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freelancer.com 2026-04-29 🟠

🔹 AI Sales Forecasting with Industry News
👤 Client: 🇮🇳 NOIDA, India Member since 2024-04-21
💰 Price: $11 Average bid
🚩 Problem: Automate sales forecasting by integrating real-time industry news into historical sales data for accurate predictive insights.
📦 Existing: Live Excel workbook capturing daily sales numbers.

Specifications:

[Target] Historical and future sales predictions, factoring in industry news.
[Method] Real-time web scraping or API integration for news, automated model training with pandas, scikit-learn, Prophet, LangChain.
[UI/UX] Interactive dashboards for historical performance, current trajectory, and forecast comparisons.
[Stack] Python (pandas, scikit-learn, Prophet, LangChain), Flask/Django for web interface, News API or custom scraping script.
[Security] Data encryption in transit and at rest, secure authentication for model updates.
[Format] JSON for data exchange, HTML/JS for dashboards.

Workflow:

1. Develop a Python script to import the fixed-structure Excel workbook.
2. Implement web scraping or API integration for real-time industry news headlines and summaries.
3. Train a forecasting model using historical sales data and integrated news factors with Prophet or scikit-learn.
4. Create visual dashboards comparing historical performance, current trajectory, and forecast predictions.
5. Ensure the system is set up for reproducibility and easy rerun by providing clear setup instructions.