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OCCUPATION PROFILE · ISCO 2146

Mining engineers

Limited disruption pressure. This profile combines theoretical task exposure, observed professional AI use, and a deliberately weak early labour-market signal. It does not claim that mining engineers will disappear.

JOB DOOM10.2out of 100occupation disruption profile, not a disappearance forecast
Job Doom
10.2
Confidence
71/100
Countries represented
37
ILO exposure class
Not Exposed
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CURRENT SCORE

Why the score is 10.2

The ILO signal covers 9 international task statements. The observed-use measure maps the nearest compatible O*NET occupation from the Anthropic dataset. Mapping uncertainty is included in confidence.

Theoretical task exposure 35% weight
29.3

How much of the international occupation's task content GenAI could technically assist or perform.

Observed professional adoption 55% weight
0.0

How much capable task coverage appears in automated or work-related Claude usage.

Early labour-market signal 10% weight
0.0

Capped at one fifth of observed adoption because broad unemployment effects have not been established.

DoomBench display occupation
Mining engineers
International mapping
Mining engineers, metallurgists and related professionals · ISCO 2146
Observed-use mapping
Mining and Geological Engineers, Including Mining Safety Engineers · SOC 17-2151
EVIDENCE OVER TIME

Job Doom progression

Scores change only when comparable evidence becomes available. The June 2026 release changed its measurement pipeline, so the March value is held rather than manufacturing a false movement.

025507510010.22025-0510.22026-0310.22026-06
  1. 10.2ILO refined exposure plus March 2025 observed-use proxy
  2. 10.2Observed occupation exposure published
  3. 10.2Held pending a directly comparable occupation update
ECONOMIC RELEVANCE

Countries where this job enters the 90% set

The same job score is reused internationally, while its estimated GDP importance changes with each country's economy. This avoids pretending sparse local score evidence means the occupation behaves differently without proof.

37 of 37 countries

  1. Guyana 🇬🇾

    Estimated GDP share
    7.82%
    Country Job Doom
    9.3
    Country confidence
    71/100

  2. Libya 🇱🇾

    Estimated GDP share
    7.23%
    Country Job Doom
    11.5
    Country confidence
    70/100

  3. Brunei 🇧🇳

    Estimated GDP share
    5.15%
    Country Job Doom
    15.1
    Country confidence
    70/100

  4. Qatar 🇶🇦

    Estimated GDP share
    4.92%
    Country Job Doom
    16.1
    Country confidence
    70/100

  5. Venezuela 🇻🇪

    Estimated GDP share
    4.76%
    Country Job Doom
    11.8
    Country confidence
    71/100

  6. Oman 🇴🇲

    Estimated GDP share
    4.41%
    Country Job Doom
    16.8
    Country confidence
    70/100

  7. Iraq 🇮🇶

    Estimated GDP share
    4.28%
    Country Job Doom
    17.0
    Country confidence
    70/100

  8. Kuwait 🇰🇼

    Estimated GDP share
    4.24%
    Country Job Doom
    17.9
    Country confidence
    70/100

  9. Azerbaijan 🇦🇿

    Estimated GDP share
    3.86%
    Country Job Doom
    16.6
    Country confidence
    71/100

  10. Papua New Guinea 🇵🇬

    Estimated GDP share
    3.81%
    Country Job Doom
    13.1
    Country confidence
    72/100

  11. United Arab Emirates 🇦🇪

    Estimated GDP share
    3.65%
    Country Job Doom
    18.2
    Country confidence
    71/100

  12. Mongolia 🇲🇳

    Estimated GDP share
    3.62%
    Country Job Doom
    15.8
    Country confidence
    71/100

  13. Democratic Republic of the Congo 🇨🇩

    Estimated GDP share
    3.44%
    Country Job Doom
    13.9
    Country confidence
    71/100

  14. Norway 🇳🇴

    Estimated GDP share
    3.25%
    Country Job Doom
    20.1
    Country confidence
    70/100

  15. South Sudan 🇸🇸

    Estimated GDP share
    3.09%
    Country Job Doom
    14.7
    Country confidence
    71/100

  16. Gabon 🇬🇦

    Estimated GDP share
    3.05%
    Country Job Doom
    14.5
    Country confidence
    71/100

  17. Saudi Arabia 🇸🇦

    Estimated GDP share
    3.00%
    Country Job Doom
    18.1
    Country confidence
    71/100

  18. Zambia 🇿🇲

    Estimated GDP share
    2.88%
    Country Job Doom
    15.9
    Country confidence
    71/100

  19. Mauritania 🇲🇷

    Estimated GDP share
    2.85%
    Country Job Doom
    13.2
    Country confidence
    72/100

  20. Algeria 🇩🇿

    Estimated GDP share
    2.79%
    Country Job Doom
    14.4
    Country confidence
    72/100

  21. Botswana 🇧🇼

    Estimated GDP share
    2.46%
    Country Job Doom
    20.8
    Country confidence
    70/100

  22. Republic of the Congo 🇨🇬

    Estimated GDP share
    2.38%
    Country Job Doom
    14.7
    Country confidence
    71/100

  23. Bahrain 🇧🇭

    Estimated GDP share
    2.32%
    Country Job Doom
    20.7
    Country confidence
    70/100

  24. Trinidad and Tobago 🇹🇹

    Estimated GDP share
    2.24%
    Country Job Doom
    20.6
    Country confidence
    71/100

  25. Kazakhstan 🇰🇿

    Estimated GDP share
    2.19%
    Country Job Doom
    18.8
    Country confidence
    71/100

  26. Namibia 🇳🇦

    Estimated GDP share
    2.17%
    Country Job Doom
    16.0
    Country confidence
    71/100

  27. Angola 🇦🇴

    Estimated GDP share
    2.14%
    Country Job Doom
    13.3
    Country confidence
    72/100

  28. Bolivia 🇧🇴

    Estimated GDP share
    2.03%
    Country Job Doom
    15.2
    Country confidence
    71/100

  29. Equatorial Guinea 🇬🇶

    Estimated GDP share
    1.99%
    Country Job Doom
    17.8
    Country confidence
    71/100

  30. Russia 🇷🇺

    Estimated GDP share
    1.83%
    Country Job Doom
    21.3
    Country confidence
    70/100

  31. Suriname 🇸🇷

    Estimated GDP share
    1.71%
    Country Job Doom
    17.7
    Country confidence
    71/100

  32. Turkmenistan 🇹🇲

    Estimated GDP share
    1.67%
    Country Job Doom
    16.7
    Country confidence
    71/100

  33. Ecuador 🇪🇨

    Estimated GDP share
    1.41%
    Country Job Doom
    18.6
    Country confidence
    71/100

  34. North Korea 🇰🇵

    Estimated GDP share
    0.94%
    Country Job Doom
    10.9
    Country confidence
    52/100

  35. Sudan 🇸🇩

    Estimated GDP share
    0.92%
    Country Job Doom
    11.9
    Country confidence
    72/100

  36. Nigeria 🇳🇬

    Estimated GDP share
    0.88%
    Country Job Doom
    16.1
    Country confidence
    72/100

  37. Tanzania 🇹🇿

    Estimated GDP share
    0.85%
    Country Job Doom
    11.5
    Country confidence
    72/100
SOURCE LEDGER

Evidence and limitations

Source dates describe when evidence became public. Every revision links to its source, and incompatible later releases are disclosed instead of silently blended.

  1. Anthropic

    Anthropic Economic Index, March 2025 release

    Updated occupation-task usage breadth used for the first scored revision

    Historical breadth is calibrated to the later compatible observed-exposure score. · MIT
  2. International Labour Organization and NASK

    Generative AI and Jobs: A Refined Global Index of Occupational Exposure

    Task-level theoretical exposure and ISCO-08 exposure category

    Exposure describes technical task potential, not observed job loss. · CC BY 4.0
  3. Anthropic

    Labor market impacts of AI: A new measure and early evidence

    Observed occupation exposure based on task capability and real Claude usage

    The study reports no systematic unemployment increase and only suggestive early-career hiring effects. · MIT
  4. Anthropic

    Anthropic Economic Index: Cadences

    Latest evidence checkpoint and methodology-change disclosure

    The release changed its pipeline and does not provide a directly comparable replacement occupation score. · MIT