Bankruptcy in Poland

In this project, you’ll work with financial data from the Emerging Markets Information Service. You’ll look at financial indicators from Poland and Taiwan and build a model that predicts bankruptcy.

We’ll explore data collected by a team of Polish economists studying bankruptcy. Your goal is to build a model that can predict whether a company will go bankrupt or not.

We were able to:

  • Navigate a file system from the Linux command line
  • Load and save files using Python
  • Address imbalanced data using resampling techniques
  • Evaluate a model using classification metrics like precision and recall

This project consists of 5 Notebooks:

  1. Working with JSON files
  2. Imbalanced Data
  3. Ensemble Models: Random Forest
  4. Gradient Boosting Trees
  5. Bankruptcy in Taiwan

You can find the whole project blog here