Artificial Intelligence-Driven Organizational Learning and Its Effect on Job Performance: Evidence from Healthcare Professionals in Punjab, Pakistan

Abstract

The growing deployment of Artificial Intelligence (AI) in healthcare systems is transforming how employees learn, process information, and perform job-related tasks. Despite this transformation, limited empirical evidence exists regarding the mechanisms through which AI influences employee performance in developing country healthcare contexts. This study investigates the relationship between Artificial Intelligence and Job Performance, emphasizing the mediating role of Organizational Learning among healthcare professionals in Pakistan. Drawing upon Social Cognitive Theory, the study positions AI as an external environmental force that shapes cognitive learning processes within healthcare organizations. These enhanced learning processes subsequently translate into improved employee performance outcomes. A quantitative, cross-sectional design was employed, and data were collected from 284 healthcare professionals working in major public and private hospitals across Punjab, Pakistan. The data were screened using SPSS 26 to ensure accuracy and analyzed using SmartPLS 4 through structural equation modeling with bootstrapping procedures. The findings demonstrate that Artificial Intelligence strengthens Organizational Learning mechanisms, which in turn significantly enhance Job Performance. Moreover, Organizational Learning acts as a key transmission pathway linking AI with employee performance outcomes. The results highlight that the effectiveness of Artificial Intelligence in healthcare is largely dependent on its ability to reinforce learning behavior within organizations rather than acting as a standalone performance driver. This study extends the application of Social Cognitive Theory in digital healthcare environments and offers practical insights for hospital management and policymakers on leveraging AI to improve workforce learning and performance in emerging economies.

Keywords: Artificial Intelligence, Organizational Learning, Job Performance, Healthcare Workforce, Pakistan Hospitals, PLS-SEM, Digital Transformation

https://doi.org/10.5281/zenodo.21177738