AI Adoption and Workforce Preparedness: Implications from a District-Level Study in Andhra Pradesh

Abstract

This mixed-methods study examines the psychological impact of Artificial Intelligence (AI) adoption among employees in semi-urban India, focusing on Rajahmundry, East Godavari District, Andhra Pradesh. Using both quantitative (SPSS v26) and qualitative (NVivo v14) techniques, data were gathered from 120 participants across banking, IT-enabled services, healthcare, education, and agri-tech sectors. Results indicate that structured AI training (β = 0.53, p < 0.01) and perceived usefulness significantly enhance positive attitudes toward AI, while age (r = –0.39, p < 0.05) and sectoral differences predict anxiety and resistance. Qualitative themes—Empowerment vs. Displacement, Lack of Exposure = High Anxiety, and Trust in Training—reveal cognitive and emotional nuances underlying employee adaptation. The study underscores the necessity of human-centered AI integration emphasizing empathy, communication, and training.