19min chapter

Super Data Science: ML & AI Podcast with Jon Krohn cover image

752: AI is Disadvantaging Job Applicants, But You Can Fight Back

Super Data Science: ML & AI Podcast with Jon Krohn

CHAPTER

Challenges and Solutions in AI-Based Hiring Processes

Exploring the obstacles faced by companies in managing high volumes of job applications, the chapter delves into the necessity of a comprehensive approach to hiring utilizing tools like resumes, assessments, and virtual reality. It stresses the importance of conducting longitudinal studies to evaluate AI tools' effectiveness while underlining the need for transparency and pilot testing to mitigate discrimination. The discussion covers the significance of removing biases from machine learning models, involving diverse individuals in tool development, and post-development testing to address discriminatory outcomes in hiring processes.

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