Thesis · AI Adoption, Productivity & Industry Transformation

Will the BLS nonfarm business labor share index fall below its 2025 average in the last reading published before 2027-12-31?

Whatever productivity AI delivers accrues to corporate margins rather than labor, so the measured labor share keeps declining even as output per hour rises.

8 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

AI gains flow to margins, pushing labor share below 2025

AI-driven output gains are captured as profit or capital returns while wage growth and hiring stay subdued. Because AI agents do not spend money on discretionary goods, housing, or services, productivity and profitability gains fail to circulate through the real economy as wages. Apparent output-per-employee increases can also reflect earlier headcount cuts rather than genuine AI-driven gains passed to workers. Under this view, the labor share of nonfarm business income declines below its 2025 average, the pattern of productivity gains without broad-based wage growth.

The case for no

AI-driven productivity lifts wages, keeping labor share above 2025

Sustained gains in output per hour, including AI-driven efficiency, let firms afford higher wages without raising prices, easing the tension between inflation control and a strong labor market. When AI augments rather than replaces human work, the productivity gain makes those workers more valuable, so employers hire more of them and the roles become more lucrative as output per worker rises. Productivity gains can also generate lower consumer prices alongside higher wages, supporting broader demand and new kinds of work. Under this view, labor share rises above its 2025 average as wage growth tracks productivity.

2 voices

AI gains flow to margins, pushing labor share below 2025

  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. 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

4 voices

AI-driven productivity lifts wages, keeping labor share above 2025

  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. David George

    When AI augments rather than substitutes human work, the productivity gain makes those workers more valuable. Employers hire more of them because each worker can accomplish more, and the roles become more lucrative because output per worker rises.…

    Source

  3. AI Mafia

    Increased productivity from AI use leads to lower prices for consumers, which combined with productivity gains generates higher wages and broader economic growth that creates demand for entirely new types of work.

    Source

  4. Michael Spencer

    As data becomes increasingly valuable and a society prioritizes software transformation and AI at its core, smart technologies enable automation of tasks, streamlined operations, and better decision-making. This creates a positive feedback loop…

    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 Pendingth109-t02Pre-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 58%.

    58%

    0 · no100 · yes

    The machinesClaude 72% · DeepSeek 80%

    Claude: 72%DeepSeek: 80%

    Your number

  2. Accenture, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 16.5%.

    On the Docket Pendingth109-t03Pre-specified

    Question
    Did the net cash from operating activities of Accenture for the quarter ended November 30, 2026 come to at or above 16.5% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Accenture 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 16.5%; no if it is below 16.5%.
    If the source is late, revised or silent
    If Accenture 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
    Accenture's operating cash flow as a share of revenue was 16.6% 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 22.2%, 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 60%.

    60%

    0 · no100 · yes

    The machinesClaude 63% · DeepSeek 30%

    Claude: 63%DeepSeek: 30%
    The ladder 3 rungs on one reading, Dec 17, 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 16.5%Call 60% · Claude 63% · DeepSeek 30%

      60%

    2. Above 19%Call 41% · Claude 26% · DeepSeek 5%

      41%

    3. Above 21.5%Call 20% · Claude 34% · DeepSeek 2%

      20%

    0 · no50100 · yes

    Your number

  3. Accenture, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 19%.

    On the Docket Pendingth109-t04Pre-specified

    Question
    Did the net cash from operating activities of Accenture for the quarter ended November 30, 2026 come to at or above 19.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Accenture 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 19.0%; no if it is below 19.0%.
    If the source is late, revised or silent
    If Accenture 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
    Accenture's operating cash flow as a share of revenue was 16.6% 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 22.2%, 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 41%.

    41%

    0 · no100 · yes

    The machinesClaude 26% · DeepSeek 5%

    Claude: 26%DeepSeek: 5%

    Your number

  4. Accenture, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 21.5%.

    On the Docket Pendingth109-t05Pre-specified

    Question
    Did the net cash from operating activities of Accenture for the quarter ended November 30, 2026 come to at or above 21.5% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)
    Rule
    Divide the net cash from operating activities by the revenue that Accenture 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 21.5%; no if it is below 21.5%.
    If the source is late, revised or silent
    If Accenture 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
    Accenture's operating cash flow as a share of revenue was 16.6% 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 22.2%, 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 20%.

    20%

    0 · no100 · yes

    The machinesClaude 34% · DeepSeek 2%

    Claude: 34%DeepSeek: 2%

    Your number

  5. Accenture, operating margin, quarter ended November 30, 2026: whether it comes in at or above 14%.

    On the Docket Pendingth109-t06Pre-specified

    Question
    Did the operating income of Accenture for the quarter ended November 30, 2026 come to at or above 14.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)
    Rule
    Divide the operating income by the revenue that Accenture 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 14.0%; no if it is below 14.0%.
    If the source is late, revised or silent
    If Accenture 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
    Accenture's operating margin was 15.3% 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 11.6%, 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 66%.

    66%

    0 · no100 · yes

    The machinesClaude 88% · DeepSeek 70%

    Claude: 88%DeepSeek: 70%
    The ladder 3 rungs on one reading, Dec 17, 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 14%Call 66% · Claude 88% · DeepSeek 70%

      66%

    2. Above 15.5%Call 48% · Claude 80% · DeepSeek 86%

      48%

    3. Above 17%Call 25% · Claude 60% · DeepSeek 24%

      25%

    0 · no50100 · yes

    Your number

  6. Accenture, operating margin, quarter ended November 30, 2026: whether it comes in at or above 15.5%.

    On the Docket Pendingth109-t07Pre-specified

    Question
    Did the operating income of Accenture for the quarter ended November 30, 2026 come to at or above 15.5% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)
    Rule
    Divide the operating income by the revenue that Accenture 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 15.5%; no if it is below 15.5%.
    If the source is late, revised or silent
    If Accenture 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
    Accenture's operating margin was 15.3% 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 11.6%, 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 48%.

    48%

    0 · no100 · yes

    The machinesClaude 80% · DeepSeek 86%

    Claude: 80%DeepSeek: 86%

    Your number

  7. Accenture, operating margin, quarter ended November 30, 2026: whether it comes in at or above 17%.

    On the Docket Pendingth109-t08Pre-specified

    Question
    Did the operating income of Accenture for the quarter ended November 30, 2026 come to at or above 17.0% of its revenue?
    Source
    SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)
    Rule
    Divide the operating income by the revenue that Accenture 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 17.0%; no if it is below 17.0%.
    If the source is late, revised or silent
    If Accenture 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
    Accenture's operating margin was 15.3% 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 11.6%, 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 25%.

    25%

    0 · no100 · yes

    The machinesClaude 60% · DeepSeek 24%

    Claude: 60%DeepSeek: 24%

    Your number

  8. Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 28%.

    On the Docket Pendingth109-t01Open question

    Specification pending

    The machinesClaude 72% · DeepSeek 80%

    Claude: 72%DeepSeek: 80%

    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.