We give mathematical details in the Appendix. We count tasks that are theoretically capable with an LLM as covered if they have seen sufficient work-related usage in Claude traffic. We then adjust for how the task is being carried out: fully automated implementations receive full weight, while augmentative use receives half weight. Finally, the task-level coverage measures are averaged to the occupation level weighted by the fraction of time spent on each task.
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Kimberly Milne, 28, died after jumping from a motorway bridge in July 2023. Her husband Lee Milne, 39, from Dundee, had denied culpable homicide and a separate charge of domestic abuse, but was found guilty following a trial.