Original Coverage & Source Attribution: corporate.vanguard.com
Today, most occupations contain tasks complementary to AI. We’re spending less time on repetitive, rules-based tasks that can be captured in an algorithm and more time on uniquely human tasks.
AI’s path combines three mechanisms of technological change. Automation brings efficiency gains as tasks shift from human to machine execution. Augmentation is when machines enhance human productivity. And transformation happens when general-purpose technologies fundamentally reorganize economic production.
History offers perspective on the timeline ahead. Electricity initially depressed productivity as factories and workers adapted. The surge came only after decades of reorganization. Digital computers emerged in the 1940s, but their impact accelerated only in the late 1980s and 1990s. AI appears positioned to unfold over an accelerated timeline.




