AI Backlash Requires Visible Job Loss

Negative public sentiment about AI does not automatically create political backlash; a measurable and visible economic shock — for example a ~2 percentage‑point rise in unemployment attributed by the public to AI — is the more likely trigger for sustained populist opposition. Short polling snapshots of dislike are weak predictors of policy or electoral consequences without an economic mechanism people can point to. — This reframes debates about AI politics from attitudinal alarm (poll numbers) to concrete economic thresholds that policymakers and companies should monitor and plan around.