Gorkem Turgut (G.T.) Ozer

Gorkem Turgut (G.T.) Ozer Email and Phone Number

Prof. @ Paul College of Business and Economics | Founder | Advisor @ Causal Book
Gorkem Turgut (G.T.) Ozer's Location
Greater Boston, United States, United States
Gorkem Turgut (G.T.) Ozer's Contact Details

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About Gorkem Turgut (G.T.) Ozer

Professor, Researcher, Entrepreneur, obsessed with using data to make effective, high-quality decisions.Covering Data centricity, Causal inference, & AI.Need more info? Read on.With over 15 years of experience in statistical modeling and machine learning, I've structured and solved causal (and predictive) modeling problems, managed data science teams, advised at the executive level on business analytics and digital transformation, and mentored tech startups on digital platform and data strategy.My "data science" expertise lies in causal inference using statistical, machine learning, and Bayesian methods, and in exploring what-if scenarios or counterfactuals using agent-based models. I currently work on solving quasi experimental problems in and around digital platforms (peer-to-peer markets, sharing economy), developing the Data Centricity concept (datacentricity.org), and writing the "Causal Book" at causalbook.com.I received several awards for developing and teaching the graduate courses Predictive Analytics & Modeling and Big Data & Artificial Intelligence (covering parametric and nonparametric methods incl. generalized linear models, tree and ensemble methods, causal ML, double machine learning, causal forests, causal discovery, reinforcement learning).Links to my talks intended for a broader audience (excluding academic talks):- "Mind the AI Gap: Understanding vs. Knowing": ozer.gt/talks/mind-the-ai-gap.html- "Data Centricity: Staying true to the data": ozer.gt/talks/data-centricity.htmlTotally unnecessary footnotes:* The cover is a minimalist painting by Midjourney (v3.0) on "the complexity of life, mathematics, nature, and data."** Any italicized text in the posts is either an excerpt/quote or written by my assistant and edited by me.*** Original posts are at ozer.gt/log. I use a script to remove titles and add line breaks (!) when copying here.**** "Data science" is a misnomer. Science involves the application of the scientific method using data.

Gorkem Turgut (G.T.) Ozer's Current Company Details
Causal Book

Causal Book

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Prof. @ Paul College of Business and Economics | Founder | Advisor
Gorkem Turgut (G.T.) Ozer Work Experience Details
  • Causal Book
    Author
    Causal Book Aug 2024 - Present
    causalbook.com - Causal Book: Design Patterns in Causal InferenceThis is an accessible, interactive (work in progress) book with code for the data science / causal inference audience. Some chapters should also read well to the business audience.The book is not meant to substitute for the already great causal inference books out there. Our goal here is to complement what’s out there by using the idea of design patterns:(1) focus on solutions to problem patterns and their code implementations in R and Python,(2) discuss the implications of different approaches to the same problem solved by modeling the same data,(3) explain some of the surprising (or seemingly surprising) challenges in applying the causal design patterns.And why design patterns?Early in my career, I was a programmer using C# and then Java. Our most valuable resources back then were design patterns. I still have a copy of the book Head First Java Design Patterns: A Brain-Friendly Guide on my bookshelf from 20 years ago. It was a lifesaver when I moved from C# to Java. This is a tribute to those days.
  • University Of New Hampshire Peter T. Paul College Of Business And Economics
    Assist. Professor Of Decision Sciences
    University Of New Hampshire Peter T. Paul College Of Business And Economics Aug 2021 - Present
    Durham, Nh, Us
    Research at the intersection of business, technology, and society involves the development and application of statistical and machine learning models to collect and analyze large-scale data for causal problem solving. Of particular interest are (1) the societal implications of digital multisided platforms and markets (also known as the sharing economy, peer-to-peer markets), and (2) how emerging information technologies and tools, such as big data analytics and artificial intelligence, impact creativity and decision making in organizations and society at large. Teaching the graduate courses “Predictive Analytics and Modeling,” “Big Data and Artificial Intelligence: Strategy and Analytics,” and “Managing Information Systems: Strategy, Software, and Data.”
  • Hm Analytics
    Founder
    Hm Analytics Dec 2024 - Dec 2024
  • P Mrkt
    Co-Founder, Director Of Technical Business Development
    P Mrkt Aug 2008 - Dec 2022
    City, State/Province, Oo
    Advisory role in the following IT strategy, digital transformation, and data science projects:Developed peer-to-peer market growth and data strategy for the two-sided market WorkChew, 2017-2022Developed data and predictive modeling infrastructure for food manufacturing company Torku, 2012-2020Digitalization of ticket kiosks and ticketing process for 49 museums (in partnership with SKIDATA), 2011Data-driven user experience design for SunExpress Airlines (operated by Lufthansa & Turkish Airlines), 2010Digital and data infrastructure design for Ela Quality Resort and Öger Tours (acquired by Thomas Cook), 2008
  • University Of Maryland - Robert H. Smith School Of Business
    Assistant Professor In The Decision, Operations & Information Technologies
    University Of Maryland - Robert H. Smith School Of Business Jul 2017 - Aug 2021
    College Park, Maryland, Us
    Studied technology, strategy, and organization: developed statistical models and machine learning algorithms to analyze large-scale data and solve problems in and around digital platforms (peer-to-peer markets, sharing economy), data centricity, and digital transformation.Taught the courses:-Big Data and Artificial Intelligence: Strategy and Analytics (MBA, MSIS, MSBA)-Managing Information Systems: Strategy, Software, and Data (MIS)-Data Mining and Predictive Analytics (MBA, MSIS, MSBA)Selected topics:Data centricity as a framework for staying true to data; Apache Hadoop, Hive, Impala, Pig, and Spark; Convolutional & Recurrent neural networks; Selected statistical modeling topics listed in https://goo.gl/w4vGYG & https://goo.gl/JT8dZwSelected comments:"This was by far the best course I have taken in the MBA program. It was extremely challenging, but I am walking away with a considerable amount of knowledge!""It would not be a stretch to say that this is the best course I've taken at Smith: challenging, applicable, and interesting! I could tell that GT was passionate about the material and wanted to share it with us. I wish every course was this good.""This was the best course I have taken at UMD. Please offer more of these, featuring skills–based class labs and covering innovative business areas especially featuring IT programming components. GT is clearly an expert in his fields and was a fantastic, dedicated, engaged instructor.""The Professor was excellent and the course structure was fantastic. It was a bit overwhelming for anyone who didn't have any prior coding experience, but once the basic methods and intuitions were established, it became very worthwhile and interesting."
  • The University Of Texas At Austin
    Doctoral Researcher
    The University Of Texas At Austin Aug 2012 - Jun 2017
    Austin, Tx, Us
    Modeled problems and opportunities in business and society. Developed agent-based simulation models, and analyzed large-scale data using statistical models and machine learning algorithms to solve problems on value creation and co-creation in multisided platforms such as Ravelry/Etsy, LendingClub, Airbnb, Spotify, Steam.
  • The University Of Texas At Austin
    Instructor
    The University Of Texas At Austin Aug 2014 - Dec 2014
    Austin, Tx, Us
    Student comments:"Every lecture is engaging and insightful. The structure of the class and your proactive communication really makes the class run smoothly.""I am truly learning very much about a topic I knew very little about before entering this class. In addition the way this class is taught focuses very much on critical thinking about the topics, and not just knowledge.""As a whole, i feel like you've explained the material thoroughly and well. If any questions have come up, I feel like they're felt by the class as a whole and you have done a nice job at answering them. Specifically with complex adaptive systems early on.""The structure of the class is is very well organized and genuinely makes me want to come to class. The use of real world examples to explain the more technical concepts really help me to understand complicated technological material that otherwise would be lost on me.""I truly believe in the way you do things, such as putting knowledge first. Not only do you put knowledge & learning first, you put students first, as well. I can feel & see your dedication for this course. Another thing is I like how you always try to improve yourself, the course, and us -your students. You are a great professor. You not only teach the material, but you help us learn the information. All in all, I am glad I am in your class."Topics covered:Robust adaptive strategies in complex business systems, Competitive advantage in the digital age, Multisided digital platforms, Network effects and switching costs, Digitalization and new competitive dynamics, Cloud computing, Data asset: Big data and business intelligence
  • Georgia State University
    Graduate Researcher
    Georgia State University Aug 2011 - Aug 2012
    Atlanta, Ga, Us
    PhD-level strategy seminars and research on strategic management of technological change and digital innovation.
  • Atlanta Competitive Advantage Conference (Acac)
    Project Coordinator
    Atlanta Competitive Advantage Conference (Acac) Jan 2012 - Jun 2012
    Managed the NSF-supported (#1262438) Atlanta Competitive Advantage Conference and Research Workshop.
  • Geek Information Technologies
    Research & Development Chief Assistant
    Geek Information Technologies Jun 2002 - Oct 2006
    Tr
    Research of technology and competitive landscapes, and analysis of technical resources/capabilities to design and manufacture a WiMAX modem/gateway GEEK -showcased at CES 2007 in Las Vegas.
  • Erasmus Information Technologies
    Co-Founder, Business Development
    Erasmus Information Technologies Dec 2000 - May 2002
    Evaluated software and related products for potential product-market fit, developed an ecommerce site.

Gorkem Turgut (G.T.) Ozer Skills

Statistical Analysis Big Data Analytics And Ai Business Strategy Research Higher Education Statistics Statistical Modeling Data Mining Machine Learning Strategy Digital Strategy Strategic Planning Competitive Analysis Management Consulting Project Management Multi Channel Retail Hospitality Industry Python R Hadoop Tensorflow Sql Lamp Stata Sas Plotly Tableau Deep Neural Networks Recurrent Neural Networks Amazon Web Services Google Cloud Platform Public Speaking University Teaching Management Creative Problem Solving Causal Inference Predictive Analytics Systems Thinking Complexity Management Agent Based Simulation Agent Based Modeling Large Scale Data Analysis Digital Platforms Business Model Innovation Strategic Modeling Computational Modeling Java

Gorkem Turgut (G.T.) Ozer Education Details

  • The University Of Texas At Austin
    The University Of Texas At Austin
    And Operations Management
  • The University Of Texas At Austin
    The University Of Texas At Austin
    Management Information Systems
  • Georgia State University - J. Mack Robinson College Of Business
    Georgia State University - J. Mack Robinson College Of Business
    Strategic Management
  • Orta Doğu Teknik Üniversitesi / Middle East Technical University
    Orta Doğu Teknik Üniversitesi / Middle East Technical University
    Mba
  • Tobb University Of Economics And Technology
    Tobb University Of Economics And Technology
    General

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Gorkem Turgut (G.T.) Ozer works for Causal Book

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Gorkem Turgut (G.T.) Ozer's current role is Prof. @ Paul College of Business and Economics | Founder | Advisor.

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What schools did Gorkem Turgut (G.T.) Ozer attend?

Gorkem Turgut (G.T.) Ozer attended The University Of Texas At Austin, The University Of Texas At Austin, Georgia State University - J. Mack Robinson College Of Business, Orta Doğu Teknik Üniversitesi / Middle East Technical University, Tobb University Of Economics And Technology.

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Gorkem Turgut (G.T.) Ozer has skills like Statistical Analysis, Big Data Analytics And Ai, Business Strategy, Research, Higher Education, Statistics, Statistical Modeling, Data Mining, Machine Learning, Strategy, Digital Strategy, Strategic Planning.

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