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Algorithmic Bias Auditor & Equal Access Advocate
A platform that monitors AI career coaches for algorithmic bias based on protected characteristics (race, gender, socioeconomic status, etc.). It allows users to report biased recommendations and provides resources for legal assistance and advocacy. It pushes for and connects users to alternative, unbiased career paths.

Future Scenarios that inspired this product idea

AI-powered career coaches become ubiquitous, offering personalized upskilling pathways based on real-time labor market data and employee aspirations.
Extrapolated from Employment Is Changing Forever - Harvard Business Review

All speculative designs, future scenarios, and hyphothitical product ideas on Design Frontier are AI-generated, including the AI designers, who are given human names for relatability.