DOOMBENCH.COM
Hourly watch
Menu
OCCUPATION PROFILE · ISCO 9311

Mining and quarrying operators

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 and quarrying operators will disappear.

JOB DOOM3.8out of 100occupation disruption profile, not a disappearance forecast
Job Doom
3.8
Confidence
65/100
Countries represented
67
ILO exposure class
Not Exposed
0 comments · 0 votesOpen discussion

Public discussion is readable by everyone. Sign in to comment, reply, or vote.

No comments yet. Start the discussion.

Send detailed or private feedback →
CURRENT SCORE

Why the score is 3.8

The ILO signal covers 7 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
10.9

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 and quarrying operators
International mapping
Mining and quarrying labourers · ISCO 9311
Observed-use mapping
Loading and Moving Machine Operators, Underground Mining · SOC 47-5044
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.

02550751003.82025-053.82026-033.82026-06
  1. 3.8ILO refined exposure plus March 2025 observed-use proxy
  2. 3.8Observed occupation exposure published
  3. 3.8Held 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.

67 of 67 countries

  1. Guyana 🇬🇾

    Estimated GDP share
    15.21%
    Country Job Doom
    9.3
    Country confidence
    71/100

  2. Libya 🇱🇾

    Estimated GDP share
    14.07%
    Country Job Doom
    11.5
    Country confidence
    70/100

  3. Brunei 🇧🇳

    Estimated GDP share
    10.02%
    Country Job Doom
    15.1
    Country confidence
    70/100

  4. Qatar 🇶🇦

    Estimated GDP share
    9.56%
    Country Job Doom
    16.1
    Country confidence
    70/100

  5. Venezuela 🇻🇪

    Estimated GDP share
    9.26%
    Country Job Doom
    11.8
    Country confidence
    71/100

  6. Oman 🇴🇲

    Estimated GDP share
    8.57%
    Country Job Doom
    16.8
    Country confidence
    70/100

  7. Iraq 🇮🇶

    Estimated GDP share
    8.31%
    Country Job Doom
    17.0
    Country confidence
    70/100

  8. Kuwait 🇰🇼

    Estimated GDP share
    8.24%
    Country Job Doom
    17.9
    Country confidence
    70/100

  9. Azerbaijan 🇦🇿

    Estimated GDP share
    7.50%
    Country Job Doom
    16.6
    Country confidence
    71/100

  10. Papua New Guinea 🇵🇬

    Estimated GDP share
    7.41%
    Country Job Doom
    13.1
    Country confidence
    72/100

  11. United Arab Emirates 🇦🇪

    Estimated GDP share
    7.10%
    Country Job Doom
    18.2
    Country confidence
    71/100

  12. Mongolia 🇲🇳

    Estimated GDP share
    7.04%
    Country Job Doom
    15.8
    Country confidence
    71/100

  13. Democratic Republic of the Congo 🇨🇩

    Estimated GDP share
    6.69%
    Country Job Doom
    13.9
    Country confidence
    71/100

  14. Norway 🇳🇴

    Estimated GDP share
    6.31%
    Country Job Doom
    20.1
    Country confidence
    70/100

  15. South Sudan 🇸🇸

    Estimated GDP share
    6.00%
    Country Job Doom
    14.7
    Country confidence
    71/100

  16. Gabon 🇬🇦

    Estimated GDP share
    5.93%
    Country Job Doom
    14.5
    Country confidence
    71/100

  17. Saudi Arabia 🇸🇦

    Estimated GDP share
    5.83%
    Country Job Doom
    18.1
    Country confidence
    71/100

  18. Zambia 🇿🇲

    Estimated GDP share
    5.59%
    Country Job Doom
    15.9
    Country confidence
    71/100

  19. Mauritania 🇲🇷

    Estimated GDP share
    5.54%
    Country Job Doom
    13.2
    Country confidence
    72/100

  20. Algeria 🇩🇿

    Estimated GDP share
    5.42%
    Country Job Doom
    14.4
    Country confidence
    72/100

  21. Botswana 🇧🇼

    Estimated GDP share
    4.78%
    Country Job Doom
    20.8
    Country confidence
    70/100

  22. Republic of the Congo 🇨🇬

    Estimated GDP share
    4.62%
    Country Job Doom
    14.7
    Country confidence
    71/100

  23. Bahrain 🇧🇭

    Estimated GDP share
    4.52%
    Country Job Doom
    20.7
    Country confidence
    70/100

  24. Trinidad and Tobago 🇹🇹

    Estimated GDP share
    4.35%
    Country Job Doom
    20.6
    Country confidence
    71/100

  25. Kazakhstan 🇰🇿

    Estimated GDP share
    4.25%
    Country Job Doom
    18.8
    Country confidence
    71/100

  26. Namibia 🇳🇦

    Estimated GDP share
    4.23%
    Country Job Doom
    16.0
    Country confidence
    71/100

  27. Angola 🇦🇴

    Estimated GDP share
    4.15%
    Country Job Doom
    13.3
    Country confidence
    72/100

  28. Bolivia 🇧🇴

    Estimated GDP share
    3.95%
    Country Job Doom
    15.2
    Country confidence
    71/100

  29. Equatorial Guinea 🇬🇶

    Estimated GDP share
    3.87%
    Country Job Doom
    17.8
    Country confidence
    71/100

  30. Russia 🇷🇺

    Estimated GDP share
    3.55%
    Country Job Doom
    21.3
    Country confidence
    70/100

  31. Suriname 🇸🇷

    Estimated GDP share
    3.33%
    Country Job Doom
    17.7
    Country confidence
    71/100

  32. Turkmenistan 🇹🇲

    Estimated GDP share
    3.24%
    Country Job Doom
    16.7
    Country confidence
    71/100

  33. Ecuador 🇪🇨

    Estimated GDP share
    2.73%
    Country Job Doom
    18.6
    Country confidence
    71/100

  34. North Korea 🇰🇵

    Estimated GDP share
    1.83%
    Country Job Doom
    10.9
    Country confidence
    52/100

  35. Sudan 🇸🇩

    Estimated GDP share
    1.80%
    Country Job Doom
    11.9
    Country confidence
    72/100

  36. Nigeria 🇳🇬

    Estimated GDP share
    1.70%
    Country Job Doom
    16.1
    Country confidence
    72/100

  37. Bhutan 🇧🇹

    Estimated GDP share
    1.67%
    Country Job Doom
    15.0
    Country confidence
    72/100

  38. Tanzania 🇹🇿

    Estimated GDP share
    1.65%
    Country Job Doom
    11.5
    Country confidence
    72/100

  39. Burkina Faso 🇧🇫

    Estimated GDP share
    1.61%
    Country Job Doom
    13.1
    Country confidence
    72/100

  40. Chile 🇨🇱

    Estimated GDP share
    1.57%
    Country Job Doom
    20.6
    Country confidence
    71/100

  41. Ethiopia 🇪🇹

    Estimated GDP share
    1.53%
    Country Job Doom
    11.9
    Country confidence
    73/100

  42. Nauru 🇳🇷

    Estimated GDP share
    1.51%
    Country Job Doom
    22.6
    Country confidence
    51/100

  43. Peru 🇵🇪

    Estimated GDP share
    1.50%
    Country Job Doom
    17.7
    Country confidence
    71/100

  44. Zimbabwe 🇿🇼

    Estimated GDP share
    1.47%
    Country Job Doom
    14.4
    Country confidence
    72/100

  45. Liberia 🇱🇷

    Estimated GDP share
    1.44%
    Country Job Doom
    12.3
    Country confidence
    73/100

  46. Laos 🇱🇦

    Estimated GDP share
    1.41%
    Country Job Doom
    13.9
    Country confidence
    72/100

  47. Chad 🇹🇩

    Estimated GDP share
    1.33%
    Country Job Doom
    11.5
    Country confidence
    73/100

  48. Tajikistan 🇹🇯

    Estimated GDP share
    1.32%
    Country Job Doom
    12.6
    Country confidence
    72/100

  49. Panama 🇵🇦

    Estimated GDP share
    1.30%
    Country Job Doom
    23.4
    Country confidence
    71/100

  50. Ghana 🇬🇭

    Estimated GDP share
    1.29%
    Country Job Doom
    13.4
    Country confidence
    72/100

  51. Indonesia 🇮🇩

    Estimated GDP share
    1.29%
    Country Job Doom
    15.2
    Country confidence
    72/100

  52. Australia 🇦🇺

    Estimated GDP share
    1.25%
    Country Job Doom
    23.7
    Country confidence
    71/100

  53. Iran 🇮🇷

    Estimated GDP share
    1.23%
    Country Job Doom
    16.1
    Country confidence
    72/100

  54. Sierra Leone 🇸🇱

    Estimated GDP share
    1.22%
    Country Job Doom
    12.6
    Country confidence
    73/100

  55. St. Kitts and Nevis 🇰🇳

    Estimated GDP share
    1.21%
    Country Job Doom
    24.4
    Country confidence
    71/100

  56. Nicaragua 🇳🇮

    Estimated GDP share
    1.18%
    Country Job Doom
    14.3
    Country confidence
    72/100

  57. Albania 🇦🇱

    Estimated GDP share
    1.15%
    Country Job Doom
    17.9
    Country confidence
    72/100

  58. Egypt 🇪🇬

    Estimated GDP share
    1.15%
    Country Job Doom
    14.4
    Country confidence
    72/100

  59. Mozambique 🇲🇿

    Estimated GDP share
    1.12%
    Country Job Doom
    13.2
    Country confidence
    72/100

  60. Dominican Republic 🇩🇴

    Estimated GDP share
    1.09%
    Country Job Doom
    18.6
    Country confidence
    71/100

  61. Mali 🇲🇱

    Estimated GDP share
    1.08%
    Country Job Doom
    12.1
    Country confidence
    73/100

  62. Eritrea 🇪🇷

    Estimated GDP share
    1.03%
    Country Job Doom
    16.0
    Country confidence
    63/100

  63. Gambia, The 🇬🇲

    Estimated GDP share
    0.98%
    Country Job Doom
    14.5
    Country confidence
    72/100

  64. Lesotho 🇱🇸

    Estimated GDP share
    0.95%
    Country Job Doom
    17.2
    Country confidence
    71/100

  65. Cambodia 🇰🇭

    Estimated GDP share
    0.94%
    Country Job Doom
    12.2
    Country confidence
    72/100

  66. Kyrgyz Republic 🇰🇬

    Estimated GDP share
    0.94%
    Country Job Doom
    16.0
    Country confidence
    72/100

  67. Guinea 🇬🇳

    Estimated GDP share
    0.86%
    Country Job Doom
    12.2
    Country confidence
    73/100
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