Data, AI, & Machine Learning
Why Businesses Need Better KPIs Before Reshaping the Workforce for AI
The real risk isn't measuring productivity incorrectly—it's making workforce decisions based on those flawed measures.
The real risk isn't measuring productivity incorrectly—it's making workforce decisions based on those flawed measures.
Organizations that resist the push to trade entry-level workers for AI may end up better off in the long term.
In the Gulf region, tensions that escalated in February 2026 have not halted hiring activities; however, the process has become more protracted, selective, and contingent.
AI-enabled tools are taking on key functions of human resources. HR professionals risk being displaced if they don’t devise a stronger strategic role for themselves.
Leaders’ messaging can become distorted when they’re under pressure — and inadvertently shut people out.