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Experienced Manager of Modeling & Analytics with a demonstrated history of working in the financial services industry. Familiar with credit cards, installment loans, auto loans, etc. and with all stages of the credit life-cycle; acquisitions, existing customer management, and collections. Skilled in statistical methods of estimation, mathematical optimization, test design, etc. Experienced with SAS, Python, R, Stata, Mathematica, MATLAB, and Eviews. Doctor of Philosophy (Ph.D.) focused in Economics from University of Arkansas, specializing in statistical models for analyzing business cycles.
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Senior Director Of Data ScienceSparrow Oct 2022 - PresentLas Vegas, Nv, Us -
National Manager (Director), Data ScienceToyota Financial Services Apr 2021 - Oct 2022● Managed a data science team of two managers and eight analysts to support several aspects of new account origination including pricing, credit risk, residual value risk, fraud, and profitability.● Developed a suite of models to optimize pricing in order to maximize expected profit, taking into consideration risk, and customer demand. Due to a lack of good experimental data, a method similar to propensity score matching was used in order to make observational data more closely resemble experimental data. Models were then estimated for elasticity of demand, charge-off, early pay off, and the profit associated with each event.● Managed a data science team for consumer credit risk focusing on new account originations. Worked closely with the strategy team in Risk as well as the Sales department to ensure all models met their needs.● Developed a new predictive model for originations risk using a modular, ensembled approach. Separate models were built using bureau data, and application data, for both the primary applicant and the co-applicant. These models were then combined into a final risk score for the loan.● Deployed a new decision engine for loan originations using open source resources (Python) to replace legacy Experian decision engine (Experian Strategy Manager). This included the newly developed originations risk model, as well as all credit rules, fraud rules, legal rules, etc. Worked closely with IT to deploy in the cloud using Kubernetes (within AWS).● Built framework for interpretable machine learning models for credit granting decisions in order to provide adverse action reasons regardless of model estimation technique.● Developed first originations risk model for Mazda Financial Services, and Bass Pro Shop Financial Services.● Model Governance – one of five governance team leads overseeing model peer review across TFS.
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Manager, Data ScienceToyota Financial Services Jul 2018 - Apr 2021
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Vice President - Global Modeling & Risk AnalyticsCiti Jun 2017 - Jul 2018New York, New York, Us● Responsible for collections risk strategy development within the Global Modeling & Risk Analytics team for Citi’s Mexico portfolio (Banamex)● Established optimal collections contact strategy using conditional probability to calculate the Expected Value maximizing strategy● Developed new account-level risk segmentations for credit cards & installment loans early stage delinquency● Optimized external agency account placement using scores & segmentation to profit maximize collection effort -
Assistant Vice President - Predictive ModelingCredit One Bank Sep 2014 - May 2017Las Vegas, Nv, Us● Manager of the predictive modeling team for Credit One Bank. Managed 4 other model developers to service various departments within the bank by creating models to predict credit risk, fraud risk, response to marketing campaigns, revenue, credit card usage, attrition, collections, customer service call volume, macroeconomic stress testing, etc. which has generated tens of millions of dollars in incremental profit over 2 years.● Designed first underwriting strategy for the bank for prime customers.● Designed the bank’s first custom acquisition fraud & custom transaction fraud models.● Created the first suit of models for the bank using demographic and geo-aggregated credit data● Redesigned the collections strategies (decision trees) to accommodate new vendor scores● Created an algorithm for assigning optimal credit lines at the time of underwriting● Maintain the model used for reserves against loan losses and audit of method accuracy● Developed first macroeconomic stress test model for the bank using Vector Autoregression (VAR) -
Distinguished Doctoral Fellow-EconomicsUniversity Of Arkansas Aug 2010 - May 2014Fayetteville, Ar, Us● Taught Principles of Macroeconomics for 6 semesters to large classes (greater than 120 students)● Received student-based reviews substantially higher than the college and department averages: 4.77/5.00 compared to 4.14/5.00 for the economics department and 4.24/5.00 for the college.● Teaching assistant for several higher-level economics courses: Forecasting, International Trade, International Macroeconomics and Finance, and Graduate Macroeconomics I.● Research assistant on Center for Business and Economic Research Projects: “Reviewing Arkansas’s Position in the Knowledge-Based Economy” (2011) and “Estimating the Economic Impact of the Mercy Health System in the State of Arkansas” (2010), writing, revising, collecting and analyzing data.
Jared Reber Skills
Jared Reber Education Details
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University Of ArkansasEconomics -
University Of ArkansasEconomics -
University Of ArkansasMathematics Minor
Frequently Asked Questions about Jared Reber
What company does Jared Reber work for?
Jared Reber works for Sparrow
What is Jared Reber's role at the current company?
Jared Reber's current role is Senior Director of Data Science at Sparrow.
What is Jared Reber's email address?
Jared Reber's email address is ma****@****ail.com
What is Jared Reber's direct phone number?
Jared Reber's direct phone number is +170249*****
What schools did Jared Reber attend?
Jared Reber attended University Of Arkansas, University Of Arkansas, University Of Arkansas.
What skills is Jared Reber known for?
Jared Reber has skills like Microsoft Office, Research, Data Analysis, Teaching, Microsoft Excel, Higher Education, Spss, Matlab, Financial Modeling, Statistics, Economics, Leadership.
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