Summary
Overview
Work History
Education
Skills
Accomplishments
Software
Timeline
CustomerServiceRepresentative
Vina Pawar

Vina Pawar

Data Scientist
Pune

Summary

Passionate and Motivated Data Science Engineer with over 6 years of work experience in predictive analytics, statistical modelling and data analytics with strong hold in Banking and Insurance domain. Extensive experience in building Machine Learning models for different business problems.

Overview

8
8
years of professional experience
3
3
Languages

Work History

System Analyst

Cybage Software Pvt Ltd
Pune
01.2022 - Current
  • Collaborated with upper management to drive strategy and implement new processes.
  • Researched and adopted new technologies to add value to existing offerings.
  • Assessed data modeling and statistics to integrate high-level business processes with data rules.
  • Worked on web scraping using Python libraries for extracting data from live marathon event.
  • Worked on real time bidding system. Created Bidding value simulator using CTR model prediction.

Manager

Bajaj Finserv Direct Limited
Pune
07.2018 - 12.2021
  • Received Extra Mile and Limelight award
  • Response Scorecard - Developed models for defining customer's propensity of response for different products
  • Models are showing significant differentiation in terms of conversion and cost for all products like ULIP, Term and Health insurance products
  • Successfully developed Mobile App Registration Propensity Model using statistical modeling.
  • It helped for better customer acquisition at low CPR
  • Created Pre-approved sum assured offers for health and ULIP products based on customer's affinity profile
  • Model Monitoring - Monitored all developed models in terms of CPL, CPR , population stability index(PSI) and trend changes.

Analytics Engineer - Machine Learning

Aureus Analytics
Mumbai
01.2016 - 06.2018
  • Developed algorithm which creates Customer ID and Household ID for Insurance customers
  • Developed model which predicts early claims at the time of policy issuance for one of the largest insurance company in India
  • Developed model which captures propensity of renewal payments in the subsequent months for one of the insurance company in India
  • Created clustering model which finds natural groups within due and grace policies
  • Developed different model to predict purchase propensity of different types of customers
  • Built model which predicts dengue infection in the early phase of an illness.

Education

M-Tech -

Center For Mathematical Modeling And Simulation
Pune University
06.2014 - 2016.05

Bachelor of Science - B.E (EnTC)

Pimpri Chinchwad College of Engineering
Pune
06.2009 - 2013.05

Skills

Data Mining

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Accomplishments

  • Studied and compared performance measures of different supervised learning algorithms by applying different pre-processing techniques on different types of data
  • Awarded with the Lime Light award for developing to Mobile registration model.
  • Search Result Relevance - Developed model which classifies text data based on product relevance using different supervised algorithms, Used NLP techniques like stemming, TF/IDF and tokenization
  • Awarded with Extra Mile Award for extending my work for other projects without affecting my target/ deadlines.
  • BNP Paribas Cardiff Claims Management - This was anonymized database with two categories of claims one is claim for which approval is needed and another one is claim for which additional information is required and the goal is to predict the category of a claim based on features. This was a Kaggle competition and I got ranked in top 21% bucket
  • Product Classification Challenge - Developed predictive model which can distinguish between different product categories of one of the e-commerce company
  • Loan Prediction - Developed model which predicts the loan eligibility based on customers historical data. This competition was held by Analytics Vidhya and I was at 76th position on leader board.

Software

Python

R

Matlab

Scilab

Azure

AWS sagemaker

SQL

C

JAVA

Timeline

System Analyst

Cybage Software Pvt Ltd
01.2022 - Current

Manager

Bajaj Finserv Direct Limited
07.2018 - 12.2021

Analytics Engineer - Machine Learning

Aureus Analytics
01.2016 - 06.2018

M-Tech -

Center For Mathematical Modeling And Simulation
06.2014 - 2016.05

Bachelor of Science - B.E (EnTC)

Pimpri Chinchwad College of Engineering
06.2009 - 2013.05
Vina PawarData Scientist