Factor-based Quantile Forecasting with Textual Data (replication data)
Abstract
This script automatically generates synthetic financial news related to the USD/CAD exchange rate using the ChatGPT API. For each iteration, the script randomly selects historical dates and requests AI-generated news articles conditioned on those dates. The generated content is then stored in three formats: JSON, CSV, and PDF, enabling easy replication, inspection, and downstream analysis. The script requires Python, access to the ChatGPT API, and standard Python libraries. A valid API key must be provided by the user to execute the code.
Fields of Study & Subjects
Stock Market Forecasting Methods
Forecasting Techniques and Applications
Financial Markets and Investment Strategies
Publication details
- Journal / source
- ZBW Journal Data Archive
- Publication date
- 4 February 2026