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freelancer.com 🟡 2026-05-12

🔹 Sales Forecasting Model using Meta's Prophet
👤 Client: 🇧🇷 MONTES CLAROS, Brazil Member since 2026-02-13
💰 Price: $141 Average bid
🚩 Problem: Develop a robust monthly sales forecasting solution to compare automated forecasts against manual ones.
📦 Existing: [Dataset: Historical sales data for various products]

Specifications:

[Target] Implement the Prophet model for sales forecasting based on historical data.
[Method] Develop Python code or an application that updates forecasts monthly and compares them with manual forecasts.
[UI/UX] Not specified
[Stack] Python, Meta's Prophet library, Pandas, Matplotlib (for visualization)
[Security] Ensure data privacy and security during processing and storage of sensitive sales information.
[Format] Output should be in CSV or JSON format for easy integration with existing systems.

Workflow:

1. Clean and preprocess the historical sales dataset to ensure accuracy and consistency.
2. Implement the Prophet model to fit the historical data and generate initial forecasts.
3. Develop a Python script or application that automates the monthly updating of forecasts.
4. Integrate a feature for comparing automated forecasts with manual inputs provided by sales representatives.
5. Test the solution thoroughly, ensuring accuracy and reliability of both forecasting methods.
6. Provide clear visualizations and insights into future sales performance.

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