Jim Duncan

Jim Duncan Email and Phone Number

Lead Data Scientist at ICF @ ICF
Jim Duncan's Location
Washington DC-Baltimore Area, United States, United States
Jim Duncan's Contact Details
About Jim Duncan

Jim Duncan is a Lead Data Scientist at ICF at ICF. He possess expertise in python, sql, machine learning, sciki, hadoop and 16 more skills.

Jim Duncan's Current Company Details
ICF

Icf

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Lead Data Scientist at ICF
Jim Duncan Work Experience Details
  • Icf
    Lead Data Scientist
    Icf Apr 2023 - Present
    Reston, Virginia, Us
    Took a NLP proof of concept in a SageMaker notebook, and spearheadedeffort to turn the logic into an event driven ML pipeline using Lambdas,custom asynchronous Sagemaker Endpoints, RDS, & QuickSight. Used inproduction on a daily basis. Final product- Identifies pertinent topics by extracting keyphrases in anunsupervised manner using pretrained language models andparts-of-speech-ML pipeline derived keyphrases from ~350K documents andsummarizes results on QuickSight dashboard. Pipeline automaticallyscales to handle larger than average data pulls.- Dashboard used to identify current & emerging topics for businessowner of dataset-Single click deployment of pipeline via CloudFormation and Jenkins
  • Icf
    Senior Data Scientist
    Icf Mar 2021 - Present
    Reston, Virginia, Us
    Used AWS Glue to create significant efficiencies in a quarterly Risk Modelupdate. Previous updates were run locally and took ~ 80 hours to complete.Utilizing concurrent jobs in Glue, decreased update time down to ~4 hours.Work as recognized as significant enough to receive Ruby award for effort
  • Icf
    Data Scientist
    Icf Sep 2019 - Mar 2021
    Reston, Virginia, Us
    Implemented novel graph based time-series anomaly detection approachusing Dynamic Time Warping and GraphX library. Recall of approach wasabove 90% for a population of ~100K data points
  • Tista Science And Technology Corporation
    Data Engineer/Scientist
    Tista Science And Technology Corporation Feb 2018 - Sep 2019
    Rockville, Maryland, Us
  • Self-Employed
    Data Science Consultant
    Self-Employed Jan 2017 - Jan 2018
  • Galvanize Inc
    Data Science Fellow
    Galvanize Inc Jul 2016 - Nov 2016
    Boulder, Colorado, Us
    Projects:• Electric Vehicle Detection• Clustering Cyber• Fraudulent Event Detection
  • Luminant
    Natural Gas Options Trader
    Luminant Sep 2011 - Apr 2016
    Dallas, Tx, Us
    Profitably managed the natural gas & power options book. Helped create, price, and implement option strategies to protect the P&L on Luminant’s lignite and natural gas assets. Worked with Intercontinental Exchange to implement a new cleared natural gas GDD option necessary to manage end user risk—previously options had been OTC. Proven ability in ERCOT options to consistently make accurate markets over a period of time. Created and maintain an up to date Natural Gas vol skew model.Modeled real options of power plants using VBA & Excel o Created a UI that allowed the user to cleanly and easily manipulate numerous inputs o Model pulled pertinent data from a variety of sources o End product allowed for an easy diagnostic of the drivers in the value change
  • Energy Future Holdings
    Senior Analyst
    Energy Future Holdings Feb 2011 - Sep 2011
    Dallas, Texas, Us
    •Adeptly provided reporting on LUME consolidated option roll-off risk •Implemented a previously unreported risk – the ineffectiveness of our fundamentals based heat rate compared to the market heat rate
  • Energy Future Holdings
    Analyst
    Energy Future Holdings Feb 2007 - Feb 2011
    Dallas, Texas, Us
    •Accurately & promptly provided both Gas & Power exposure to upper management that Luminant had with Lehman the day Lehman filed for bankruptcy •Experience in modeling, pricing, and analyzing the profit drivers of both vanilla and exotic natural gas, power, emission and weather options•Utilized Excel, VBA, & SQL to provide daily P&L, positions, and ad hoc analysis for our Nat Gas, Power, Emissions, Coal, Oil, Weather, and Options books•Supported Natural Gas traders in both the Physical and Financial spaces•Implemented an extrinsic model of our Gas Plant fleet •Performed liquidity analysis using CME SPAN software on the impact of potential trades on our overall portfolio•Communicated daily with our Exchange brokers to confirm and reconcile margin and trades for the day

Jim Duncan Skills

Python Sql Machine Learning Sciki Hadoop Financial Modeling Business Analysis Financial Analysis Commodity Markets Risk Management Business Process Improvement Electricity Markets Energy Trading Options Natural Gas Change Management Commodity Data Analysis Spark Microsoft Excel

Jim Duncan Education Details

  • Georgia Institute Of Technology
    Georgia Institute Of Technology
    Computer Science
  • Southern Methodist University
    Southern Methodist University
    Operations Research With A Specialization In Finance
  • Southern Methodist University
    Southern Methodist University
    Mathematics
  • Southern Methodist University
    Southern Methodist University
    Electrical Engineering

Frequently Asked Questions about Jim Duncan

What company does Jim Duncan work for?

Jim Duncan works for Icf

What is Jim Duncan's role at the current company?

Jim Duncan's current role is Lead Data Scientist at ICF.

What is Jim Duncan's email address?

Jim Duncan's email address is jd****@****ech.com

What schools did Jim Duncan attend?

Jim Duncan attended Georgia Institute Of Technology, Southern Methodist University, Southern Methodist University, Southern Methodist University.

What are some of Jim Duncan's interests?

Jim Duncan has interest in All Things Outdoors, Amongst Others, Cycling, Hiking, Running, Swimming, Triathlon.

What skills is Jim Duncan known for?

Jim Duncan has skills like Python, Sql, Machine Learning, Sciki, Hadoop, Financial Modeling, Business Analysis, Financial Analysis, Commodity Markets, Risk Management, Business Process Improvement, Electricity Markets.

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