price = value of an option 2. Names matched using U.S. Social Security database** 3. Study included 180,000 employees, 6,000+ companies, and 15,000+ founders *Total equity value is likely understated using this method,, but we were more interested in % than value **13.6% of the shareholders were removed because we could not match their names. We considered first names that were less than 85% associated with one gender too ambiguous to classify. We were limited to male and female given this data set, we’d like to include non-binary in future research.