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variance-analysis

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Demo on the capability of Yandex CatBoost gradient boosting classifier on a fictitious IBM HR dataset obtained from Kaggle. Data exploration, cleaning, preprocessing and model tuning are performed on the dataset

  • Updated Dec 5, 2019
  • Jupyter Notebook

Job-ready FP&A & Financial Analytics portfolio—forecasting, variance analysis, KPI dashboards, and executive reporting (Python/SQL).

  • Updated Mar 13, 2026
  • Python

Rental income and maintenance cost variance analysis for a property management company. Built in PostgreSQL covering 5 related tables, 1,800+ transaction records, and 7 business questions using JOINs, GROUP BY, CASE WHEN, HAVING, CTEs, and subqueries.

  • Updated Mar 21, 2026

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