Summary
Overview
Work History
Education
Skills
Websites
Hobbies and Interests
Timeline
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Rahul Singh

Rahul Singh

New Delhi

Summary

Data Scientist at Herofincorp specializing in predictive modeling and data visualization. Increased profitability by 15% through advanced analytics and strategic insights. Proficient in Python with strong analytical skills, transforming complex data into actionable business strategies.

Overview

4
4
years of professional experience

Work History

Data Scientist

Herofincorp
12.2023 - Current
  • Developed Economic Profit (EP) calculations by creating micro-segments based on campaign type, lifetime bounce, and customer type. Factored in metrics such as revenue, explicit costs, and implicit costs to compute EP values. These insights highlighted segment-level profitability and contributed to a 15% improvement in overall profitability.
  • Developed a dashboard to monitor campaign performance across EP segments, tracking metrics like EP value, bucket-X resolution, bucket-X bounce, FEMI/SEMI bounce, FPD/SPD, and 30+ DPD over the first 6 months and others metrics—enabling month-on-month performance analysis by segment and campaign.
  • Identified small-ticket loan opportunities by cross-selling personal loans to existing electric two-wheeler customers, uncovering ₹147 crore in potential disbursements from low-risk customer segments.
  • Developed an advanced delinquency behaviour scorecard model for two-wheeler loan (TWL) to loyalty personal loan (LPL) utilizing XGBoost, achieving a Gini coefficient of 47% for predicting customer defaults. Successfully reduced the portfolio bad rate by 63% through the strategic implementation of this high-accuracy predictive model.
  • Developed risk-based pricing segments using past performance metrics (bounce, DPD), risk scores, and propensity scores to assign differentiated interest rates, resulting in a 15% optimization in interest rate strategy.
  • Developed a behaviour scorecard model for LPL to Top-up loans using XGBoost, achieving a Gini coefficient of 52%. Conducted swap-in/swap-out analysis with the model, leading to an 18% increase in the eligible customer base and a 54% reduction in bad rate.

Data analyst

OPK E services
04.2023 - 12.2023
  • Developed a predictive model using random forest by understanding the preferences and behaviours of different customer groups with 87.6% of accuracy.
  • Analysed campaign and customer segment performance metrics, including open rate, click-to-open rate, click rate, and eCPM. Identified customer segments with bi-weekly performance patterns and implemented targeted campaigns, resulting in 8.2% increase in eCPM.
  • Automated campaigns in Python to reduce execution time and minimize errors.
  • Analysed customer behaviour and segmented users based on their behaviour, resulting in a 15% increase in click-rate.

Junior Data Analyst

Tarni Enterprises
07.2021 - 03.2023
  • Maintaining databases of daily production, inventory and dispatch on daily basis.
  • Carry out basic data analyses and produce written reports of findings, using tools like MS Excel or Power BI.
  • Help develop dashboards and visualizations to give non-technical personnel oversight of company data sources.

Education

B. Tech - Civil Engineering

Dr. APJ Abdul Kalam Technical University
Lucknow
01.2019

Skills

  • Microsoft Excel
  • Python programming
  • Data manipulation with Pandas and Numpy
  • Data visualization with Matplotlib and Seaborn
  • Machine learning with Scikit-Learn
  • Predictive modeling techniques (Random Forest, Linear regression, Logistic regression, Decision Tree, Xgboost)
  • SQL
  • Statistical analysis
  • Exploratory data analysis (EDA) and data cleaning processes
  • Version control with GitHub
  • Amazon Web Services (AWS)
  • Deep learning frameworks (Keras and TensorFlow)
  • Neural networks architecture (ANN and CNN)

Hobbies and Interests

  • Sketching
  • Watching movies
  • Cooking

Timeline

Data Scientist

Herofincorp
12.2023 - Current

Data analyst

OPK E services
04.2023 - 12.2023

Junior Data Analyst

Tarni Enterprises
07.2021 - 03.2023

B. Tech - Civil Engineering

Dr. APJ Abdul Kalam Technical University
Rahul Singh