Abstract: The valuation of start-up firms is challenging, yet highly relevant for entrepreneurs and financiers alike. We reverse-engineer fair-value multiples by comparing the firm value at the time of financing with the firm value at the time of exit. Our framework produces reliable valuation multiples from observed venture capital transactions per industry and financing round. Despite their simplicity, sanity checks confirm that our multiples are highly performant in describing common valuation characteristics. Valuation multiples are higher when more experienced investors are involved, and when the exit occurs through an IPO rather than an M&A. In contrast, later stage financing rounds and larger investment consortia are associated with lower valuation multiples.