snapshot_date stringdate 2026-03-12 00:00:00 2026-08-17 00:00:00 | category stringclasses 6
values | seniority stringclasses 4
values | tier stringclasses 3
values | listings_with_ai int64 0 1.79k | total_listings int64 1 13.7k | pct float64 0 100 | required_count int64 0 1.78k |
|---|---|---|---|---|---|---|---|
2026-03-12 | ai | all | any_ai | 253 | 266 | 95.1 | 253 |
2026-03-12 | ai | all | genai | 210 | 266 | 78.9 | 207 |
2026-03-12 | ai | all | ml | 186 | 266 | 69.9 | 186 |
2026-03-12 | ai | entry | any_ai | 1 | 1 | 100 | 1 |
2026-03-12 | ai | entry | genai | 1 | 1 | 100 | 1 |
2026-03-12 | ai | entry | ml | 1 | 1 | 100 | 1 |
2026-03-12 | ai | mid | any_ai | 138 | 147 | 93.9 | 138 |
2026-03-12 | ai | mid | genai | 120 | 147 | 81.6 | 119 |
2026-03-12 | ai | mid | ml | 100 | 147 | 68 | 100 |
2026-03-12 | ai | senior | any_ai | 114 | 118 | 96.6 | 114 |
2026-03-12 | ai | senior | genai | 89 | 118 | 75.4 | 87 |
2026-03-12 | ai | senior | ml | 85 | 118 | 72 | 85 |
2026-03-12 | data | all | any_ai | 90 | 149 | 60.4 | 89 |
2026-03-12 | data | all | genai | 28 | 149 | 18.8 | 28 |
2026-03-12 | data | all | ml | 80 | 149 | 53.7 | 79 |
2026-03-12 | data | mid | any_ai | 24 | 57 | 42.1 | 24 |
2026-03-12 | data | mid | genai | 7 | 57 | 12.3 | 7 |
2026-03-12 | data | mid | ml | 23 | 57 | 40.4 | 23 |
2026-03-12 | data | senior | any_ai | 66 | 92 | 71.7 | 65 |
2026-03-12 | data | senior | genai | 21 | 92 | 22.8 | 21 |
2026-03-12 | data | senior | ml | 57 | 92 | 62 | 56 |
2026-03-12 | devops | all | any_ai | 10 | 83 | 12 | 10 |
2026-03-12 | devops | all | genai | 9 | 83 | 10.8 | 9 |
2026-03-12 | devops | all | ml | 6 | 83 | 7.2 | 6 |
2026-03-12 | devops | mid | any_ai | 7 | 30 | 23.3 | 7 |
2026-03-12 | devops | mid | genai | 7 | 30 | 23.3 | 7 |
2026-03-12 | devops | mid | ml | 3 | 30 | 10 | 3 |
2026-03-12 | devops | senior | any_ai | 3 | 53 | 5.7 | 3 |
2026-03-12 | devops | senior | genai | 2 | 53 | 3.8 | 2 |
2026-03-12 | devops | senior | ml | 3 | 53 | 5.7 | 3 |
2026-03-12 | engineering | all | any_ai | 299 | 813 | 36.8 | 297 |
2026-03-12 | engineering | all | genai | 169 | 813 | 20.8 | 168 |
2026-03-12 | engineering | all | ml | 217 | 813 | 26.7 | 213 |
2026-03-12 | engineering | entry | any_ai | 3 | 6 | 50 | 3 |
2026-03-12 | engineering | entry | genai | 1 | 6 | 16.7 | 1 |
2026-03-12 | engineering | entry | ml | 3 | 6 | 50 | 3 |
2026-03-12 | engineering | mid | any_ai | 59 | 263 | 22.4 | 58 |
2026-03-12 | engineering | mid | genai | 38 | 263 | 14.4 | 38 |
2026-03-12 | engineering | mid | ml | 36 | 263 | 13.7 | 32 |
2026-03-12 | engineering | senior | any_ai | 237 | 544 | 43.6 | 236 |
2026-03-12 | engineering | senior | genai | 130 | 544 | 23.9 | 129 |
2026-03-12 | engineering | senior | ml | 178 | 544 | 32.7 | 178 |
2026-03-12 | product | all | any_ai | 83 | 223 | 37.2 | 83 |
2026-03-12 | product | all | genai | 64 | 223 | 28.7 | 64 |
2026-03-12 | product | all | ml | 40 | 223 | 17.9 | 40 |
2026-03-12 | product | entry | any_ai | 1 | 2 | 50 | 1 |
2026-03-12 | product | entry | genai | 0 | 2 | 0 | 0 |
2026-03-12 | product | entry | ml | 1 | 2 | 50 | 1 |
2026-03-12 | product | mid | any_ai | 22 | 71 | 31 | 22 |
2026-03-12 | product | mid | genai | 21 | 71 | 29.6 | 21 |
2026-03-12 | product | mid | ml | 4 | 71 | 5.6 | 4 |
2026-03-12 | product | senior | any_ai | 60 | 150 | 40 | 60 |
2026-03-12 | product | senior | genai | 43 | 150 | 28.7 | 43 |
2026-03-12 | product | senior | ml | 35 | 150 | 23.3 | 35 |
2026-03-12 | security | all | any_ai | 6 | 25 | 24 | 6 |
2026-03-12 | security | all | genai | 3 | 25 | 12 | 3 |
2026-03-12 | security | all | ml | 5 | 25 | 20 | 5 |
2026-03-12 | security | mid | any_ai | 0 | 8 | 0 | 0 |
2026-03-12 | security | mid | genai | 0 | 8 | 0 | 0 |
2026-03-12 | security | mid | ml | 0 | 8 | 0 | 0 |
2026-03-12 | security | senior | any_ai | 6 | 17 | 35.3 | 6 |
2026-03-12 | security | senior | genai | 3 | 17 | 17.6 | 3 |
2026-03-12 | security | senior | ml | 5 | 17 | 29.4 | 5 |
2026-03-19 | ai | all | any_ai | 264 | 277 | 95.3 | 264 |
2026-03-19 | ai | all | genai | 221 | 277 | 79.8 | 218 |
2026-03-19 | ai | all | ml | 192 | 277 | 69.3 | 192 |
2026-03-19 | ai | entry | any_ai | 1 | 1 | 100 | 1 |
2026-03-19 | ai | entry | genai | 1 | 1 | 100 | 1 |
2026-03-19 | ai | entry | ml | 1 | 1 | 100 | 1 |
2026-03-19 | ai | mid | any_ai | 140 | 149 | 94 | 140 |
2026-03-19 | ai | mid | genai | 122 | 149 | 81.9 | 121 |
2026-03-19 | ai | mid | ml | 100 | 149 | 67.1 | 100 |
2026-03-19 | ai | senior | any_ai | 123 | 127 | 96.9 | 123 |
2026-03-19 | ai | senior | genai | 98 | 127 | 77.2 | 96 |
2026-03-19 | ai | senior | ml | 91 | 127 | 71.7 | 91 |
2026-03-19 | data | all | any_ai | 99 | 162 | 61.1 | 98 |
2026-03-19 | data | all | genai | 34 | 162 | 21 | 34 |
2026-03-19 | data | all | ml | 85 | 162 | 52.5 | 84 |
2026-03-19 | data | mid | any_ai | 26 | 63 | 41.3 | 26 |
2026-03-19 | data | mid | genai | 9 | 63 | 14.3 | 9 |
2026-03-19 | data | mid | ml | 23 | 63 | 36.5 | 23 |
2026-03-19 | data | senior | any_ai | 73 | 99 | 73.7 | 72 |
2026-03-19 | data | senior | genai | 25 | 99 | 25.3 | 25 |
2026-03-19 | data | senior | ml | 62 | 99 | 62.6 | 61 |
2026-03-19 | devops | all | any_ai | 11 | 90 | 12.2 | 11 |
2026-03-19 | devops | all | genai | 9 | 90 | 10 | 9 |
2026-03-19 | devops | all | ml | 7 | 90 | 7.8 | 7 |
2026-03-19 | devops | entry | any_ai | 0 | 3 | 0 | 0 |
2026-03-19 | devops | entry | genai | 0 | 3 | 0 | 0 |
2026-03-19 | devops | entry | ml | 0 | 3 | 0 | 0 |
2026-03-19 | devops | mid | any_ai | 8 | 31 | 25.8 | 8 |
2026-03-19 | devops | mid | genai | 7 | 31 | 22.6 | 7 |
2026-03-19 | devops | mid | ml | 4 | 31 | 12.9 | 4 |
2026-03-19 | devops | senior | any_ai | 3 | 56 | 5.4 | 3 |
2026-03-19 | devops | senior | genai | 2 | 56 | 3.6 | 2 |
2026-03-19 | devops | senior | ml | 3 | 56 | 5.4 | 3 |
2026-03-19 | engineering | all | any_ai | 317 | 868 | 36.5 | 315 |
2026-03-19 | engineering | all | genai | 185 | 868 | 21.3 | 184 |
2026-03-19 | engineering | all | ml | 225 | 868 | 25.9 | 221 |
2026-03-19 | engineering | entry | any_ai | 5 | 8 | 62.5 | 5 |
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