Not everything worth noting fits under aftermarket dynamics or chemical disclosure. This log is the catch-all — media requests, data curiosities, and short analyses that came up along the way and seemed worth writing down.

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What "Michigan Ranks #5" Actually Tells You

Prompted by a Detroit News media request, a closer look at why Michigan's No. 5 ranking in five-year business survival is close to meaningless on its own — a rank is not a measurement, and a state's own trend against the national average tells you far more. Also gets into the selection problem hiding underneath any survival-rate comparison. Includes an interactive explorer of BLS survival-rate data by state.