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RohithDonthi/README.md

Hi, I'm Rohith 👋

Data Scientist specializing in credit risk modeling and energy market analytics, with an MS in Data Science (Statistics Track) from Rutgers University.

I build end-to-end ML pipelines - data → modeling → calibration → monitoring - and I'm especially interested in problems where statistical rigor and domain context both matter: credit underwriting, energy markets, and policy analysis.

Featured projects

Credit Underwriting & Decisioning System Production-style underwriting pipeline: calibrated PD model → scorecard (PDO) mapping → decision/reason codes → PSI drift monitoring, built on a fully synthetic, compliance-documented credit bureau dataset.

Energy Market Forecasting & Policy Impact Analysis Forecasts U.S. state-level electricity generation mix (50 states, 1990–2023) using CLR-transformed compositional time series and per-state VAR models - including an honest benchmark against a persistence baseline.

Background

  • Data Science Intern, Synergy Resources - built a credit underwriting pipeline (AUC 0.87) supporting a 50K+ account portfolio
  • Statistics Grader & Mentor, Rutgers University (2 years)
  • Certifications: Bloomberg Market Concepts (BMC), Financial Statistics & Risk Management (FSRM)

Toolbox

Python XGBoost LightGBM TensorFlow scikit-learn statsmodels pandas · AWS (S3, EC2, Lambda) Docker · SQL

Let's connect

LinkedIn

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  1. credit-underwriting-decisioning-system credit-underwriting-decisioning-system Public

    End-to-end underwriting decisioning pipeline with time-based validation, calibrated probability outputs, scorecard mapping, and monitoring-ready artifacts.

    Jupyter Notebook

  2. Energy-Market-Forecasting-and-Policy-Impact-Analysis Energy-Market-Forecasting-and-Policy-Impact-Analysis Public

    Forecasting U.S. state-level electricity generation mix (50 states, 1990–2023) using CLR transformation and VAR models - benchmarked against a persistence baseline.

    Jupyter Notebook

  3. Online-News-Popularity-Prediction Online-News-Popularity-Prediction Public

    Predicting online news article popularity using regression, regularization, and ANN models in R and Python.

    Jupyter Notebook

  4. rohithdonthi.github.io rohithdonthi.github.io Public

    HTML