Python Customer Churn Prediction Model

Title: I will build a customer churn prediction model using Python

Description / Project Brief:
Hi, I need a freelancer to develop a machine learning model that predicts customer churn for my business. The project includes:

Data Cleaning & Preprocessing:

Handle missing values, remove duplicates, encode categorical variables.

Prepare the dataset for model training.

Exploratory Data Analysis (EDA):

Analyze trends and patterns in the dataset.

Create visualizations to show factors affecting churn.

Machine Learning Model Development:

Train a supervised learning model (like Logistic Regression, Random Forest, or KNN) to predict customer churn.

Evaluate the model using metrics like accuracy, precision, recall, and F1-score.

Report & Recommendations:

Provide a brief report summarizing insights from data and model results.

Suggest strategies to reduce churn based on model findings.

Requirements for Freelancer:

Experience in Python, Scikit-learn, and data analysis.

Ability to deliver clean, well-documented code and visualizations.

Knowledge of customer behavior analysis is a plus.

Deliverables:

Cleaned dataset ready for ML.

Python scripts or Jupyter Notebooks with preprocessing, EDA, and model training.

Visualizations and a summary report.

Timeline: 5–7 days
Budget: $60–$120 depending on dataset size and complexity