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Balam Labs
Country atlas · 146 countries · v2026.1

Delegable work follows income

A country’s ADI weights each occupation by its employment there (ILOSTAT, latest year from 2019). The index runs from 14.7% in Burundi to 64.2% in Singapore. Hover a flag to read a country; switch the metric to see what else moves with income.

Low incomeLower-middle incomeUpper-middle incomeHigh incomeDelegation divide (95% band)
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ADI: task time at least partly delegable against GDP per capita0102030405060$1k$2k$5k$10k$20k$50k$100kGDP per capita, PPP (log scale)ADI: task time at least partly delegable, %SingaporeLuxembourgUnited KingdomMadagascarMozambiqueBurundiDashed 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

Of 146 countries, Singapore ranks first on ADI with 64.2% and Burundi last with 14.7%. Each log point of GDP per capita adds 7.2 points (95% 6.5–7.8); income alone explains 71% of the spread.

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Share of task time an AI agent can at least partly take over (levels L2–L3).

146 of 146 countries
ADI with 95% interval
1SingaporeHigh income64.2 ±1.04.645.5+10.8426.12$140k–
2LuxembourgHigh income63.5 ±0.94.245.4+10.7404.82$127k4%
3United KingdomHigh income54.9 ±0.93.540.3+8.4513.38$54k20%
4SwedenHigh income54.8 ±0.93.540.8+7.1512.99$63k3%
5NetherlandsHigh income54.8 ±0.93.940.8+6.2513.82$71k5%
6IsraelHigh income54.3 ±0.93.740.5+8.6513.04$48k–
7SwitzerlandHigh income54.0 ±0.94.140.5+4.1524.88$86k1%
8IrelandHigh income52.9 ±0.93.639.4-0.1533.42$131k3%
9United StatesHigh income51.9 ±0.93.638.9+2.8544.06$77k–
10AustraliaHigh income51.7 ±0.93.638.9+4.4546.12$60k–
11NorwayHigh income50.9 ±0.93.238.6+0.3553.98$95k3%
12MaltaHigh income50.7 ±0.93.838.5+3.0553.94$64k–
13GermanyHigh income50.7 ±1.04.439.0+3.0562.38$63k4%
14TuvaluUpper-middle income50.7 ±1.33.538.3+20.355–$5.8k20%
15FranceHigh income50.7 ±0.93.638.4+4.0563.92$55k3%
16BelgiumHigh income50.7 ±0.93.738.5+2.9553.51$63k2%
17DenmarkHigh income50.6 ±1.03.738.6+1.9563.47$73k2%
18IcelandHigh income50.3 ±0.92.737.9+2.0554.18$68k2%
19Puerto RicoHigh income49.9 ±1.04.938.7+4.7571.70$45k–
20AustriaHigh income49.8 ±0.94.038.1+2.0572.63$64k6%
21MontenegroUpper-middle income49.8 ±1.64.137.9+7.758–$29k–
22CyprusHigh income49.7 ±0.94.337.8+3.1573.00$54k3%
23PolandHigh income49.6 ±1.03.637.8+4.0571.31$47k14%
24LithuaniaHigh income49.4 ±0.92.937.4+3.6562.26$49k5%
25EstoniaHigh income48.8 ±0.93.337.3+4.1573.28$42k6%
26LatviaHigh income48.7 ±0.93.137.1+4.6572.38$39k9%
27CuraçaoHigh income48.5 ±1.14.037.3+6.558–$29k–
28PortugalHigh income48.0 ±1.03.836.9+3.1593.19$43k2%
29FinlandHigh income47.6 ±1.03.036.7+0.8592.29$56k2%
30South KoreaHigh income47.6 ±0.94.337.2+0.8593.85$56k–
31CroatiaHigh income47.1 ±0.93.536.5+1.9591.76$44k15%
32BruneiHigh income46.2 ±1.03.736.1-3.161–$79k33%
33HungaryHigh income46.1 ±1.03.636.0+1.5601.01$41k1%
34ItalyHigh income45.9 ±1.04.336.2-0.6611.63$54k8%
35SloveniaHigh income45.7 ±0.93.435.8-0.2612.01$49k3%
36RussiaHigh income45.7 ±1.02.535.7+0.860–$42k19%
37CzechiaHigh income45.4 ±0.93.335.7-0.5611.88$49k3%
38GreeceHigh income45.3 ±1.34.035.7+1.2621.43$38k4%
39SlovakiaHigh income45.3 ±1.13.735.8+0.7611.47$41k6%
40BelarusUpper-middle income45.0 ±1.52.334.9+2.761–$30k–
41NauruHigh income44.9 ±1.54.335.6+9.162–$12k35%
42BarbadosHigh income44.8 ±1.03.835.1+4.662–$22k62%
43SpainHigh income44.5 ±1.03.635.0-1.4622.56$49k4%
44PalauHigh income44.3 ±1.23.734.9+5.063–$20k7%
45JapanHigh income43.7 ±1.45.035.6-2.0631.94$48k–
46MauritiusUpper-middle income43.7 ±1.43.734.4+1.6641.61$29k24%
47SeychellesHigh income43.6 ±1.12.834.1+1.163–$31k9%
48ArgentinaUpper-middle income43.4 ±1.84.334.5+1.7651.41$28k53%
49MaldivesUpper-middle income43.4 ±1.63.334.2+2.664–$24k47%
50United Arab EmiratesHigh income43.0 ±0.92.933.2-5.5632.79$70k4%
51BulgariaHigh income42.6 ±1.13.133.9-0.9641.32$35k4%
52Saint LuciaUpper-middle income42.4 ±1.63.433.6+1.666–$25k29%
53BahamasHigh income42.2 ±1.03.533.5-1.565–$36k16%
54North MacedoniaUpper-middle income42.1 ±1.32.933.6+1.1650.98$25k12%
55SerbiaUpper-middle income41.6 ±1.33.133.3-0.1661.30$28k17%
56Marshall IslandsUpper-middle income40.9 ±1.42.732.8+8.466–$7.7k33%
57JamaicaUpper-middle income40.5 ±1.43.432.3+5.2670.74$11k57%
58ChileHigh income40.0 ±1.02.732.1-2.6671.78$31k26%
59BrazilUpper-middle income39.9 ±1.43.532.3+0.4680.91$20k36%
60LebanonLower-middle income39.6 ±1.62.631.5+4.9680.88$10k55%
61NamibiaLower-middle income39.5 ±1.42.631.4+4.9680.44$10k–
62SomaliaLow income39.2 ±2.81.732.1+19.066–$1.4k82%
63Bosnia and HerzegovinaUpper-middle income38.9 ±1.52.831.7-0.9690.63$21k14%
64MongoliaUpper-middle income38.8 ±1.62.031.2+0.2681.15$18k37%
65ColombiaUpper-middle income38.3 ±1.62.931.0-0.7691.14$19k56%
66CameroonLower-middle income38.3 ±1.91.930.2+9.0690.34$4.9k87%
66TürkiyeUpper-middle income38.3 ±1.32.831.2-5.6690.66$37k27%
68UruguayHigh income38.2 ±1.13.531.5-4.7691.83$33k33%
69BelizeUpper-middle income37.9 ±1.83.031.0+1.870–$13k–
69QatarHigh income37.9 ±1.13.131.5-13.8681.66$110k–
71Costa RicaHigh income37.8 ±1.13.331.2-4.2691.56$28k36%
72RomaniaHigh income37.7 ±1.12.531.1-6.8691.27$41k3%
73Dominican RepublicUpper-middle income37.2 ±1.63.330.5-3.7710.67$25k54%
74FijiUpper-middle income37.1 ±1.42.930.6+0.370–$14k46%
75IraqUpper-middle income36.8 ±2.12.230.6+1.0710.23$12k68%
76MexicoUpper-middle income36.8 ±1.62.830.3-3.3710.61$22k57%
77West Bank and GazaLower-middle income36.4 ±1.72.130.1+8.1700.41$4.3k49%
78ParaguayUpper-middle income36.2 ±1.52.729.9-2.1720.57$17k65%
79EgyptLower-middle income36.2 ±1.72.230.0-2.1720.33$17k69%
80IranUpper-middle income36.0 ±1.62.630.0-2.271–$17k–
81JordanUpper-middle income36.0 ±1.92.630.2+1.0710.59$11k54%
82PhilippinesUpper-middle income35.3 ±2.03.229.7+0.4730.42$11k–
83GabonUpper-middle income34.8 ±1.82.729.5-4.273–$19k86%
84NepalLower-middle income34.8 ±2.02.228.9+5.0730.39$5.3k78%
85GeorgiaUpper-middle income34.7 ±1.72.029.1-6.3731.76$25k62%
86SamoaUpper-middle income34.6 ±1.72.229.1+1.873–$8.0k52%
87PanamaHigh income34.4 ±1.32.429.1-9.6721.24$38k56%
88Cabo VerdeUpper-middle income34.3 ±1.62.628.8-0.474–$10k61%
89EswatiniLower-middle income33.9 ±1.92.229.0-1.074–$11k58%
90El SalvadorUpper-middle income33.6 ±1.92.728.6-2.1750.55$12k64%
91KyrgyzstanLower-middle income33.4 ±1.61.928.5+0.7740.33$7.9k58%
92Sri LankaUpper-middle income33.3 ±1.82.328.4-3.8750.52$15k66%
93GuyanaHigh income33.3 ±1.22.528.8-16.473–$84k49%
94The GambiaLow income33.2 ±2.52.228.4+7.175–$3.2k84%
95TongaUpper-middle income33.1 ±1.52.128.4+0.974–$7.4k59%
96PeruUpper-middle income33.0 ±2.12.428.6-4.8750.96$16k71%
97ThailandUpper-middle income33.0 ±1.82.628.4-7.3750.66$22k63%
98MalawiLow income32.5 ±2.41.427.7+11.376–$1.6k93%
99KiribatiLower-middle income32.5 ±2.41.928.1+6.075–$3.4k62%
100Papua New GuineaLower-middle income32.2 ±2.81.928.4+3.776–$4.5k–
101BotswanaUpper-middle income32.0 ±1.82.027.5-6.5750.52$18k76%
102TunisiaLower-middle income31.6 ±1.42.127.4-4.7751.31$13k37%
103AlbaniaUpper-middle income31.5 ±1.61.626.9-8.8760.93$23k–
104IndonesiaUpper-middle income31.4 ±2.12.427.5-6.0770.41$15k81%
105MoldovaUpper-middle income31.4 ±2.11.726.9-6.9761.36$17k55%
106BoliviaLower-middle income31.1 ±1.92.127.2-3.9770.53$11k86%
107HondurasLower-middle income30.9 ±2.22.127.0-0.7780.24$6.7k83%
108Equatorial GuineaUpper-middle income30.8 ±1.82.127.1-5.977–$14k84%
109GhanaLower-middle income30.3 ±2.32.026.8-1.8780.39$7.4k90%
110GuatemalaUpper-middle income30.3 ±2.12.426.8-6.0780.36$13k74%
111TogoLower-middle income30.0 ±2.82.126.6+3.3790.22$3.5k95%
112GrenadaUpper-middle income29.7 ±2.02.125.9-9.078–$18k48%
113NigeriaLower-middle income29.6 ±2.62.026.4-3.3790.22$8.1k93%
114KenyaLower-middle income29.6 ±1.91.425.5-1.1780.34$6.0k87%
115EcuadorUpper-middle income29.3 ±1.91.926.1-7.7790.47$14k69%
116PakistanLower-middle income28.9 ±1.81.925.8-1.3790.30$5.6k89%
117MyanmarLower-middle income28.8 ±2.42.326.2-0.780–$5.1k81%
118GuineaLower-middle income28.8 ±3.11.925.9+0.680–$4.2k–
119Viet NamUpper-middle income28.5 ±2.11.925.7-9.1800.48$15k67%
120Côte d’IvoireLower-middle income28.4 ±2.32.125.8-3.4800.29$7.0k92%
121BeninLower-middle income28.1 ±2.41.925.6+0.1800.37$4.1k96%
122SudanLow income27.9 ±2.51.525.4+5.680–$1.9k94%
123IndiaLower-middle income27.8 ±1.81.725.1-6.6800.30$10k87%
124BangladeshLower-middle income27.8 ±2.21.825.2-5.6800.11$8.7k84%
125AngolaLower-middle income27.4 ±3.01.725.0-6.1810.09$8.8k95%
126CambodiaLower-middle income26.7 ±1.81.924.6-5.4810.20$7.3k79%
127Timor-LesteLower-middle income26.5 ±2.61.724.4-1.582–$4.1k81%
128LaosLower-middle income25.9 ±2.81.524.1-7.682–$8.9k91%
129Burkina FasoLow income25.5 ±2.61.523.6+0.8830.14$2.6k95%
130VanuatuLower-middle income25.5 ±2.51.323.8-2.082–$3.9k71%
131DR CongoLow income24.3 ±2.81.123.0+3.083–$1.6k96%
132ChadLow income24.2 ±2.81.523.2-0.184–$2.5k98%
133NigerLow income23.5 ±3.01.422.8+1.285–$1.9k99%
134MaliLow income23.3 ±2.71.422.6-2.485–$3.0k93%
135AfghanistanLow income22.9 ±2.61.122.1+0.384–$2.0k86%
136ZambiaLower-middle income22.8 ±3.21.322.1-4.5850.14$3.7k83%
137ZimbabweLower-middle income22.2 ±3.30.922.0-7.9850.20$5.5k84%
138Guinea-BissauLow income22.0 ±3.71.122.2-3.287–$2.8k94%
139RwandaLow income21.8 ±3.31.021.7-5.2870.19$3.6k90%
140UgandaLow income21.4 ±3.21.121.4-4.2870.10$3.0k95%
141EthiopiaLow income20.6 ±3.10.921.2-5.387–$3.1k78%
142LesothoLower-middle income20.5 ±2.70.920.7-4.586–$2.7k89%
143TanzaniaLower-middle income19.8 ±2.70.920.2-7.6870.06$3.8k91%
144MadagascarLow income19.7 ±2.80.920.5-1.8880.10$1.7k96%
145MozambiqueLow income17.9 ±4.10.719.2-2.5900.08$1.5k96%
146BurundiLow income14.7 ±4.80.317.3-3.593–$1.1k–

Finest ISCO-08 level each country reports to ILOSTAT: 126 countries at two digits, 20 at one. “vs income” and the country decomposition are site calculations from the published v2026.1 figures. Flags: flag-icons (MIT).