Thesis · AI Adoption, Productivity & Industry Transformation

Will US nonfarm business labor productivity growth, measured year-over-year, be at or above 2.5% in any quarter reported by BLS between 2026-11-15 and 2027-12-31?

AI adoption is already lifting measured output per hour, so nonfarm business productivity growth prints at or above 2.5% year-over-year in at least one quarter in the test window.

6 dated tests · 0 resolved · next on

The tests More theses in AI Adoption, Productivity & Industry Transformation

Who is on each side

The two sides.

Each side in DeepStack’s words, then the voices who argue it, attributed and paraphrased, dated where the date is known. A voice links to its page on DeepStack where one exists.

The case for yes

Measured productivity rises

Widely diffused AI tooling (agentic coding, document and support automation) absorbs execution volume while labor input growth stays flat. Measured output per hour in the nonfarm business sector accelerates above the pre-2023 trend and shows up in official BLS statistics, with one account already citing 2.8% year-over-year productivity growth through Q1 2026. Firms also face upfront reorganization costs before AI gains register in official statistics, but the acceleration still appears within the window.

The case for no

Measured productivity stays below the bar

Productivity gains from AI agents accumulate as capital or corporate profits rather than circulating as consumer spending, so strong nominal GDP and productivity figures that mask deteriorating real economic activity for workers and households. A new general-purpose technology (AI) being adopted and priced into markets and public imagination, so measured aggregate productivity growth does not accelerate until years after the technology's initial hype, as happened with the internet in the 1990s. It would show first if nonfarm business productivity growth stays below 2% year-over-year in every quarter of the window.

6 voices

Measured productivity rises

  1. Mairs Power

    The managers argue that measured productivity running at 2.8% over the year through Q1 2026 and 2.1% annualized over the current cycle, above the prior cycle, would let wage growth coexist with cooling inflation and relieve the pressure to hold…

    Source

  2. Frank Andrade

    By decomposing a recurring task into steps and assigning AI to optimize each step, a user avoids starting from scratch each iteration. The user still drives execution but skips the blank-page problem and manual drudgery.

    Source

  3. Citrini

    AI-driven output per hour offsets stalled hiring

    Source

  4. Market Sentiment

    AI productivity versus fiscal and demographic drag

    Source

  5. Nitin Sharma

    AI tools like Cursor, CodeRabbit, and Uizard reduce the time spent on manual coding, code review, and design work. Automating these tasks frees programmers to focus on higher-level problem-solving and client delivery, multiplying their output.

    Source

  6. Brian Albrecht

    New technologies like AI, similar to computers and electric power historically, require firms to make costly upfront intangible investments in reorganizing processes before productivity gains show up in official statistics, and current statistics…

    Source

3 voices

Measured productivity stays below the bar

  1. Michael Spencer

    AI improves measured productivity and firm profitability, but because AI agents do not spend money on discretionary goods, housing, or services, the gains fail to circulate through the real economy and support demand.

    Source

  2. Matthew C. Klein

    Historically, a tech wave was embraced by markets and imagination well before it showed up in productivity statistics; diffusion, reorganization of business processes, and complementary investment take time, so a lag of multiple years between…

    Source

  3. a16z New Media

    When interest rates rise or industry conditions shift, companies reduce headcount in anticipation of slowdowns, then when demand recovers or utilization normalizes, the mechanical increase in output per remaining employee appears as AI-driven…

    Source

What would settle it

The dated tests.

Each test names the public source that settles it, the rule and the day. The Call’s number, the readers’ median and the machines’ numbers stand beside it, as on the Docket.

  1. Mastercard, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 43%.

    On the Docket Pendingth107-t01Pre-specified

    Question
    Did the net cash from operating activities of Mastercard for the quarter ended September 30, 2026 come to at or above 43.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Mastercard (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Mastercard 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 43.0%; no if it is below 43.0%.
    If the source is late, revised or silent
    If Mastercard 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.
    Base rate
    Mastercard's operating cash flow as a share of revenue was 40.7% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended June 30, 2025, the same line read 56.6%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects yes. Gives the yes answer 71%.

    71%

    0 · no100 · yes

    The machinesClaude 72% · DeepSeek 62%

    Claude: 72%DeepSeek: 62%
    The ladder 3 rungs on one reading, Oct 29, 2026: each asks whether it lands above its threshold, so the Call’s numbers down the rungs sketch where it expects the reading to land.

    1. Above 43%Call 71% · Claude 72% · DeepSeek 62%

      71%

    2. Above 47%Call 49% · Claude 60% · DeepSeek 70%

      49%

    3. Above 51%Call 26% · Claude 40% · DeepSeek 22%

      26%

    0 · no50100 · yes

    Your number

  2. Mastercard, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 47%.

    On the Docket Pendingth107-t02Pre-specified

    Question
    Did the net cash from operating activities of Mastercard for the quarter ended September 30, 2026 come to at or above 47.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Mastercard (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Mastercard 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 47.0%; no if it is below 47.0%.
    If the source is late, revised or silent
    If Mastercard 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.
    Base rate
    Mastercard's operating cash flow as a share of revenue was 40.7% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended June 30, 2025, the same line read 56.6%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateEither answer fits the Call. Gives the yes answer 49%.

    49%

    0 · no100 · yes

    The machinesClaude 60% · DeepSeek 70%

    Claude: 60%DeepSeek: 70%

    Your number

  3. Mastercard, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 51%.

    On the Docket Pendingth107-t03Pre-specified

    Question
    Did the net cash from operating activities of Mastercard for the quarter ended September 30, 2026 come to at or above 51.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Mastercard (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Mastercard 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 51.0%; no if it is below 51.0%.
    If the source is late, revised or silent
    If Mastercard 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.
    Base rate
    Mastercard's operating cash flow as a share of revenue was 40.7% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended June 30, 2025, the same line read 56.6%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 26%.

    26%

    0 · no100 · yes

    The machinesClaude 40% · DeepSeek 22%

    Claude: 40%DeepSeek: 22%

    Your number

  4. Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 26%.

    On the Docket Pendingth107-t04Pre-specified

    Question
    Did the net cash from operating activities of Paychex for the quarter ended November 30, 2026 come to at or above 26.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Paychex (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Paychex reports for the quarter ended November 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 26.0%; no if it is below 26.0%.
    If the source is late, revised or silent
    If Paychex has not filed by January 18, 2027, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Paychex's operating cash flow as a share of revenue was 26.2% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended August 31, 2025, the same line read 48.1%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects yes. Gives the yes answer 69%.

    69%

    0 · no100 · yes

    The machinesClaude 80% · DeepSeek 85%

    Claude: 80%DeepSeek: 85%
    The ladder 3 rungs on one reading, Dec 18, 2026: each asks whether it lands above its threshold, so the Call’s numbers down the rungs sketch where it expects the reading to land.

    1. Above 26%Call 69% · Claude 80% · DeepSeek 85%

      69%

    2. Above 29%Call 45% · Claude 40% · DeepSeek 84%

      45%

    3. Above 32%Call 25% · Claude 63% · DeepSeek 35%

      25%

    0 · no50100 · yes

    Your number

  5. Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 29%.

    On the Docket Pendingth107-t05Pre-specified

    Question
    Did the net cash from operating activities of Paychex for the quarter ended November 30, 2026 come to at or above 29.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Paychex (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Paychex reports for the quarter ended November 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 29.0%; no if it is below 29.0%.
    If the source is late, revised or silent
    If Paychex has not filed by January 18, 2027, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Paychex's operating cash flow as a share of revenue was 26.2% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended August 31, 2025, the same line read 48.1%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 45%.

    45%

    0 · no100 · yes

    The machinesClaude 40% · DeepSeek 84%

    Claude: 40%DeepSeek: 84%

    Your number

  6. Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 32%.

    On the Docket Pendingth107-t06Pre-specified

    Question
    Did the net cash from operating activities of Paychex for the quarter ended November 30, 2026 come to at or above 32.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Paychex (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Paychex reports for the quarter ended November 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 32.0%; no if it is below 32.0%.
    If the source is late, revised or silent
    If Paychex has not filed by January 18, 2027, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    Paychex's operating cash flow as a share of revenue was 26.2% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.
    Outside view
    A year earlier, for the quarter ended August 31, 2025, the same line read 48.1%, so the rungs sit on the last print.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 25%.

    25%

    0 · no100 · yes

    The machinesClaude 63% · DeepSeek 35%

    Claude: 63%DeepSeek: 35%

    Your number

A thesis page states one question and both sides of it; DeepStack takes no side in words, and its view is the number it gives each test before the date. Analysis and opinion, not investment advice. Voices are paraphrased from public writing and attributed by name; DeepStack shows no score, ranking or accuracy for any person. Pre-specified means the words were approved on or before the test’s date. Specified after the date means they were written afterwards: such a test is counted and shown, and never rated. An open question has no words yet. The Call’s number is the chance, from 0 to 100, that the Call gives the yes answer to a test’s question, recorded before the test’s date; it is DeepStack’s own reading, not a market price and not advice. The readers’ mark on the same line is the readers’ median, the middle of the numbers signed-in readers gave the test, shown from 25 readers. The machines: Each model read this page and nothing else. The number that counts is the latest one each model gave before the test closed.