{ "generatedAt": "2026-10-22T16:04:11Z", "url": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/", "disclaimer": "Analysis and opinion, not investment advice.", "id": "ai-gains-accrue-to-margins-not-labor", "number": 109, "question": "Will the BLS nonfarm business labor share index fall below its 2025 average in the last reading published before 2027-12-31?", "dek": "Whatever productivity AI delivers accrues to corporate margins rather than labor, so the measured labor share keeps declining even as output per hour rises.", "family": "T11", "subthesis": "T11.04", "sector": "AI.ADOPT", "subsectors": [ "AI.ADOPT.LABOR", "AI.ADOPT.INDUS" ], "relatedParts": [], "approvedAt": "2026-10-22T05:42:55Z", "sectorName": "AI Adoption, Productivity & Industry Transformation", "api": "https://deepstack.ltd/api/v1/theses/ai-gains-accrue-to-margins-not-labor.json", "sides": [ { "id": "yes", "label": "AI gains flow to margins, pushing labor share below 2025", "summary": "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.", "voices": [ { "name": "Michael Spencer", "entity": "https://deepstack.ltd/people/michael-spencer/", "claim": "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.", "date": "2026-02-25", "url": "https://www.ai-supremacy.com/p/the-case-for-dystopian-ai-citrini-report-scenario-2028-wealth-inequality" }, { "name": "a16z New Media", "entity": null, "claim": "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…", "date": "2025-10-31", "url": "https://www.a16z.news/p/charts-of-the-week-open-model-of" } ] }, { "id": "no", "label": "AI-driven productivity lifts wages, keeping labor share above 2025", "summary": "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.", "voices": [ { "name": "Mairs Power", "entity": null, "claim": "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…", "date": "2026-06-30", "url": "https://fiscal.ai/fund-letters/mairs-power-q2-2026-fscl_document_7DCM7SXH202" }, { "name": "David George", "entity": "https://deepstack.ltd/people/david-george/", "claim": "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.…", "date": "2026-05-06", "url": "https://www.a16z.news/p/the-ai-job-apocalypse-is-a-complete" }, { "name": "AI Mafia", "entity": null, "claim": "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.", "date": "2023-06-08", "url": "https://aimafia.substack.com/p/porque-la-ia-va-a-salvar-el-mundo" }, { "name": "Michael Spencer", "entity": "https://deepstack.ltd/people/michael-spencer/", "claim": "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…", "date": "2022-09-07", "url": "https://www.ai-supremacy.com/p/what-is-the-machine-economy" } ] } ], "tests": [ { "id": "th109-t01", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "December 18, 2026", "whenLabel": "Dec 18, 2026", "date": "2026-12-18", "precision": "day", "event": "Paychex, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 28%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "open", "callExpects": null, "callExpectsBy": null, "callExpectsAt": null, "callProbability": null, "callProbabilityAt": null, "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[0].date", "url": null }, "resolver": { "kind": "manual", "rule": "", "question": "", "source": null, "ambiguity": "", "specState": "pending" }, "url": "https://deepstack.ltd/docket/#test-th109-t01", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 72, "at": "2026-10-22T07:34:20Z" }, { "model": "deepseek-reasoner", "p": 80, "at": "2026-10-22T07:34:40Z" } ], "readers": null }, { "id": "th109-t02", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "October 29, 2026", "whenLabel": "Oct 29, 2026", "date": "2026-10-29", "precision": "day", "event": "Mastercard, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 43%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "yes", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 58, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[1].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Mastercard (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001141391.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level A)" } ], "callExpects": "yes", "think": { "baseRate": "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.", "outsideView": "A year earlier, for the quarter ended June 30, 2025, the same line read 56.6%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th109-t02", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 72, "at": "2026-10-22T07:34:44Z" }, { "model": "deepseek-reasoner", "p": 80, "at": "2026-10-22T07:35:12Z" } ], "readers": null }, { "id": "th109-t03", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "December 17, 2026", "whenLabel": "Dec 17, 2026", "date": "2026-12-17", "precision": "day", "event": "Accenture, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 16.5%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "yes", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 60, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[2].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001467373.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level A)" } ], "callExpects": "yes", "format": "ladder", "group": "th109-acn-ocf-margin", "threshold": 16.5, "direction": "above", "unit": "%", "think": { "baseRate": "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.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 22.2%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th109-t03", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 63, "at": "2026-10-22T07:35:17Z" }, { "model": "deepseek-reasoner", "p": 30, "at": "2026-10-22T07:36:08Z" } ], "readers": null }, { "id": "th109-t04", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "December 17, 2026", "whenLabel": "Dec 17, 2026", "date": "2026-12-17", "precision": "day", "event": "Accenture, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 19%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 41, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[3].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001467373.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level A)" } ], "callExpects": "no", "format": "ladder", "group": "th109-acn-ocf-margin", "threshold": 19, "direction": "above", "unit": "%", "think": { "baseRate": "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.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 22.2%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th109-t04", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 26, "at": "2026-10-22T07:36:13Z" }, { "model": "deepseek-reasoner", "p": 5, "at": "2026-10-22T07:36:32Z" } ], "readers": null }, { "id": "th109-t05", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "December 17, 2026", "whenLabel": "Dec 17, 2026", "date": "2026-12-17", "precision": "day", "event": "Accenture, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 21.5%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level A)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 20, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[4].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001467373.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level A)" } ], "callExpects": "no", "format": "ladder", "group": "th109-acn-ocf-margin", "threshold": 21.5, "direction": "above", "unit": "%", "think": { "baseRate": "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.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 22.2%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th109-t05", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 34, "at": "2026-10-22T07:36:36Z" }, { "model": "deepseek-reasoner", "p": 2, "at": "2026-10-22T07:36:43Z" } ], "readers": null }, { "id": "th109-t06", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "December 17, 2026", "whenLabel": "Dec 17, 2026", "date": "2026-12-17", "precision": "day", "event": "Accenture, operating margin, quarter ended November 30, 2026: whether it comes in at or above 14%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "yes", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 66, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[5].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001467373.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level B)" } ], "callExpects": "yes", "format": "ladder", "group": "th109-acn-op-margin", "threshold": 14, "direction": "above", "unit": "%", "think": { "baseRate": "Accenture's operating margin was 15.3% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 11.6%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th109-t06", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 88, "at": "2026-10-22T07:36:48Z" }, { "model": "deepseek-reasoner", "p": 70, "at": "2026-10-22T07:37:17Z" } ], "readers": null }, { "id": "th109-t07", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "December 17, 2026", "whenLabel": "Dec 17, 2026", "date": "2026-12-17", "precision": "day", "event": "Accenture, operating margin, quarter ended November 30, 2026: whether it comes in at or above 15.5%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "either", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 48, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[6].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001467373.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level B)" } ], "callExpects": "either", "format": "ladder", "group": "th109-acn-op-margin", "threshold": 15.5, "direction": "above", "unit": "%", "think": { "baseRate": "Accenture's operating margin was 15.3% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 11.6%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th109-t07", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 80, "at": "2026-10-22T07:37:21Z" }, { "model": "deepseek-reasoner", "p": 86, "at": "2026-10-22T07:37:36Z" } ], "readers": null }, { "id": "th109-t08", "part": null, "thesis": 109, "slug": "ai-gains-accrue-to-margins-not-labor", "when": "December 17, 2026", "whenLabel": "Dec 17, 2026", "date": "2026-12-17", "precision": "day", "event": "Accenture, operating margin, quarter ended November 30, 2026: whether it comes in at or above 17%.", "status": "pending", "resultId": null, "sameAs": null, "stage": "pre", "callExpects": "no", "callExpectsBy": "Desk Editor (level B)", "callExpectsAt": "2026-10-22T08:14:29Z", "callProbability": 25, "callProbabilityAt": "2026-10-22T08:14:29Z", "callProbabilityHistory": [], "source": { "kind": "thesis", "ref": "tests[7].date", "url": null }, "resolver": { "kind": "manual", "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%.", "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": { "label": "SEC EDGAR, XBRL company facts of Accenture (Forms 10-Q and 10-K)", "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001467373.json" }, "ambiguity": "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.", "specState": "approved", "specVersion": 1, "specUpdatedOn": "2026-10-22", "specHistory": [ { "version": 1, "date": "2026-10-22", "reason": "First specification.", "by": "Desk Editor (level B)" } ], "callExpects": "no", "format": "ladder", "group": "th109-acn-op-margin", "threshold": 17, "direction": "above", "unit": "%", "think": { "baseRate": "Accenture's operating margin was 15.3% for the quarter ended August 31, 2026, by its filing on SEC EDGAR.", "outsideView": "A year earlier, for the quarter ended August 31, 2025, the same line read 11.6%, so the rungs sit on the last print.", "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading." } }, "url": "https://deepstack.ltd/docket/#test-th109-t08", "storyUrl": "https://deepstack.ltd/theses/ai-gains-accrue-to-margins-not-labor/#tests", "resultUrl": null, "machines": [ { "model": "claude-opus-5", "p": 60, "at": "2026-10-22T07:37:40Z" }, { "model": "deepseek-reasoner", "p": 24, "at": "2026-10-22T07:38:11Z" } ], "readers": null } ] }