1. Educational and Awareness Purpose

All calculations, projections, alternative achievement metrics, and economic estimates provided by this platform are for informational and behavioral awareness purposes only. They do not constitute official career, academic, or financial consulting advice.

2. Disclaimer of Liability

The calculations assume standardized historical values (such as a baseline 16-hour waking day and fixed study hour blocks) and are intended as generalized approximations rather than an absolute auditing fact engine.