This research examines why businesses remain in disaster-prone regions despite increasing climate risks. Using satellite imagery and business location data, it shows that firms often stay because local supplier networks, skilled labor pools, and community relationships create valuable economic advantages. Strengthening community resilience may therefore be more effective than encouraging relocation.

This research investigates why many organizations fail to implement AI effectively, focusing on readiness rather than technology. In automotive after-sales services, it identifies gaps between systems and AI ambitions. The study develops a framework aligning people, processes, and capabilities, helping organizations achieve sustainable and successful AI adoption.