snapshot_date stringdate 2026-03-12 00:00:00 2026-09-03 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 |
|---|---|---|---|---|---|---|---|
2026-08-05 | engineering | mid | genai | 256 | 5,602 | 4.6 | 247 |
2026-08-05 | engineering | mid | ml | 213 | 5,602 | 3.8 | 203 |
2026-08-05 | engineering | senior | any_ai | 780 | 7,779 | 10 | 736 |
2026-08-05 | engineering | senior | genai | 606 | 7,779 | 7.8 | 566 |
2026-08-05 | engineering | senior | ml | 270 | 7,779 | 3.5 | 254 |
2026-08-05 | product | all | any_ai | 236 | 2,568 | 9.2 | 215 |
2026-08-05 | product | all | genai | 197 | 2,568 | 7.7 | 175 |
2026-08-05 | product | all | ml | 70 | 2,568 | 2.7 | 65 |
2026-08-05 | product | entry | any_ai | 2 | 43 | 4.7 | 2 |
2026-08-05 | product | entry | genai | 0 | 43 | 0 | 0 |
2026-08-05 | product | entry | ml | 2 | 43 | 4.7 | 2 |
2026-08-05 | product | mid | any_ai | 80 | 1,182 | 6.8 | 72 |
2026-08-05 | product | mid | genai | 66 | 1,182 | 5.6 | 60 |
2026-08-05 | product | mid | ml | 20 | 1,182 | 1.7 | 18 |
2026-08-05 | product | senior | any_ai | 154 | 1,343 | 11.5 | 141 |
2026-08-05 | product | senior | genai | 131 | 1,343 | 9.8 | 115 |
2026-08-05 | product | senior | ml | 48 | 1,343 | 3.6 | 45 |
2026-08-05 | security | all | any_ai | 78 | 2,350 | 3.3 | 62 |
2026-08-05 | security | all | genai | 58 | 2,350 | 2.5 | 46 |
2026-08-05 | security | all | ml | 27 | 2,350 | 1.1 | 21 |
2026-08-05 | security | entry | any_ai | 0 | 123 | 0 | 0 |
2026-08-05 | security | entry | genai | 0 | 123 | 0 | 0 |
2026-08-05 | security | entry | ml | 0 | 123 | 0 | 0 |
2026-08-05 | security | mid | any_ai | 34 | 1,385 | 2.5 | 26 |
2026-08-05 | security | mid | genai | 24 | 1,385 | 1.7 | 19 |
2026-08-05 | security | mid | ml | 11 | 1,385 | 0.8 | 7 |
2026-08-05 | security | senior | any_ai | 44 | 842 | 5.2 | 36 |
2026-08-05 | security | senior | genai | 34 | 842 | 4 | 27 |
2026-08-05 | security | senior | ml | 16 | 842 | 1.9 | 14 |
2026-08-17 | ai | all | any_ai | 686 | 1,125 | 61 | 683 |
2026-08-17 | ai | all | genai | 382 | 1,125 | 34 | 369 |
2026-08-17 | ai | all | ml | 543 | 1,125 | 48.3 | 538 |
2026-08-17 | ai | entry | any_ai | 7 | 38 | 18.4 | 7 |
2026-08-17 | ai | entry | genai | 2 | 38 | 5.3 | 2 |
2026-08-17 | ai | entry | ml | 6 | 38 | 15.8 | 6 |
2026-08-17 | ai | mid | any_ai | 322 | 523 | 61.6 | 319 |
2026-08-17 | ai | mid | genai | 196 | 523 | 37.5 | 188 |
2026-08-17 | ai | mid | ml | 241 | 523 | 46.1 | 240 |
2026-08-17 | ai | senior | any_ai | 357 | 564 | 63.3 | 357 |
2026-08-17 | ai | senior | genai | 184 | 564 | 32.6 | 179 |
2026-08-17 | ai | senior | ml | 296 | 564 | 52.5 | 292 |
2026-08-17 | data | all | any_ai | 304 | 2,589 | 11.7 | 289 |
2026-08-17 | data | all | genai | 122 | 2,589 | 4.7 | 114 |
2026-08-17 | data | all | ml | 242 | 2,589 | 9.3 | 232 |
2026-08-17 | data | entry | any_ai | 12 | 125 | 9.6 | 11 |
2026-08-17 | data | entry | genai | 5 | 125 | 4 | 5 |
2026-08-17 | data | entry | ml | 9 | 125 | 7.2 | 8 |
2026-08-17 | data | mid | any_ai | 114 | 1,492 | 7.6 | 107 |
2026-08-17 | data | mid | genai | 38 | 1,492 | 2.5 | 35 |
2026-08-17 | data | mid | ml | 97 | 1,492 | 6.5 | 93 |
2026-08-17 | data | senior | any_ai | 178 | 972 | 18.3 | 171 |
2026-08-17 | data | senior | genai | 79 | 972 | 8.1 | 74 |
2026-08-17 | data | senior | ml | 136 | 972 | 14 | 131 |
2026-08-17 | devops | all | any_ai | 85 | 1,485 | 5.7 | 73 |
2026-08-17 | devops | all | genai | 51 | 1,485 | 3.4 | 39 |
2026-08-17 | devops | all | ml | 40 | 1,485 | 2.7 | 39 |
2026-08-17 | devops | entry | any_ai | 0 | 27 | 0 | 0 |
2026-08-17 | devops | entry | genai | 0 | 27 | 0 | 0 |
2026-08-17 | devops | entry | ml | 0 | 27 | 0 | 0 |
2026-08-17 | devops | mid | any_ai | 34 | 742 | 4.6 | 27 |
2026-08-17 | devops | mid | genai | 26 | 742 | 3.5 | 18 |
2026-08-17 | devops | mid | ml | 11 | 742 | 1.5 | 11 |
2026-08-17 | devops | senior | any_ai | 51 | 716 | 7.1 | 46 |
2026-08-17 | devops | senior | genai | 25 | 716 | 3.5 | 21 |
2026-08-17 | devops | senior | ml | 29 | 716 | 4.1 | 28 |
2026-08-17 | engineering | all | any_ai | 581 | 4,597 | 12.6 | 532 |
2026-08-17 | engineering | all | genai | 437 | 4,597 | 9.5 | 395 |
2026-08-17 | engineering | all | ml | 235 | 4,597 | 5.1 | 210 |
2026-08-17 | engineering | entry | any_ai | 7 | 106 | 6.6 | 7 |
2026-08-17 | engineering | entry | genai | 4 | 106 | 3.8 | 4 |
2026-08-17 | engineering | entry | ml | 5 | 106 | 4.7 | 5 |
2026-08-17 | engineering | mid | any_ai | 194 | 1,795 | 10.8 | 183 |
2026-08-17 | engineering | mid | genai | 143 | 1,795 | 8 | 135 |
2026-08-17 | engineering | mid | ml | 84 | 1,795 | 4.7 | 76 |
2026-08-17 | engineering | senior | any_ai | 380 | 2,696 | 14.1 | 342 |
2026-08-17 | engineering | senior | genai | 290 | 2,696 | 10.8 | 256 |
2026-08-17 | engineering | senior | ml | 146 | 2,696 | 5.4 | 129 |
2026-08-17 | product | all | any_ai | 176 | 1,112 | 15.8 | 162 |
2026-08-17 | product | all | genai | 149 | 1,112 | 13.4 | 132 |
2026-08-17 | product | all | ml | 46 | 1,112 | 4.1 | 43 |
2026-08-17 | product | entry | any_ai | 2 | 12 | 16.7 | 2 |
2026-08-17 | product | entry | genai | 0 | 12 | 0 | 0 |
2026-08-17 | product | entry | ml | 2 | 12 | 16.7 | 2 |
2026-08-17 | product | mid | any_ai | 67 | 449 | 14.9 | 59 |
2026-08-17 | product | mid | genai | 56 | 449 | 12.5 | 50 |
2026-08-17 | product | mid | ml | 15 | 449 | 3.3 | 13 |
2026-08-17 | product | senior | any_ai | 107 | 651 | 16.4 | 101 |
2026-08-17 | product | senior | genai | 93 | 651 | 14.3 | 82 |
2026-08-17 | product | senior | ml | 29 | 651 | 4.5 | 28 |
2026-08-17 | security | all | any_ai | 51 | 624 | 8.2 | 42 |
2026-08-17 | security | all | genai | 44 | 624 | 7.1 | 38 |
2026-08-17 | security | all | ml | 10 | 624 | 1.6 | 5 |
2026-08-17 | security | entry | any_ai | 0 | 25 | 0 | 0 |
2026-08-17 | security | entry | genai | 0 | 25 | 0 | 0 |
2026-08-17 | security | entry | ml | 0 | 25 | 0 | 0 |
2026-08-17 | security | mid | any_ai | 28 | 365 | 7.7 | 23 |
2026-08-17 | security | mid | genai | 22 | 365 | 6 | 20 |
2026-08-17 | security | mid | ml | 7 | 365 | 1.9 | 3 |
2026-08-17 | security | senior | any_ai | 23 | 234 | 9.8 | 19 |
2026-08-17 | security | senior | genai | 22 | 234 | 9.4 | 18 |
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