for operator confidence in hydrocarbon location; algorithm to track distance of wellbore to 17 different infrastructure types; 3d mapping; and other algorithms to judge operator effectiveness when drilling the well; managed database of 100MM oil and gas records from the Texas RRC.
http://infornautics.com/media/oil_and_gas/videos.html#/?playlistId=0&videoId=5 -
Oil & Gas Data Management
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Cradle to grave data management for an oil and gas company, including data acquisition, taxonomy building, mapping, well-log interpretation, reporting, and employee alerts.
http://infornautics.com/pdf/2013_oi.pdf -
Jesus and New Testament (click for blueprint)
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A single graphic that summarizes the Bible's New Testament, including miracles and parables categorization, Christianity beginnings, Jesus' life, and Epistles.
http://infornautics.com/pdf/2011_js.pdf -
University Alumni Giving
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Sizing college alumni gift-giving capacity, with a special program for major donors. Score every alumni by ability/likelihood to give to the school. Leverage social media and job boards for alumni.
http://infornautics.com/pdf/2011_ua.pdf
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