Censo Escolar 2022

Exploratory Data Analysis about Brazil's private schools

This project was made by Victor Vilela.

1. The Company.

1.1 Business Problem

1.2 Objective

2. Business Assumptions.

3. Solution Strategy

My strategy to solve this challenge was inspired by CRIPS-DS :

3.1. Final Product

3.2. Tools

3.3. Process

Step 01. Data Description:

Step 02. Feature Engineering:

Step 03. Data Filtering:

Step 04. Exploratory Data Analysis:

Step 05. Data Preparation:

Step 06. Feature Selection:

Step 07. Machine Learning Modelling:

Step 08. Hyperparameter Fine Tuning:

Step 09. Convert Model Performance to Business Values:

Step 10. Deploy Model to Production:

4. Top 3 Data Insights

Hypothesis 01:

True/False.

Hypothesis 02:

True/False.

Hypothesis 03:

True/False.

6. Business Results

7. Conclusions

8. Lessons Learned

9. Next Steps to Improve