What drives AI adoption?

Firms that adopt are already larger, faster-growing, more technical, and more likely to be venture-backed pre-AI adoption (we control for these).

Source: Kharazian, A., Simon, L., & Stevens, R. (2026). A New Look at AI’s Impact on Jobs: Firm-Level AI Spending and Workforce Adjustment. Ramp Economics Lab. https://ramp.com/data/ai-jobs-impactGet the data