People shaping AI reached a first top leadership role in a median of 13 years at companies, versus 18 at institutes and labs

How long do people shaping AI work before stepping into their first top leadership role at an existing organization (leaving out founding roles), and how does that timeline vary across sectors, organization types and eras? Across 1,131 people with a dated first appointment as chief executive, president, chief scientist, chief technology officer, chief AI or research officer, or lab or institute director and an independent dated career start (earliest work role or completed doctorate), we estimate a median prior career span of 16 years (middle half: 9 to 24 years): 13 years at companies (386 people), 16 years at universities (373 people) and 18 years at institutes and labs (372 people). Across appointment decades, the overall median went from 14.5 years in the 1990s to 16 in 2020–2026 after a peak of 17 in the 2010s, and companies had the shortest median span in all four decades.

Key findings

• Across 1,131 people who took a top leadership role at an existing organization, the median time from a person's earliest recorded work role or completed doctorate to that first appointment is 16 years (middle half: 9 to 24 years). By sector, the median is 13 years at companies (middle half 7 to 21, 386 people), 16 years at universities (middle half 10 to 23, 373 people) and 18 years at institutes and labs (middle half 11 to 26, 372 people).
• Across the five organization types, the median prior career span ranges from 13 years at companies to 20 years at nonprofits and institutes (15 years at government bodies, 83 people, 16 years at universities, 373 people and 19 years at standalone research labs, 64 people).
• By appointment decade, the median prior career span of first-time appointed leaders went from 14.5 years in the 1990s (104 people) to 16 years in 2020–2026 (395 people) after a peak of 17 years in the 2010s (347 people), and the share entering their first top role with 20 or more prior career years went from 30% (31 of 104) to 40% (157 of 395) after a peak of 43% in the 2010s (148 of 347).
• Across all 1,131 appointed leaders, 416 (37%) held an earlier dated work role at the same parent organization before taking the leadership post (median total career span 16 years, including a median of 8 years inside that organization), and 715 (63%) were appointed without an earlier dated work role there (median career span 16 years). Internal appointments make up 60% at universities (222 of 373), compared with 16% at nonprofits and institutes (35 of 225).
• Among the 1,022 appointed leaders with a prior dated work role, those who began working at a company (303 people) reached their first top leadership role in a median of 12 years, compared with 16 years for those who started at an institute or lab (187) and 18 years for those who started at a university (532, or 52%).

Career spans by sector and organization type

By sector, companies have the most placed appointments at 386 people.

Range plot of prior career spans for 1,131 appointed leaders across 3 sectors: companies (median 13 years, middle half 7 to 21, 386 people), universities (median 16 years, middle half 10 to 23, 373 people) and institutes and labs (median 18 years, middle half 11 to 26, 372 people).

Source: People of Superintelligence career records from biographies and OpenAlex, as of 22 October 2026. Career start is the earliest dated work role or completed doctorate on or before the first top leadership role.

Data table

Sector or organization type	People	25th percentile	Median years	75th percentile	Prior role at same org	Median years at org before role	20+ prior years
Companies	386	7	13	21	116 (30%)	7	109 (28%)
Universities	373	10	16	23	222 (60%)	10	142 (38%)
Institutes and labs	372	11	18	26	78 (21%)	6	171 (46%)
↳ Government bodies	83	9	15	25	22 (27%)	9	28 (34%)
↳ Standalone research labs	64	12	19	26	21 (33%)	8	30 (47%)
↳ Nonprofits and institutes	225	11	20	27	35 (16%)	5	113 (50%)
All placed appointed leaders	1,131	9	16	24	416 (37%)	8	422 (37%)

At companies, the 386 first-time appointed leaders worked a median of 13 years before taking the role (middle half: 7 to 21 years). At universities, the median across 373 people is 16 years (middle half: 10 to 23). At institutes and labs, the median across 372 people is 18 years (middle half: 11 to 26). Appointments within 5 years of career start make up 17% of company leaders (66 of 386), compared with 12% at institutes and labs (43 of 372) and 10% at universities (38 of 373).

Splitting institutes and labs into their three underlying organization types shows government bodies at a median of 15 years (middle half 9 to 25, 83 people), standalone research labs at a median of 19 years (middle half 12 to 26, 64 people) and nonprofits and institutes at a median of 20 years (middle half 11 to 27, 225 people). Across all five organization types, the median wait spans 7 years from companies (13 years) to nonprofits and institutes (20 years).

Median prior career time was higher in 2020–2026 than in the 1990s

The four decades from the 1990s (104 people) through 2020–2026 (395 people) cover 1,045 placed leaders, with total appointments peaking in 2020–2026 at 395. Another 86 people reached their first role before 1990.

Lines showing median prior career years across 4 appointment decades (1990s to 2020–2026) for companies, universities and institutes and labs.

Source: People of Superintelligence career records from biographies and OpenAlex, as of 22 October 2026.

Data table

Appointment decade	Sector	People	Prior role at same org	25th percentile	Median years	75th percentile	20+ prior years
1990s	All sectors	104	28 (27%)	8	14.5	20	31 (30%)
1990s	Companies	23	2 (9%)	7	12	20	6 (26%)
1990s	Universities	41	19 (46%)	8	15	20	11 (27%)
1990s	Institutes and labs	40	7 (18%)	8	16	22	14 (35%)
2000s	All sectors	199	82 (41%)	9	15	22	65 (33%)
2000s	Companies	47	11 (23%)	6	11	19	11 (23%)
2000s	Universities	85	52 (61%)	10	15	20	25 (29%)
2000s	Institutes and labs	67	19 (28%)	11	17	24	29 (43%)
2010s	All sectors	347	122 (35%)	9	17	26	148 (43%)
2010s	Companies	131	39 (30%)	8	13	24	41 (31%)
2010s	Universities	112	63 (56%)	11	18	26	49 (44%)
2010s	Institutes and labs	104	20 (19%)	12	21	27	58 (56%)
2020–2026	All sectors	395	150 (38%)	10	16	25	157 (40%)
2020–2026	Companies	174	60 (34%)	7	13	20	49 (28%)
2020–2026	Universities	92	63 (68%)	14	20	26	48 (52%)
2020–2026	Institutes and labs	129	27 (21%)	10	18	28	60 (47%)

Companies had the shortest median career span in all four decades: at companies, the median went from 12 years in the 1990s (23 people) to 13 years in 2020–2026 (174 people) after a low of 11 years in the 2000s (47 people). Over the same span, the median at universities rose from 15 years (41 people) to 20 years (92 people), and at institutes and labs went from 16 years (40 people) to 18 years (129 people) after a peak of 21 years in the 2010s (104 people).

In the 1990s, 31 of 104 newly appointed leaders (30%) had 20 or more years of prior career history; that share rose to 43% (148 of 347) in the 2010s and stood at 40% (157 of 395) in 2020–2026. Over the same 1990s-to-2020–2026 span, the share appointed within 5 years of their dated career start fell from 17% (18 of 104) in the 1990s to 11% (45 of 395) in 2020–2026.

Career spans by leadership title, internal tenure and starting sector

We also compare the 1,131 appointed leaders by the kind of leadership title they took, whether they held an earlier dated work role at the same parent organization, the sector of their earliest recorded work role and their primary profile category.

Range plot comparing median and interquartile career spans across 17 groups of appointed leaders.

Source: People of Superintelligence career records from biographies and OpenAlex, as of 22 October 2026.

Data table

Dimension	Group	People	25th percentile	Median years	75th percentile
Title and sector	Company CEO or president	141	6	12	20
Title and sector	Company lab or research director	99	9	15	22
Title and sector	Company chief scientist or CTO	146	6	13	20
Title and sector	University lab or research director	345	10	16	23
Title and sector	Institute or lab director	193	9	15	23
Title and sector	Institute chief scientist or CTO	20	10	19.5	26
Title and sector	Institute or nonprofit president or CEO	159	13	22	29
Title and sector	University president	23	19	24	30
Organizational path	Appointed from outside the org	715	9	16	23
Organizational path	Promoted after prior role at org	416	10	16	24
Earliest work sector	Started work at a company	303	7	12	21
Earliest work sector	Started work at an institute or lab	187	10	16	24
Earliest work sector	Started work at a university	532	12	18	25
Profile category	Builders	65	6	10	15
Profile category	Public voices	73	6	9	21
Profile category	Lab leaders	79	6	11	16
Profile category	Researchers	914	11	17	25

By title family, lab or research directors make up 56% of first appointments (637 people, median 16 years, middle half 10 to 23), chief executives and presidents make up 29% (323 people, median 17 years, middle half 9 to 26) and chief scientists, CTOs and chief AI officers make up 15% (171 people, median 13 years, middle half 7 to 21). Among chief executives and presidents, the median prior career span is 12 years at companies (141 people, middle half 6 to 20), 22 years at institutes and labs (159 people, middle half 13 to 29) and 24 years at universities (23 people, middle half 19 to 30). Lab or research directors took a median of 15 years at companies (99 people), 16 years at universities (345) and 15 years at institutes and labs (193). Chief scientists, CTOs and chief AI officers took a median of 13 years at companies (146 people) and 19.5 years at institutes and labs (20 people).

Across all 1,131 placed leaders, 416 (37%) had an earlier dated work role at the same parent organization before the year of their leadership appointment. Those internally promoted leaders had a median total career span of 16 years (middle half: 10 to 24), including a median of 8 years at that organization before stepping into the top role (middle half: 4 to 15). The 715 leaders appointed from outside (63%) had a median prior career span of 16 years (middle half: 9 to 23), equal to internally promoted leaders. By organization type, the share promoted after an earlier dated role at the same organization is 60% at universities (222 of 373, median 10 prior years there), 33% at standalone research labs (21 of 64, median 8 prior years there), 30% at companies (116 of 386, median 7 prior years there), 27% at government bodies (22 of 83, median 9 prior years there) and 16% at nonprofits and institutes (35 of 225, median 5 prior years there).

Among the 1,022 appointed leaders who have a dated prior work role (another 109 are anchored solely by their completed doctorate year), 532 (52%) held their earliest recorded work role at a university, 303 (30%) started at a company and 187 (18%) started at an institute or lab. People who began working at a company reached their first top leadership role in a median of 12 years (middle half: 7 to 21), 6 years shorter than the 18-year median for those who started at a university (middle half: 12 to 25; 17 years for the 107 who later took a top role at a company, 17 years for the 261 at a university and 21 years for the 164 at an institute or lab), with institute and lab starters at a median of 16 years (middle half: 10 to 24).

Across primary profile categories, median career spans to a first appointed leadership role run from 9 years for public voices (middle half 6 to 21, 73 people) to 17 years for researchers (middle half 11 to 25, 914 people), with builders at 10 years (middle half 6 to 15, 65 people) and lab leaders at 11 years (middle half 6 to 16, 79 people).

Across all 1,131 placed leaders, 87 (8%) reached their first appointed leadership role within 3 years of their dated career start, and 422 (37%) stepped into their first appointed leadership role after 20 or more years of recorded work or doctoral history.