Senior Data Analyst / Data Science Engineer (Python & Statistical Mode

Tekskills Inc.

Kolkata District

On-site

INR 2,500,000 - 5,000,000

Full time

3 days ago
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Job summary

Tekskills Inc. in Gurugram seeks a Senior Data Analyst / Data Science Engineer with 7+ years of hands-on Python analytics experience. You will migrate Excel models into robust Python pipelines and productionize them with tests, documentation, and governance.

You will design and validate regression and time-series models, wrangle large datasets, and collaborate with data engineering, BI, and stakeholders to translate business needs into analytics solutions.

Qualifications

  • 7–10 years in analytics/data science with demonstrable Python proficiency (pandas, numpy, statsmodels, scikitlearn).
  • Strong command of regression techniques (linear, logistic, regularization, model diagnostics).
  • Proven experience converting Excel models into Python (complex formulas, lookups, VBA logic to Python pipelines).
  • SQL proficiency for data extraction and joins; solid EDA and data quality practices.

Responsibilities

  • Migrate existing Excel-based analytical/financial/statistical models into Python with parity and robustness.
  • Design, build, and validate regression and related models (linear, logistic, ARIMA, Prophet).
  • Data wrangling, EDA, feature engineering, handling missing data, outliers.
  • Model governance: document assumptions, diagnostics, backtesting, and performance metrics.
  • Productionize models into versioned modules/pipelines; write unit tests and data validation checks.

Skills

Python
pandas
statsmodels
scikit-learn
Regression
Data wrangling
Git
Airflow

Tools

Git
Airflow
Docker
OpenPyXL
xlwings

Job description

Role: Senior Data Analyst / Data Science Engineer (Python & Statistical Modelling)
Location: Gurugram
Role Overview

Core mission: Own and productionize statistical models in Pythonprimarily regression and forecasting—by translating legacy Excel models into robust, tested, and scalable Python pipelines.

We’re looking for a Senior Data Analyst / Data Science Engineer with 7+ years of handson experience in Python-based analytics, statistical modelling (regression, forecasting, GLM), and strong data wrangling. You will convert complex Excel models into Python, validate parity, enhance them with software engineering best practices, and deploy them as reusable components/pipelines. The ideal candidate is equally comfortable discussing model assumptions with business stakeholders and implementing productionready code with tests and documentation.

Responsibilities
  • Migrate existing Excel-based analytical/financial/statistical models into Python with feature parity, improved performance, and robust error handling.
  • Design, build, and validate regression and related statistical models (e.g., Linear/Multiple Regression, Logistic, Elastic Net, Timeseries/ARIMA/Prophet, Panel data as applicable).
  • Data wrangling & EDA: Clean, join, transform large datasets; exploratory analysis; feature engineering; handling outliers and missing data.
  • Model governance: Document assumptions, diagnostics (VIF, residuals, multicollinearity, heteroskedasticity), backtesting, and performance metrics (RMSE/MAE/AUC as relevant).
  • Productionization: Package models into versioned Python modules/notebooks/pipelines; write unit tests, data validation checks, and automation scripts (e.g., cron/Airflow).
  • Stakeholder engagement: Translate business questions into modelling problems; communicate insights, tradeoffs, and explain model outcomes to nontechnical audiences.
  • Collaboration: Partner with data engineering to access data; with BI teams to publish results (dashboards, APIs); with product/ops to integrate into decision flows.
  • Optimization: Refactor legacy logic, improve runtime, and reduce manual effort through automation and reproducible analysis.
  • Documentation & handover: Clear readme, change logs, model cards, and SOPs for ongoing maintenance.
Musthave qualifications
  • 7–10 years in analytics/data science with demonstrable Python proficiency (pandas, numpy, statsmodels, scikitlearn).
  • Strong command of regression techniques (linear, logistic, regularization, model diagnostics, crossvalidation).
  • Proven experience converting Excel models into Python (e.g., complex formulas, lookups, macros/VBA logic translated to Pythonic pipelines).
  • SQL proficiency for data extraction and joins; solid EDA and data quality practices.
  • Clear, structured communication; stakeholder management and requirement grooming.
  • Version control (Git), notebook hygiene, and documentation habits.
Nice to have
  • Timeseries modelling (ARIMA/SARIMA/Prophet), survival analysis, or Bayesian methods.
  • Workflow orchestration (Airflow/Prefect), CI/CD for analytics, basic Docker.
  • Experience with Excel/VBA for model understanding; OpenPyXL/xlwings helpful.
  • Cloud exposure (AWS/GCP/Azure) for data/compute; basic API integration.
  • Visualization: matplotlib/seaborn/plotly; BI tools (Power BI/Tableau).
  • Domain exposure to financial modelling, pricing, marketing analytics, risk, or operations (as applicable).
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