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Agent Delegability Index · v2026.1 · by Balam Labs
PNG · Lower-middle income · ILOSTAT 2022, ISCO-08 at two digits

Flag of Papua New GuineaPapua New Guinea

3.7 points above what its income predicts · expected 28.5% at its GDP per capita

32.2%
ADI · 100th of 146 · 95% interval 29.7–35.3

Papua New Guinea ranks 17 of 24 countries in East Asia and Pacific: 32.2% of its task time is at least partly delegable, below the world figure of 35.2% and 16.5 points below high-income countries.

IndicatorPapua New GuineaRank in regionHighest in regionRegionHigh incomeWorldSource
Delegability
ADI: task time at least partly delegable (L2–L3)32.217 of 24Singapore (64.2)35.348.735.2ADI v2026.1
ADI3: task time fully delegable (L3)1.918 of 24Japan (5.0)3.03.72.5ADI v2026.1
ADIs: expected share of working time delegable28.416 of 24Singapore (45.5)29.937.429.5ADI v2026.1
Adoption
AI use per working-age adult (index)––Singapore (6.12)2.142.801.53Anthropic Economic Index
Context
GDP per capita, PPP (constant 2021 international $)4,45621 of 24Singapore (139,593)23,99956,34127,620World Bank WDI
Informal employment, % of total employment––Palau (7.3)55.312.550.2ILOSTAT

Region: the 24 countries of East Asia and Pacific in the atlas (World Bank regions). Delegability rows are employment-weighted means; adoption and context rows are simple means over countries with data. For informality, rank 1 is the lowest. With equal weights inside reported groups, the preregistered sensitivity check, Papua New Guinea’s ADI is 31.2%.

Where it sits

Papua New Guinea against the delegation divide

Each flag is a country; the dashed line is what GDP per capita alone predicts. East Asia and Pacific keeps its colours, the rest is grey. Papua New Guinea is 3.7 points above what its income predicts.

Ctrl/⌘ + scroll to zoom · drag to pan · Shift + drag to zoom to a box
Papua New Guinea and the other 145 countries: ADI against GDP per capita0102030405060$1k$2k$5k$10k$20k$50k$100kGDP per capita, PPP (log scale)ADI: task time at least partly delegable, %Papua New GuineaSingaporeAustraliaLaosVanuatuDashed line, the delegation divide: +7.2 pts per log point of GDP pc (R² 0.71)

Balam Labs · Agent Delegability Index v2026.1 · balamlabs.org/adi

What drives the number

Who works in Papua New Guinea, and how delegable their tasks are

Service and sales workers and skilled agricultural, forestry and fishery workers supply 54% of Papua New Guinea’s delegable task time while employing 61% of its workers.

Share of employment
Papua New Guinea100%
World100%
Points of delegable task time (sum = ADI)
Papua New Guinea32.2%
World35.2%

Hover a block to read one group. Shade: the group’s ADI, light 10% to dark 85%.

Major groupEmployment, Papua New GuineaWorldADI of group, Papua New GuineaPoints of ADI, Papua New Guinea
1 · Managers2.2%3.9%79.51.7
4 · Clerical support workers1.8%5.0%78.51.4
2 · Professionals9.7%11.2%57.75.6
3 · Technicians and associate professionals2.8%6.7%67.21.9
5 · Service and sales workers23.2%17.8%48.611.3
8 · Plant and machine operators and assemblers4.0%7.6%16.40.7
6 · Skilled agricultural, forestry and fishery workers37.4%21.9%15.96.0
7 · Craft and related trades workers5.5%10.8%17.41.0
9 · Elementary occupations13.3%15.2%20.52.7
What stops the agent here

Barriers, weighted by its jobs

The largest gap with the world is physical presence: 76% of task weight against 72% worldwide, a heavier brake on agents.

BarrierShare of task weightPNGWorld
Physical presence
76%72%
Accountability
24%26%
Trust and care
30%26%
Access to systems
60%59%

Dashed tick: world, weighting the same tasks by world employment. A task can carry more than one barrier.

AI use

Delegable work and actual AI use

The Anthropic Economic Index has no usage figure for Papua New Guinea; it covers 101 of the 146 countries.

Peers

Papua New Guinea among the four income groups

ADI by income group, Papua New Guinea highlighted010203040506070Low income 17Lower-middle income 33Upper-middle income 43High income 53Papua New Guinea

Ring colour: income group. Vertical tick: employment-weighted mean of the row.

Same ADI, different income
East Asia and Pacific

Within its region

Papua New Guinea sits between Kiribati (32.5%) and Indonesia (31.4%); Singapore leads the region at 64.2% and Vanuatu closes it at 25.5%.

CountryADI%
Singapore64.2
Australia51.7
Tuvalu50.7
South Korea47.6
Brunei46.2
Nauru44.9
Palau44.3
Japan43.7
Marshall Islands40.9
Mongolia38.8
Fiji37.1
Philippines35.3
Samoa34.6
Tonga33.1
Thailand33.0
Kiribati32.5
Papua New Guinea32.2
Indonesia31.4
Myanmar28.8
Viet Nam28.5
Cambodia26.7
Timor-Leste26.5
Laos25.9
Vanuatu25.5

Dashed line: regional employment-weighted mean, 35.3%. World: 35.2%.

In the atlas
Map of the Agent Delegability Index by countryFiji: 37.1% (rank 74 of 146)Tanzania: 19.8% (rank 143 of 146)W. Sahara: no occupation dataCanada: no occupation dataUnited States: 51.9% (rank 9 of 146)Kazakhstan: no occupation dataUzbekistan: no occupation dataPapua New Guinea: 32.2% (rank 100 of 146)Indonesia: 31.4% (rank 104 of 146)Argentina: 43.4% (rank 48 of 146)Chile: 40.0% (rank 58 of 146)DR Congo: 24.3% (rank 131 of 146)Somalia: 39.2% (rank 62 of 146)Kenya: 29.6% (rank 114 of 146)Sudan: 27.9% (rank 122 of 146)Chad: 24.2% (rank 132 of 146)Haiti: no occupation dataDominican Republic: 37.2% (rank 73 of 146)Russia: 45.7% (rank 36 of 146)Bahamas: 42.2% (rank 53 of 146)Falkland Is.: no occupation dataNorway: 50.9% (rank 11 of 146)Greenland: no occupation dataFr. S. Antarctic Lands: no occupation dataTimor-Leste: 26.5% (rank 127 of 146)South Africa: no occupation dataLesotho: 20.5% (rank 142 of 146)Mexico: 36.8% (rank 76 of 146)Uruguay: 38.2% (rank 68 of 146)Brazil: 39.9% (rank 59 of 146)Bolivia: 31.1% (rank 106 of 146)Peru: 33.0% (rank 96 of 146)Colombia: 38.3% (rank 65 of 146)Panama: 34.4% (rank 87 of 146)Costa Rica: 37.8% (rank 71 of 146)Nicaragua: no occupation dataHonduras: 30.9% (rank 107 of 146)El Salvador: 33.6% (rank 90 of 146)Guatemala: 30.3% (rank 110 of 146)Belize: 37.9% (rank 69 of 146)Venezuela: no occupation dataGuyana: 33.3% (rank 93 of 146)Suriname: no occupation dataFrance: 50.7% (rank 15 of 146)Ecuador: 29.3% (rank 115 of 146)Puerto Rico: 49.9% (rank 19 of 146)Jamaica: 40.5% (rank 57 of 146)Cuba: no occupation dataZimbabwe: 22.2% (rank 137 of 146)Botswana: 32.0% (rank 101 of 146)Namibia: 39.5% (rank 61 of 146)Senegal: no occupation dataMali: 23.3% (rank 134 of 146)Mauritania: no occupation dataBenin: 28.1% (rank 121 of 146)Niger: 23.5% (rank 133 of 146)Nigeria: 29.6% (rank 113 of 146)Cameroon: 38.3% (rank 66 of 146)Togo: 30.0% (rank 111 of 146)Ghana: 30.3% (rank 109 of 146)Côte d’Ivoire: 28.4% (rank 120 of 146)Guinea: 28.8% (rank 118 of 146)Guinea-Bissau: 22.0% (rank 138 of 146)Liberia: no occupation dataSierra Leone: no occupation dataBurkina Faso: 25.5% (rank 129 of 146)Central African Rep.: no occupation dataCongo: no occupation dataGabon: 34.8% (rank 83 of 146)Equatorial Guinea: 30.8% (rank 108 of 146)Zambia: 22.8% (rank 136 of 146)Malawi: 32.5% (rank 98 of 146)Mozambique: 17.9% (rank 145 of 146)Eswatini: 33.9% (rank 89 of 146)Angola: 27.4% (rank 125 of 146)Burundi: 14.7% (rank 146 of 146)Israel: 54.3% (rank 6 of 146)Lebanon: 39.6% (rank 60 of 146)Madagascar: 19.7% (rank 144 of 146)West Bank and Gaza: 36.4% (rank 77 of 146)The Gambia: 33.2% (rank 94 of 146)Tunisia: 31.6% (rank 102 of 146)Algeria: no occupation dataJordan: 36.0% (rank 81 of 146)United Arab Emirates: 43.0% (rank 50 of 146)Qatar: 37.9% (rank 69 of 146)Kuwait: no occupation dataIraq: 36.8% (rank 75 of 146)Oman: no occupation dataVanuatu: 25.5% (rank 130 of 146)Cambodia: 26.7% (rank 126 of 146)Thailand: 33.0% (rank 97 of 146)Laos: 25.9% (rank 128 of 146)Myanmar: 28.8% (rank 117 of 146)Viet Nam: 28.5% (rank 119 of 146)North Korea: no occupation dataSouth Korea: 47.6% (rank 30 of 146)Mongolia: 38.8% (rank 64 of 146)India: 27.8% (rank 123 of 146)Bangladesh: 27.8% (rank 124 of 146)Bhutan: no occupation dataNepal: 34.8% (rank 84 of 146)Pakistan: 28.9% (rank 116 of 146)Afghanistan: 22.9% (rank 135 of 146)Tajikistan: no occupation dataKyrgyzstan: 33.4% (rank 91 of 146)Turkmenistan: no occupation dataIran: 36.0% (rank 80 of 146)Syria: no occupation dataArmenia: no occupation dataSweden: 54.8% (rank 4 of 146)Belarus: 45.0% (rank 40 of 146)Ukraine: no occupation dataPoland: 49.6% (rank 23 of 146)Austria: 49.8% (rank 20 of 146)Hungary: 46.1% (rank 33 of 146)Moldova: 31.4% (rank 105 of 146)Romania: 37.7% (rank 72 of 146)Lithuania: 49.4% (rank 24 of 146)Latvia: 48.7% (rank 26 of 146)Estonia: 48.8% (rank 25 of 146)Germany: 50.7% (rank 13 of 146)Bulgaria: 42.6% (rank 51 of 146)Greece: 45.3% (rank 38 of 146)Türkiye: 38.3% (rank 66 of 146)Albania: 31.5% (rank 103 of 146)Croatia: 47.1% (rank 31 of 146)Switzerland: 54.0% (rank 7 of 146)Luxembourg: 63.5% (rank 2 of 146)Belgium: 50.7% (rank 16 of 146)Netherlands: 54.8% (rank 5 of 146)Portugal: 48.0% (rank 28 of 146)Spain: 44.5% (rank 43 of 146)Ireland: 52.9% (rank 8 of 146)New Caledonia: no occupation dataSolomon Is.: no occupation dataNew Zealand: no occupation dataAustralia: 51.7% (rank 10 of 146)Sri Lanka: 33.3% (rank 92 of 146)China: no occupation dataTaiwan: no occupation dataItaly: 45.9% (rank 34 of 146)Denmark: 50.6% (rank 17 of 146)United Kingdom: 54.9% (rank 3 of 146)Iceland: 50.3% (rank 18 of 146)Azerbaijan: no occupation dataGeorgia: 34.7% (rank 85 of 146)Philippines: 35.3% (rank 82 of 146)Malaysia: no occupation dataBrunei: 46.2% (rank 32 of 146)Slovenia: 45.7% (rank 35 of 146)Finland: 47.6% (rank 29 of 146)Slovakia: 45.3% (rank 39 of 146)Czechia: 45.4% (rank 37 of 146)Eritrea: no occupation dataJapan: 43.7% (rank 45 of 146)Paraguay: 36.2% (rank 78 of 146)Yemen: no occupation dataSaudi Arabia: no occupation dataN. Cyprus: no occupation dataCyprus: 49.7% (rank 22 of 146)Morocco: no occupation dataEgypt: 36.2% (rank 79 of 146)Libya: no occupation dataEthiopia: 20.6% (rank 141 of 146)Djibouti: no occupation dataSomaliland: no occupation dataUganda: 21.4% (rank 140 of 146)Rwanda: 21.8% (rank 139 of 146)Bosnia and Herzegovina: 38.9% (rank 63 of 146)North Macedonia: 42.1% (rank 54 of 146)Serbia: 41.6% (rank 55 of 146)Montenegro: 49.8% (rank 21 of 146)Kosovo: no occupation dataTrinidad and Tobago: no occupation dataS. Sudan: no occupation dataBarbados: 44.8%Cabo Verde: 34.3%Curaçao: 48.5%Grenada: 29.7%Kiribati: 32.5%Saint Lucia: 42.4%Maldives: 43.4%Marshall Islands: 40.9%Malta: 50.7%Mauritius: 43.7%Nauru: 44.9%Palau: 44.3%Singapore: 64.2%Seychelles: 43.6%Tonga: 33.1%Tuvalu: 50.7%Samoa: 34.6%
< 25%25–30%30–35%35–45%≥ 45%No data
Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Papua New Guinea (PNG), https://balamlabs.org/adi/countries/PNG

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Papua New Guinea (PNG)}
}

Static JSON: /adi/v2026.1/country/PNG.json

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