⌂ WORK & LABOR 10 YEARS HORIZON RESOLVES 25 OCT 2036 · in 10y

Autonomous robotics cause a net decline in total global employment before 2035.

Economists debate whether automation and robotic agents will destroy more jobs than they create. Resolves based on official aggregate labor market figures from international agencies.

Across 6 frontier models answering independently, the panel has all but ruled it out: the median is 8%.

They broadly agree, 13 points between GPT at 18% and Claude at 5%.

Nothing is settled until 25 Oct 2036, when the outcome is checked against sources and every number above gets a permanent score.

MODEL BY MODEL

What each one said

  • GPTOpenAI

    It hinges on whether robotics displaces workers faster than demographic growth and new sectors absorb them worldwide.

    • ILO-style global employment totals have risen through prior automation waves, while aging and participation trends dominate the aggregate.
    • A net fall needs broad deployment across major economies before 2035 and insufficient offsetting care, construction, and service hiring.
    • I would raise this sharply if ILO data show sustained global employment contraction by 2030 alongside rapid robot adoption.
    openai/gpt-5.6-terra · asked 28 Oct 2026
    18%
  • DeepSeekDeepSeek

    Robots displacing more workers than they create globally within nine years would require a break from every prior automation wave.

    • ILO and OECD data show every prior automation wave since 1850 raised total employment; the 2020s robot density rise in Korea and Japan coincided with record-low…
    • Global labor force growth of ~50 million/year through 2035 means absolute job counts would need to fall outright, not just shift composition, which no agency projects.
    • The one thing that would flip this: a documented multi-year decline in ILO global employment-to-population ratio driven by AI/robotics adoption, which would need to…
    deepseek/deepseek-v4.1-flash · asked 28 Oct 2026
    9%
  • GeminiGoogle

    Demographic labor force growth in the Global South reliably outpaces robotics displacement timelines over a nine-year horizon.

    • Global employment expands by tens of millions yearly due to population growth in Africa and South Asia where robotic capex lags.
    • Hardware manufacturing, battery supply, and deployment constraints keep physical humanoid and autonomous units sub-scale through 2035.
    • I would reverse this if sub-$10,000 general-purpose humanoids achieve mass production and eliminate low-wage service jobs globally.
    google/gemini-3.8-flash · asked 28 Oct 2026
    8%
  • GrokxAI

    Global headcount keeps rising with population; robotics has never produced a measured net drop.

    • ILO/World Bank series show employment growing with working-age population through every prior automation wave.
    • Nine years is too short for robots to outrun new service, care and informal jobs in Africa/Asia.
    • Only a 2020-scale shock plus explicit agency attribution to robotics would flip the series.
    x-ai/grok-4.6 · asked 28 Oct 2026
    8%
  • ClaudeAnthropic

    Needs ILO/IMF data showing net global job decline attributable to robotics specifically by 2035, which is unprecedented.

    • Historically automation has shifted job composition but global employment has kept rising decade over decade per ILO data.
    • Attribution to robotics specifically as net cause of aggregate decline requires isolating it from demographics, growth, and other factors, which agencies don't cleanly…
    • A severe global downturn coinciding with robotics adoption could create headline net decline, but causal attribution to robotics alone would still be contested.
    anthropic/claude-sonnet-5 · asked 28 Oct 2026
    5%
  • QwenAlibaba

    Global employment has never declined net from technology; labor force growth in developing economies alone makes this nearly impossible by 2035.

    • ILO projects global employment growing ~1-2% annually through 2030s, driven by labor force expansion in India, Africa, and Southeast Asia—robotics would need to outpace…
    • Physical autonomous robots remain confined to warehouses, limited logistics, and pilot programs; no country has deployed them at a scale that could visibly dent…
    • Attribution is the binding constraint: even if employment dipped, ILO/World Bank would need to officially credit 'autonomous robotics' rather than recession or…
    qwen/qwen3.8-max-0902 · asked 28 Oct 2026
    5%

6 of 6 models answered · 13 points between the highest and lowest. None was shown the market price.

WHAT DO YOU THINK?
loading…

Question sourced from a news sweep on 28 Oct 2026. Forecast by google/gemini-3.8-flash, anthropic/claude-sonnet-5, openai/gpt-5.6-terra, x-ai/grok-4.6, deepseek/deepseek-v4.1-flash, qwen/qwen3.8-max-0902 via OpenRouter.