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Insights

Questions the corpus can actually answer. Everything below is computed live.

The .com gradient

In 2015 Graham wrote that if you have a US startup called X and don't have x.com, you should probably change your name. His evidence: every one of the top 20 YC companies by valuation owned it, 94% of the top 50, but only 66% of the batch then current.

Today 82.4% of YC's top companies (n=91) sit on their exact-match .com. And the year-on-year decline since he wrote is steep.

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Share of each year's cohort whose website sits on the exact-match .com. The dark bar is 2015, the cohort Graham was describing: we measure 66.7% against his stated 66%.

Outcomes

Read this as observation, not causation. It is badly confounded by cohort: companies from earlier years had both more .com availability and more years in which to reach an exit. The table cannot separate those.

StatusnAvg length Avg nominologyOwns .com
Public 23 9.6 69.7 78.3%
Acquired 815 8.1 67.5 55.3%
Active 4,292 8.6 57.8 36.3%
Inactive 1,072 8.7 61.6 45.4%

Renames

2,657 companies in the corpus changed their name. Guzman & Stern found growth-oriented startups carry shorter names; Green & Jame found fluency-improving renames precede gains in liquidity and value. Both predict renames should trend shorter — and 55.1% of these did.

1464 shorter
966 longer
227 same length

Two populations

The rubric was written about startups. Running it over the largest US companies by revenue — names mostly chosen decades earlier, under different constraints — is the clearest test of whether it describes naming in general or one culture of it.

SourcenAvg nominology Avg lengthOwns .comCommonest shape
Y Combinator 6,202 59.8 8.6 40.5% invented (34.0%)
Forbes Global 2000 2,000 48.7 13.1 40.2% phrase (59.2%)
Fortune 1000 1,000 57.7 12.3 66.1% phrase (54.9%)
Unicorns 836 71.8 8.5 72.3% invented (45.3%)
TinySeed 205 57.9 9.1 44.4% invented (35.6%)
Forbes Cloud 100 100 71.6 7.7 75.9% invented (39.0%)

They barely resemble each other. Fortune 500 names run far longer and are overwhelmingly multi-word phrases, where startups reach for invented single words. Read that as a difference in convention, not in quality — the rubric encodes what one community currently prefers, and scores the other population lower for not sharing it.

Naming by sector

Within Y Combinator, conventions differ sharply by what a company does. Healthcare and Industrials name roughly three characters longer than Fintech, and reach for an existing English word about half as often — deep-tech sectors coin, consumer-facing ones borrow.

IndustrynAvg nominology Avg lengthOwns .comReal word
B2B 3,158 61.1 7.9 37.8% 24.5%
Consumer 884 63.9 8.4 48.6% 22.4%
Healthcare 697 53.3 10.8 44.9% 12.5%
Fintech 658 60.9 7.7 36.0% 25.4%
Industrials 458 49.5 11.0 37.0% 15.1%
Real Estate and Construction 162 64.0 8.5 50.6% 16.7%
Education 123 63.4 9.3 51.2% 18.7%
Government 44 62.0 9.7 50.0% 20.5%
Unspecified 18 33.8 14.5 11.8% 0.0%

Name shapes