What Firm-Level AI Adoption Can Hide Picture Member for 1 year 11 months Real name SIAI Chart Bio SIAI Chart Input Sep 20, 2026 18:46 Modified Sep 20, 2026 18:54 Figure 2: Aggregate adoption can conceal very different barriers and incentives by age. Related article: Generational Gap in AI: Why Age Alone Does Not Explain Adoption Picture Member for 1 year 11 months Real name SIAI Chart Bio SIAI Chart Previous Why Externalization Costs Appear Late Next Two Different Routes Into AI Use Similar Post Oct 7, 2026 20:46 Three Task Types inside One Job Oct 7, 2026 20:46 Why Opposing Task Effects Look Calm in Aggregate Oct 7, 2026 20:27 Automation Adoption by 2035 across US Occupational Groups Oct 7, 2026 20:27 Projected Job Growth by US Occupation, 2025-2035 Oct 7, 2026 20:22 What Causal Reasoning and LLM Access Contribute Oct 7, 2026 20:22 Building a Workforce That Pairs Causal Reasoning with LLMs Oct 7, 2026 13:36 Effects of Causal Training and ChatGPT on Seven Outcomes Oct 7, 2026 13:36 Expected Training Needs for Every 100 Workers by 2030 Oct 5, 2026 21:36 Verification Failure Under the Original Proof Checker