Adoption · Thesis 118 · settles Oct 28 · 2 days

ADP cash margin 25.5% or more, September quarter?

cash marginOperating cash flow / revenue.

7 voices · 7 claims2 sides2 machines

The other numbers are hidden until you lock yours. The readers, the machines and the Call are waiting.

The two sides

If no

Labor-intensive IT services revenue turns negative

Clients capture AI productivity gains and reset prices at renewal or in-source routine build and run work, so each booked dollar converts into less revenue…

If yes

Labor-intensive IT services revenue holds up

Even transformational technologies face resistance from existing networks, switching costs and organizational habits, so companies and individuals continue…

How it settles

Divide the net cash from operating activities by the revenue that ADP reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. SEC EDGAR, XBRL company facts of ADP (Forms 10-Q and 10-K)

The exact question and the full rule

Did the net cash from operating activities of ADP for the quarter ended September 30, 2026 come to at or above 25.5% of its revenue?

Divide the net cash from operating activities by the revenue that ADP reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 25.5%; no if it is below 25.5%.

If the source is late or silent: If ADP has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.

The case · 7 voices · 2 minutes
Labor-intensive IT services revenue turns negative4 people argue noLabor-intensive IT services revenue holds up3 people argue yes
Stronger if no · 4 voices

Labor-intensive IT services revenue turns negative

Moses SternsteinAug 7

Market dislocations from technology disruption historically force service firms to evolve their offerings; those that adapt thrive while those that do not languish, requiring years of investment in reskilling and business model transformation…

Stronger if yes · 3 voices

Labor-intensive IT services revenue holds up

Hayden CapitalAug 27

Even transformational technologies face resistance from existing networks, switching costs, and organizational habits. Companies and individuals continue established purchasing and tool-usage patterns longer than technologists expect, slowing the…

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Open the dossierThe thesis
The dossier · 5 minutes
The machines' reasons

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The thesis

Will 2 IT services firms shrink in a quarter by 2027?

AI-assisted delivery and renewal repricing deflate the billable unit fast enough that major effort-billed IT services firms post outright organic revenue declines, not just deceleration.

Results Night · October 27, 20261d 19:08:183 questions settleFollow the night