Summary
Overview
Work History
Education
Skills
Accomplishments
Work Availability
Quote
Timeline
SoftwareDeveloper
Brent Matthews

Brent Matthews

Data Scientist | Machine Learning | Data Engineer
Stevens Point,WI

Summary

Meticulous Data Scientist accomplished in compiling, transforming and analyzing complex information through software. Experienced in machine learning and large dataset management. Demonstrated success in identifying relationships, building predictive models, and building solutions to business problems.

Searching for a Data Scientist position to utilize previous experience and help bring about business improvement and success. Also looking for a position to continue learning and expanding my data science abilities to become a data science team leader in the future.

Overview

18
18
years of professional experience
6
6
years of post-secondary education

Work History

Lead Data Engineer

Prudential Financial
Remote
02.2022 - Current
  • Assist in development of AWS Data Lake within Global Technology (GT). This will allow GT to utilize data sets and develop machine learning solutions for GT specific task and problems
  • Developed Innovation Pipeline for Applied Analytics team which guides ideas/projects through appropriate steps to gather information, evaluate metrics, prioritize portfolio of projects, and move viable projects to development and implementation
  • Team member developing AWS Lex Chatbot to enable automation of component monitors utilizing API's; estimated annual cost savings of $57,000
  • Developed time series Anomaly Detection models for CPU usage on over 15,000 servers Utilized SARIMA, LSTM, and Fast Fourier Transformations.
  • Worked to improve documentation of business unit efforts and practices.

Advanced Analytics Modeler II

Sentry Insurance
Stevens Point, WI
11.2020 - 02.2022
  • Led project to update pricing model for commercial general liability lines. Utilized SAS to gather data from multiple datasets within Microsoft SQL and Oracle Servers. Coded rating algorithms, re-rated previous policies, and analyzed hundreds of variables for inclusion into updated model. Created Tableau dashboards to present findings to business areas and collaborated to finalize GLM factors with judgmental adjustments. Finally prepared validation workbooks consisting of Loss Ratio/Factor charts and double lift charts to represent model improvement over previous model. (SAS, Excel, Tableau)
  • Develop and maintain Tableau dashboards for an insurance line within Sentry, providing manager details on new policy sales, renewals, and profitability (Tableau, SAS)
  • Updated ML models for producer success project by implementing stacking classifier. Improved model ROC/AUC by approximately 0.05. (Python, Scikit-Learn, Pandas, XGBoost)
  • Performed data analysis on vendor data to help Sentry's management team identify quality of vendor products with respect to existing lines of business and overall value to the company. (Python, Excel, Tableau)
  • Mentored two analytics interns on HR related models dealing with retention and associate success (Python, SAS, Tableau)

Advanced Analytics Modeler I

Sentry Insurance
Stevens Point, WI
10.2018 - 11.2020
  • Team member on salesperson success model where I developed models utilizing Random Forests, ADA Boost, XGBoost, Deep Learning/Neural Networks. Also developed GLM models utilizing Emblem Software. Found success in identifying top prospects which improved salesperson's ability to prioritize contacts and focus on prospects with the highest sale probability. (Python, Scikit-Learn, XGBoost, Excel, Emblem, Tableau)
  • Utilized natural language processing packages to perform sentiment analysis of salesperson communications, consisting of emails, notes, and phone logs. Utilized this as one component of a producer success model. (Python, NLTK)
  • Mentored analytics interns. One project focused on sentiment analysis, researching, and utilizing AWS and Azure sentiment resources. (R, Python, AWS, Azure)

Civil Engineer Supervisor

Wisconsin Department of Transportation
05.2015 - 10.2018
  • Reduced traffic section consulting expenses by 50% by reorganizing existing employee duties and priorities.
  • Established Highway Safety Improvement Program review committee to attain buy-in across different sections. Resulted in 20% increase in number of safety improvement projects in North Central region
  • Performed analytical review of state crash dataset to find significant crash locations. Utilized Python to clean data, create visuals and identify important variables in identifying crash problems.

Civil Engineer Supervisor

Wisconsin Department Of Transportation
10.2011 - 05.2015
  • Managed highway maintenance operations of 18 counties with $23 million annual budget and performance-based maintenance program of $2.4 million
  • Provided support and guidance for structures staff, ensuring that bridge and ancillary structure inspections were completed on time and in accordance with Federal and State inspection guidelines
  • Assisted in initiation of statewide urban mowing policy, providing improved aesthetics in urban areas
  • Collaborated with statewide team to develop a performance-based maintenance program identifying most equipped county maintenance forces to complete specific work throughout the state.

Civil Engineer Senior

Wisconsin Department Of Transportation
01.2008 - 10.2011
  • Coordinated and facilitated project scoping meetings gathering input from all sections.
  • Administered Highway Safety Improvement Program for NC Region and initiated safety improvement projects. Initiated dozens of new projects over 4 plus years.
  • Completed programmatic analysis to prioritize projects within budgetary constraints.
  • Monitored execution of contract work for compliance with design plans and specifications.

Civil Engineer

Point of Beginning, Inc
01.2007 - 01.2008

Site development design and construction engineer.

Civil Engineer

Gremmer and Associates, Inc
01.2006 - 12.2007

Complete design and specifications for various highway projects.

Education

Master of Science - Data Science

Indiana University-Bloomington
Bloomington
09.2016 - 07.2018

Bachelor of Science - Civil Engineering

University of Wisconsin - Madison
Madison, WI
01.2002 - 12.2005

Skills

  • Python
  • Advanced Analytics
  • Big Data Analytics
  • Machine Learning
  • Pandas
  • Scikit-Learn
  • Keras
  • Statsmodels
  • NLP
  • Excel
  • SQL
  • Tableau
  • AWS
  • Data Engineering
  • Data Lakes
  • Anomaly Detection
  • Advanced Excel Spreadsheet Functions
  • Dashboard Creation

Accomplishments

  • Supervised team of 13 staff members.

Work Availability

monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Quote

I have not failed. I’ve just found 10,000 ways that won’t work.
Thomas Edison

Timeline

Lead Data Engineer

Prudential Financial
02.2022 - Current

Advanced Analytics Modeler II

Sentry Insurance
11.2020 - 02.2022

Advanced Analytics Modeler I

Sentry Insurance
10.2018 - 11.2020

Master of Science - Data Science

Indiana University-Bloomington
09.2016 - 07.2018

Civil Engineer Supervisor

Wisconsin Department of Transportation
05.2015 - 10.2018

Civil Engineer Supervisor

Wisconsin Department Of Transportation
10.2011 - 05.2015

Civil Engineer Senior

Wisconsin Department Of Transportation
01.2008 - 10.2011

Civil Engineer

Point of Beginning, Inc
01.2007 - 01.2008

Civil Engineer

Gremmer and Associates, Inc
01.2006 - 12.2007

Bachelor of Science - Civil Engineering

University of Wisconsin - Madison
01.2002 - 12.2005
Brent MatthewsData Scientist | Machine Learning | Data Engineer