Development of an open-source gamified scientific career manager for thriving researchers

This protocol describes how platform data will be processed, analyzed, and interpreted:

• Descriptive Analytics: Methods for summarizing user engagement and activity trends.
• Statistical Modeling: Steps for applying regression models, correlations, and machine learning techniques to assess platform effectiveness.
• Meta-Research: Protocols for aggregating and anonymizing data for system-level analysis of academic careers.