Three Task Types inside One Job Picture Member for 1 year 11 months Real name SIAI Chart Bio SIAI Chart Input Oct 7, 2026 20:46 Modified Oct 7, 2026 20:54 Figure 1: Substitution and complementarity pull in opposite directions inside the same job and a single exposure score adds them together. Related article: Artificial Intelligence and the Job Market: Jobs Created and Lost at Once Picture Member for 1 year 11 months Real name SIAI Chart Bio SIAI Chart Previous Why Opposing Task Effects Look Calm in Aggregate Next The staircase from memorized fact to tranferable understanding 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