Generative Al$-$Based Hiring Platform

$[12$ Marks$]$

A startup, TalentGenAl, developed a generative Al model to screen job applications and generate ranked candidate lists for recruiters. However, the following issues were reported:

$$Bias in Recommendations: The model frequently ranked male candidates higher for leadership roles, even when female candidates had equivalent or better qualifications.

$$Proliferation of Misinformation: The generated feedback for candidates included incorrect claims about company policies, causing confusion.

$$High Carbon Footprint: Training the model required vast computational resources, raising environmental concerns among stakeholders.

Answer the following questions:

$$What could be the reasons for the above issues?

$$Analyze the ethical concerns in the TalentGenAl system, focusing on bias and misinformation. Suggest strategies to mitigate these issues.

$$Address the environmental impact of training such a model and propose measures to make the process more sustainable.