Rankings

Every country, side by side

Countries ranked by the share of jobs exposed to generative AI, with exposed workers, AI preparedness and AI usage.

Country	AI exposure	Exposed workers	AI preparedness	AI usage index
1. Macao	45%	184K	—	—
2. Luxembourg	42%	140K	0.73	4.82×
3. Japan	40%	27.4M	0.73	1.94×
4. Puerto Rico	40%	463K	—	1.70×
5. Switzerland	40%	1.9M	0.76	4.88×
6. Singapore	39%	1.4M	0.80	6.13×
7. Netherlands	39%	3.9M	0.77	3.82×
8. Germany	39%	16.5M	0.75	2.38×
9. Belgium	38%	1.9M	0.67	3.51×
10. Djibouti	38%	75.1K	0.32	—
11. Sweden	37%	2M	0.75	2.99×
12. Israel	37%	1.6M	0.72	3.04×
13. Canada	37%	7.6M	0.71	4.39×
14. Denmark	37%	1.1M	0.78	3.47×
15. United Kingdom	37%	12.4M	0.73	3.38×
16. New Zealand	36%	1M	0.75	4.61×
17. Norway	36%	1.1M	0.71	3.98×
18. Ireland	36%	968K	0.69	3.42×
19. Austria	36%	1.6M	0.72	2.63×
20. Cyprus	36%	262K	0.63	3.00×
21. Australia	35%	5M	0.73	6.12×
22. New Caledonia	35%	41.4K	—	—
23. United States	35%	60.4M	0.77	4.06×
24. Republic of Korea	35%	10.3M	0.73	3.85×
25. France	35%	10.4M	0.70	3.92×
26. Hong Kong	35%	1.3M	0.70	—
27. Montenegro	35%	91.8K	0.50	—
28. Malta	35%	103K	0.66	3.94×
29. Italy	35%	8.4M	0.62	1.63×
30. Guam	35%	25.5K	—	—
31. Brunei Darussalam	34%	77.5K	0.49	—
32. Taiwan	34%	4M	—	2.10×
33. Greece	34%	1.4M	0.58	1.43×
34. Portugal	34%	1.7M	0.65	3.19×
35. Croatia	34%	555K	0.58	1.77×
36. Slovakia	34%	891K	0.59	1.47×
37. Finland	34%	877K	0.76	2.30×
38. Spain	34%	7.2M	0.65	2.56×
39. French Polynesia	33%	35.5K	—	—
40. Iceland	33%	78.6K	0.70	4.18×
41. Poland	33%	6.1M	0.60	1.32×
42. United States Virgin Islands	33%	11K	—	—
43. Estonia	32%	219K	0.76	3.28×
44. Slovenia	32%	325K	0.63	2.01×
45. Hungary	32%	1.5M	0.56	1.01×
46. Argentina	32%	6.6M	0.47	1.41×
47. Cuba	31%	1.5M	—	—
48. Czech Republic	31%	1.7M	0.65	1.88×
49. Lithuania	31%	438K	0.67	2.26×
50. Bahamas	31%	68.6K	0.46	—
51. Barbados	31%	43.6K	0.51	—
52. Russian Federation	31%	22M	0.56	—
53. Latvia	30%	270K	0.63	2.38×
54. Bulgaria	30%	936K	0.58	1.32×
55. Saudi Arabia	30%	5M	0.58	0.86×
56. Mauritius	30%	178K	0.53	1.62×
57. Maldives	30%	77K	—	—
58. Malaysia	29%	5.3M	0.63	0.84×
59. Uruguay	29%	488K	0.55	1.83×
60. North Macedonia	29%	200K	0.48	0.98×
61. St. Vincent and the Grenadines	29%	12.8K	0.34	—
62. Serbia	29%	900K	0.54	1.30×
63. Trinidad and Tobago	28%	198K	0.44	1.05×
64. Saint Lucia	28%	26.2K	0.37	—
65. Suriname	28%	67K	0.42	—
66. Brazil	28%	28.6M	0.50	0.91×
67. Chile	28%	2.6M	0.59	1.79×
68. Costa Rica	28%	631K	0.54	1.57×
69. Jamaica	28%	434K	0.43	0.74×
70. Jordan	27%	737K	0.48	0.60×
71. Belarus	27%	1.3M	0.47	—
72. South Africa	27%	4.9M	0.50	0.45×
73. Algeria	26%	3.2M	0.37	0.48×
74. Kazakhstan	26%	2.5M	0.55	0.71×
75. Dominican Republic	26%	1.4M	0.47	0.67×
76. United Arab Emirates	26%	1.9M	0.63	2.79×
77. Turkey	26%	8.8M	0.54	0.66×
78. Oman	26%	706K	0.53	0.68×
79. Bosnia and Herzegovina	25%	301K	0.43	0.63×
80. Romania	25%	1.9M	0.58	1.27×
81. Belize	25%	41.8K	0.42	—
82. Venezuela	25%	2.6M	0.28	—
83. Tonga	25%	8,186	—	—
84. Colombia	25%	6.1M	0.49	1.14×
85. Libya	25%	525K	0.24	—
86. Guyana	25%	71K	0.42	—
87. Turkmenistan	24%	509K	—	—
88. Mexico	24%	14.4M	0.53	0.62×
89. Western Sahara	24%	57.8K	—	—
90. Armenia	24%	294K	0.49	0.94×
91. Fiji	24%	87.4K	0.45	—
92. Azerbaijan	24%	1.2M	0.47	0.40×
93. Republic of the Congo	24%	499K	0.28	0.24×
94. Philippines	23%	11.9M	0.50	0.43×
95. Yemen	23%	1.6M	0.25	—
96. Panama	23%	485K	0.50	1.23×
97. Iraq	23%	2.4M	0.27	0.23×
98. Republic of Cabo Verde	23%	45.5K	0.43	—
99. São Tomé and Principe	23%	7,256	—	—
100. El Salvador	23%	652K	0.39	0.55×
101. Kingdom of eSwatini	22%	63.5K	0.31	—
102. Paraguay	22%	752K	0.41	0.57×
103. Georgia	22%	381K	0.53	1.76×
104. Egypt	22%	7.5M	0.39	0.34×
105. Mongolia	22%	301K	0.48	1.15×
106. Samoa	22%	12.1K	—	—
107. Namibia	22%	204K	0.42	0.44×
108. Syria	22%	1.3M	0.30	—
109. Tunisia	22%	795K	0.47	1.32×
110. Uzbekistan	22%	3M	—	0.23×
111. Comoros	22%	64.3K	0.25	—
112. Peru	21%	3.9M	0.49	0.96×
113. Somalia	21%	611K	—	—
114. Botswana	21%	191K	0.41	0.52×
115. Timor-Leste	21%	130K	0.43	—
116. Iran	21%	5.6M	0.38	—
117. Gabon	21%	140K	0.32	—
118. Solomon Islands	21%	91.2K	—	—
119. Liberia	20%	527K	0.37	—
120. Kyrgyzstan	20%	555K	0.43	0.33×
121. Albania	20%	266K	0.53	0.93×
122. Bahrain	20%	188K	0.52	1.41×
123. Indonesia	20%	28.3M	0.52	0.42×
124. Nepal	20%	1.5M	0.35	0.39×
125. Kuwait	20%	584K	0.46	0.89×
126. Thailand	20%	8M	0.54	0.66×
127. Bolivia	20%	1.3M	0.38	0.53×
128. Papua New Guinea	19%	710K	0.29	—
129. Vanuatu	19%	22.2K	—	—
130. Honduras	19%	795K	0.34	0.24×
131. Mauritania	19%	214K	0.23	—
132. Sri Lanka	19%	1.6M	0.44	0.52×
133. Qatar	19%	435K	0.54	1.66×
134. Tajikistan	19%	460K	0.37	—
135. Bhutan	19%	74K	0.44	—
136. Nicaragua	19%	584K	0.33	—
137. Senegal	19%	1.1M	0.40	0.40×
138. Cameroon	18%	2M	0.34	0.34×
139. China	18%	134.1M	0.64	—
140. Ecuador	18%	1.6M	0.44	0.48×
141. Guinea	18%	792K	0.32	—
142. The Gambia	18%	133K	0.36	—
143. Moldova	17%	299K	0.48	1.36×
144. Côte d'Ivoire	17%	2.2M	0.37	0.29×
145. Morocco	17%	2M	0.43	0.88×
146. Haiti	17%	761K	0.27	0.14×
147. Togo	17%	568K	0.32	0.22×
148. Ghana	17%	2.2M	0.42	0.39×
149. Guatemala	17%	1.3M	0.39	0.36×
150. Burkina Faso	17%	1.6M	0.31	0.14×
151. Vietnam	17%	9.3M	0.48	0.48×
152. Nigeria	16%	18.6M	0.34	0.22×
153. Myanmar	16%	3.6M	0.33	—
154. Cambodia	16%	1.6M	0.37	0.20×
155. Angola	16%	2.2M	0.26	0.09×
156. Sierra Leone	16%	443K	0.30	—
157. Benin	15%	1M	0.36	0.37×
158. Equatorial Guinea	15%	104K	—	—
159. Zambia	15%	1.1M	0.37	0.15×
160. India	15%	88.3M	0.49	0.31×
161. Pakistan	15%	11.8M	0.37	0.30×
162. Kenya	14%	3.4M	0.45	0.34×
163. Rwanda	14%	734K	0.44	0.19×
164. Zimbabwe	14%	846K	0.30	0.20×
165. Guinea-Bissau	14%	119K	0.27	—
166. Bangladesh	13%	9.5M	0.38	0.11×
167. Malawi	13%	1M	0.34	—
168. Lao PDR	13%	471K	0.33	—
169. Mali	13%	1.2M	0.30	—
170. Congo, Dem. Rep.	13%	4.7M	0.25	—
171. Lesotho	12%	92.6K	0.35	—
172. Uganda	12%	2.8M	0.35	0.11×
173. Ethiopia	12%	6.5M	0.25	—
174. Afghanistan	12%	963K	—	—
175. Chad	12%	785K	0.23	—
176. Niger	12%	1.4M	0.33	—
177. Dem. Rep. Korea	12%	2M	—	—
178. Mozambique	11%	1.6M	0.26	0.08×
179. Tanzania	10%	3.5M	0.35	0.06×
180. Madagascar	10%	1.7M	0.30	0.10×
181. Eritrea	10%	167K	—	—
182. Central African Republic	9%	180K	0.18	—
183. Burundi	9%	537K	0.29	—