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Summary: Data Scientist/Machine Learning Engineer, Master's of Science in Analytics from North Carolina State University's Institute for Advanced Analytics and Bachelor of Arts in Mathematics and Statistics from Williams College.Key Areas: Large-Scale Distributed Data Pipelines, Machine/Deep Learning Model Development, Docker/Containerization, Continuous Integration/Continuous Delivery Pipelines, and Front-End Application Productionalization. Key Skills: Advanced Python, Pandas, Docker, Azure DevOps, CI/CD, Git, Dask, Luigi, Shiny, Conda, XGBoost, FastAI, TensorFlow, Spark, Numpy, Scikit-learn, Geopandas, AWS, Flask, Django, Airflow, and IPyparallel.
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Data Science ManagerThe Riverstone Group Feb 2023 - PresentManchester, New Hampshire, Us
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Principal Data ScientistThe Riverstone Group Oct 2020 - Feb 2023Manchester, New Hampshire, UsKey Projects:-Created ACE, a tool to assist analysts in their review of claims: -Leveraged various data sources, including legal bills and invoice text notes, and trained a suite of models (XGBoost and Random Forest) to predict how claims would resolve: likelihood of settlement, potential indemnity amount, and cost to defend. -Dockerized the repository and deployed the models to provide live claim scoring. -Built an automated Azure DevOps pipeline to efficiently and distributedly re-score all claims daily. -Designed a user interface in Shiny, JavaScript, and CSS to allow analysts to interact with the models and created a CI/CD pipeline to deploy the app to production environments. -Frequently demoed the tool to executives and trained claims analysts as part of an organization-wide rollout. -Led a weekly Community of Practice to teach colleagues various python concepts, data science methods and general coding practices.
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Principal Data ScientistLiberty Mutual Insurance May 2015 - Oct 2020Boston, Ma, UsDepartments:-Customer Advocacy-Solaria Labs/InnovationKey Projects: -Developed new techniques to extract features from aerial imagery in order to enhance pricing and risk models. Built a distributed pipeline to efficiently fetch, transform, and score millions of images, given a set of addresses. Used Mask RCNN, Fast.AI, and MLFlow to deploy several models extracting features that indicate how well a customer maintains their property.-Led the data science portion of Total Home Score, a product using both public and proprietary data to score buildings on annoyance factors often hard to quantify, including noise level, traffic, and road safety (visualization available at TotalHomeScore.com)-Used custom geospatial algorithms for score creation and efficiently scaled the product to 18 states and over 150 million buildings using Luigi and Dask-Other products delivered include: an algorithm to estimate a building’s roof pitch and surface area using LIDAR data, a Mask R-CNN model to obscure license plates in customer claims pictures, a model utilizing geospatial data pulled from Boston and Chicago’s open data portals to predict home claims risk at a block level, and an XGBoost model trained on Liberty Mutual data to predict the riskiness of third party drivers -
ConsultantExeter Group Aug 2013 - Jun 2014Contributed to the development of OneGate, the healthcare exchange website for multiple states by performing quality assurance tests and tracking state-requested product improvements.Supported OneGate’s Change of Circumstance product by overseeing the fulfillment of contractual requirements and ensuring the inclusion of desired user functionality over dozens of product upgrade releases.
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Summer AnalystWilliams College Investment Office Jun 2012 - Aug 2012Assisted the investment team by researching and reporting on investment opportunities, conducting due diligence on target funds and managers, and analyzing the performance of the portfolio across ten asset classes.
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Business Analytics InternPursuit-Solutions Jun 2011 - Aug 2011Chester, Nj, UsAssisted in the development of an iPad-based sales and marketing product for the pharmaceutical industry.Prepared performance reports analyzing the effectiveness of a marketing strategy used by a biotechnology company to introduce a newly FDA-approved drug.
Andrew Bishop Skills
Andrew Bishop Education Details
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Williams CollegeMathematics -
Institute For Advanced Analytics At North Carolina State UniversityAdvanced Analytics
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Noble And Greenough School
Frequently Asked Questions about Andrew Bishop
What company does Andrew Bishop work for?
Andrew Bishop works for The Riverstone Group
What is Andrew Bishop's role at the current company?
Andrew Bishop's current role is Data Science Manager at The RiverStone Group.
What is Andrew Bishop's email address?
Andrew Bishop's email address is an****@****trg.com
What is Andrew Bishop's direct phone number?
Andrew Bishop's direct phone number is (302) 449*****
What schools did Andrew Bishop attend?
Andrew Bishop attended Williams College, Institute For Advanced Analytics At North Carolina State University, Noble And Greenough School.
What skills is Andrew Bishop known for?
Andrew Bishop has skills like Customer Advocacy, Liberty, Insurance.
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