02 · experience

Where the hours went.

Three years of data work in fintech, a statistics degree, and an MSc in progress. Here's the detail.

work

(jun 2021 – jul 2024) · gurugram, india

Data Analytics Engineer

@ Galytix

Three years in fintech, turning unstructured financial reports into analyst-ready datasets for credit analysts at Société Générale.

  • 1,200+global companies
  • 120+Fortune 500 firms
  • 2 h/dayprocessing time saved
  • ~20%more throughput at peak
  • 10interns led
  1. Built and deployed end-to-end ETL pipelines in Python and SQL that extracted, transformed and structured financial reports for Société Générale into analyst-ready datasets covering 1,200+ global companies, including 120+ Fortune 500 firms.

  2. Processed unstructured and semi-structured inputs, including scanned PDFs and financial tables in mixed layouts, into a single standardised schema.

  3. Designed normalisation logic that reconciled inconsistent reporting formats across institutions and fiscal years, giving credit analysts directly comparable metrics across companies and removing manual reconciliation from their workflow.

  4. Automated document extraction with Python and OCR tooling, cutting processing time by two hours per day and lifting throughput by about 20% during peak reporting periods.

  5. Led a team of 10 interns across delivery teams as project lead, owning planning, task allocation and delivery against reporting deadlines.

  6. Trained incoming interns on Python and OCR tooling so they could own extraction work independently.

  • Python
  • SQL
  • ETL
  • OCR
  • Data modelling
  • Normalisation
  • Team lead

education

  1. (sep 2025 – aug 2027, expected)

    Vrije Universiteit Amsterdam

    MSc Business Analytics, Computational Intelligence track

    Courses: Advanced Machine Learning, Deep Learning, Natural Language Processing, Applied Stochastic Modelling, Statistical Models, Optimisation of Business Processes.

    Six-month graduation internship, February to August 2027.

    amsterdam, netherlands

  2. (jun 2018 – jun 2021)

    Kirori Mal College, University of Delhi

    BSc (Hons) Statistics

    CGPA 8.12/10

    delhi, india

toolkit

What I work with.

programming

  • Python
  • SQL (MySQL, PostgreSQL)
  • R
  • Bash

data engineering

  • ETL and ELT pipelines
  • Data modelling and normalisation
  • OCR and unstructured document extraction
  • Data quality checks
  • Pandas
  • NumPy

machine learning

  • scikit-learn
  • PyTorch
  • LightGBM
  • Learning-to-rank
  • Recommendation systems
  • NLP
  • Text classification
  • Information extraction
  • Deep learning

statistics & analytics

  • Statistical modelling
  • Stochastic modelling
  • Feature engineering
  • Temporal validation
  • Counterfactual simulation
  • A/B evaluation
  • Optimisation of business processes
  • Dashboards (Streamlit)

cloud & tooling

  • AWS
  • Git
  • Linux
  • Streamlit

languages

  • English (professional)
  • Hindi (native)
  • Dutch (learning)
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