David Robbins

David Robbins Email and Phone Number

Senior Data Scientist at Marathon Petroleum Corporation @ Marathon Petroleum Corporation
MOKENA, Illinois
David Robbins's Location
Sacramento, California, United States, United States
David Robbins's Contact Details

David Robbins personal email

n/a
About David Robbins

I am a pragmatic reservoir engineer / data scientist with proven track record of building statistical and physical models to facilitate data-driven decision making and drive value creation. I strongly value understanding the underlying data and building comprehensible models that can be used to explain and predict, rather than merely decorate.I have a strong skill set in algorithm development, data integration and communicating complex ideas to broad audiences, including fostering collaboration among multiple technical disciplines and stakeholders.

David Robbins's Current Company Details
Marathon Petroleum Corporation

Marathon Petroleum Corporation

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Senior Data Scientist at Marathon Petroleum Corporation
MOKENA, Illinois
David Robbins Work Experience Details
  • Marathon Petroleum Corporation
    Senior Data Scientist
    Marathon Petroleum Corporation Dec 2024 - Present
    Findlay, Ohio, Us
  • Chevron
    Subchapter Head Of Data Science
    Chevron Aug 2023 - Dec 2024
    San Ramon, Ca, Us
    Responsible for a small team of data scientists reporting to multiple parts of the business, in addition to delivering technical solutions to the subsurface digital platform. I work with the mid-continental asset base to forecast production chemistry needs and deploying novel techniques for production forecasting, whilst providing technical coaching and performing managerial duties to the data scientists who report to me.
  • Chevron
    Senior Data Scientist
    Chevron Aug 2021 - Aug 2023
    San Ramon, Ca, Us
    In the Data Science & Analytics team for the subsurface platform. Coupling physics-based modelling and data science methods, I provide internal contracting and resources for subsurface technical issues ranging from carbon sequestration, unconventional asset production and exploration through to pressure transient analysis and well productivity.
  • Optum
    Senior Data Scientist
    Optum Aug 2020 - Aug 2021
    Eden Prairie , Mn, Us
    Responsible for building and deploying machine learning models with SparkML/scikit-learn/H2O and deploying with Kubernetes. I also built and maintained a metaheustic optimisation library for feature engineering and exploratory model analysis, which is used for both model optimisation and as a complement to exploratory data analysis for better understanding feature input space.
  • Bp
    Reservoir Engineer
    Bp Oct 2017 - May 2020
    London, England, Gb
    Reservoir Engineer for West of Shetlands Reservoir Development team. In this role I developed several digital solutions for production optimisation and reservoir management, deploying machine learning and advanced statistical techniques on highly uncertain and noisy data at scale using Python and Spark/PySpark.I was also risk and surveillance lead for field, including planning and analysis of step-rate testing and ongoing performance monitoring. I developed deep expertise and insight into water injection well performance and behaviour.
  • Bp
    Reservoir Engineer
    Bp Sep 2013 - Sep 2017
    London, England, Gb
    Reservoir Engineer in Subsurface Technical Centre (Simulation & EOR deployment). My responsibilities included Reservoir Engineering support for EOR deployment projects, statistical analysis of laboratory, field trial and full-field data to drive business decisions and ownership of single-well test data analysis and integration. This role included development of Monte Carlo methods to estimate asymmetrical bias in dependent variable distributions and performing large scale optimisation, in addition to performing statistical analysis of multi-variate data sets with high residual uncertainty.
  • University Of Cambridge
    Research Assistant
    University Of Cambridge Oct 2010 - Sep 2013
    Cambridge, England, Gb
    Fundamental research into numerical description of low-speed, multi-phase flows relevant to trickle-bed reactors in addition to teaching and other responsibilities. Designed numerical scheme and wrote code for the simulation of two-phase flow by employing a density-based EOS solver coupled to a flux-vector splitting scheme.Teaching: Process Calculations (CET I) and Fluid Mechanics (CET IIA)
  • Centre For Low Carbon Futures
    Engineering Intern
    Centre For Low Carbon Futures Jun 2010 - Sep 2010
    Gb
    Analysis and identification of key research areas required for Carbon Capture & Storage (CCS) deployment in the short-, medium- and long-term, particularly focussing on the Yorkshire/Humberside area and areas of potential interest for the Yorkshire universities of Sheffield, Leeds, York and Hull.
  • Ardmore Language Schools
    Efl Teacher
    Ardmore Language Schools Jun 2009 - Sep 2009
    CELTA-certified English language teaching to summer school students. Other responsibilities included leading administrative duties for on-site teachers, supporting activity days, supporting teaching at other sites and implementing new teaching materials.
  • Catal International Ltd
    Engineering Intern
    Catal International Ltd Jun 2008 - Sep 2008
    Worked as part of a small team in catalysis testing / R&D, including identification of potential areas of deployment for a LPG steam reforming unit and creating a model to calculate adiabatic and isothermal flame temperatures. Also undertook general laboratory work such as calibration, valve / tube fitting and equipment testing.

David Robbins Skills

Reservoir Engineering Reservoir Simulation Single Well Testing Field Trials Swctt Tracer Analysis Mathematical Modeling Statistical Data Analysis Decline Curve Analysis Multivariate Statistics Cfd Chemical Engineering Fortran Matlab Fluid Dynamics Materials Science Latex Experimentation Modeling Mathematica Partial Differential Equations Dynamics Engineering Numerical Analysis Numerical Simulation Fluid Mechanics Spectroscopy

David Robbins Education Details

  • University Of Cambridge
    University Of Cambridge
    Chemical Engineering
  • The University Of Sheffield
    The University Of Sheffield
    Chemical Engineering
  • International Baccalaureate
    International Baccalaureate

Frequently Asked Questions about David Robbins

What company does David Robbins work for?

David Robbins works for Marathon Petroleum Corporation

What is David Robbins's role at the current company?

David Robbins's current role is Senior Data Scientist at Marathon Petroleum Corporation.

What is David Robbins's email address?

David Robbins's email address is david.robbins@bp.com

What schools did David Robbins attend?

David Robbins attended University Of Cambridge, The University Of Sheffield, International Baccalaureate.

What are some of David Robbins's interests?

David Robbins has interest in Fictional And Non Fictional Writing, Guitar, Table Tennis, Badminton, Linux, Cricket, Music, Piano, Drums, Coding.

What skills is David Robbins known for?

David Robbins has skills like Reservoir Engineering, Reservoir Simulation, Single Well Testing, Field Trials, Swctt, Tracer Analysis, Mathematical Modeling, Statistical Data Analysis, Decline Curve Analysis, Multivariate Statistics, Cfd, Chemical Engineering.

Who are David Robbins's colleagues?

David Robbins's colleagues are Nick Cucinella, Andrew Perez, Randall Harris, Rebecca Weber, Nathan Westbrook, Jace Mills, Mba, Cfe, Gary Johnson.

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