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 |
|---|---|---|---|---|---|---|---|
2026-09-02 | product | mid | genai | 73 | 494 | 14.8 | 63 |
2026-09-02 | product | mid | ml | 23 | 494 | 4.7 | 22 |
2026-09-02 | product | senior | any_ai | 140 | 723 | 19.4 | 132 |
2026-09-02 | product | senior | genai | 120 | 723 | 16.6 | 108 |
2026-09-02 | product | senior | ml | 38 | 723 | 5.3 | 37 |
2026-09-02 | security | all | any_ai | 63 | 713 | 8.8 | 54 |
2026-09-02 | security | all | genai | 53 | 713 | 7.4 | 48 |
2026-09-02 | security | all | ml | 15 | 713 | 2.1 | 9 |
2026-09-02 | security | entry | any_ai | 0 | 28 | 0 | 0 |
2026-09-02 | security | entry | genai | 0 | 28 | 0 | 0 |
2026-09-02 | security | entry | ml | 0 | 28 | 0 | 0 |
2026-09-02 | security | mid | any_ai | 33 | 405 | 8.1 | 29 |
2026-09-02 | security | mid | genai | 27 | 405 | 6.7 | 25 |
2026-09-02 | security | mid | ml | 8 | 405 | 2 | 5 |
2026-09-02 | security | senior | any_ai | 30 | 280 | 10.7 | 25 |
2026-09-02 | security | senior | genai | 26 | 280 | 9.3 | 23 |
2026-09-02 | security | senior | ml | 7 | 280 | 2.5 | 4 |
2026-09-03 | ai | all | any_ai | 723 | 1,272 | 56.8 | 713 |
2026-09-03 | ai | all | genai | 447 | 1,272 | 35.1 | 430 |
2026-09-03 | ai | all | ml | 551 | 1,272 | 43.3 | 541 |
2026-09-03 | ai | entry | any_ai | 8 | 26 | 30.8 | 8 |
2026-09-03 | ai | entry | genai | 6 | 26 | 23.1 | 6 |
2026-09-03 | ai | entry | ml | 4 | 26 | 15.4 | 4 |
2026-09-03 | ai | mid | any_ai | 352 | 635 | 55.4 | 347 |
2026-09-03 | ai | mid | genai | 227 | 635 | 35.7 | 219 |
2026-09-03 | ai | mid | ml | 263 | 635 | 41.4 | 260 |
2026-09-03 | ai | senior | any_ai | 363 | 611 | 59.4 | 358 |
2026-09-03 | ai | senior | genai | 214 | 611 | 35 | 205 |
2026-09-03 | ai | senior | ml | 284 | 611 | 46.5 | 277 |
2026-09-03 | data | all | any_ai | 366 | 2,918 | 12.5 | 343 |
2026-09-03 | data | all | genai | 152 | 2,918 | 5.2 | 138 |
2026-09-03 | data | all | ml | 284 | 2,918 | 9.7 | 267 |
2026-09-03 | data | entry | any_ai | 12 | 101 | 11.9 | 11 |
2026-09-03 | data | entry | genai | 5 | 101 | 5 | 5 |
2026-09-03 | data | entry | ml | 7 | 101 | 6.9 | 6 |
2026-09-03 | data | mid | any_ai | 158 | 1,632 | 9.7 | 145 |
2026-09-03 | data | mid | genai | 54 | 1,632 | 3.3 | 48 |
2026-09-03 | data | mid | ml | 134 | 1,632 | 8.2 | 124 |
2026-09-03 | data | senior | any_ai | 196 | 1,185 | 16.5 | 187 |
2026-09-03 | data | senior | genai | 93 | 1,185 | 7.8 | 85 |
2026-09-03 | data | senior | ml | 143 | 1,185 | 12.1 | 137 |
2026-09-03 | devops | all | any_ai | 96 | 1,482 | 6.5 | 82 |
2026-09-03 | devops | all | genai | 59 | 1,482 | 4 | 45 |
2026-09-03 | devops | all | ml | 47 | 1,482 | 3.2 | 45 |
2026-09-03 | devops | entry | any_ai | 2 | 26 | 7.7 | 2 |
2026-09-03 | devops | entry | genai | 1 | 26 | 3.8 | 1 |
2026-09-03 | devops | entry | ml | 1 | 26 | 3.8 | 1 |
2026-09-03 | devops | mid | any_ai | 52 | 796 | 6.5 | 42 |
2026-09-03 | devops | mid | genai | 32 | 796 | 4 | 21 |
2026-09-03 | devops | mid | ml | 24 | 796 | 3 | 23 |
2026-09-03 | devops | senior | any_ai | 42 | 660 | 6.4 | 38 |
2026-09-03 | devops | senior | genai | 26 | 660 | 3.9 | 23 |
2026-09-03 | devops | senior | ml | 22 | 660 | 3.3 | 21 |
2026-09-03 | engineering | all | any_ai | 646 | 5,147 | 12.6 | 593 |
2026-09-03 | engineering | all | genai | 481 | 5,147 | 9.3 | 432 |
2026-09-03 | engineering | all | ml | 268 | 5,147 | 5.2 | 244 |
2026-09-03 | engineering | entry | any_ai | 6 | 92 | 6.5 | 6 |
2026-09-03 | engineering | entry | genai | 4 | 92 | 4.3 | 4 |
2026-09-03 | engineering | entry | ml | 4 | 92 | 4.3 | 4 |
2026-09-03 | engineering | mid | any_ai | 234 | 2,059 | 11.4 | 219 |
2026-09-03 | engineering | mid | genai | 159 | 2,059 | 7.7 | 150 |
2026-09-03 | engineering | mid | ml | 117 | 2,059 | 5.7 | 107 |
2026-09-03 | engineering | senior | any_ai | 406 | 2,996 | 13.6 | 368 |
2026-09-03 | engineering | senior | genai | 318 | 2,996 | 10.6 | 278 |
2026-09-03 | engineering | senior | ml | 147 | 2,996 | 4.9 | 133 |
2026-09-03 | product | all | any_ai | 247 | 1,273 | 19.4 | 230 |
2026-09-03 | product | all | genai | 208 | 1,273 | 16.3 | 189 |
2026-09-03 | product | all | ml | 61 | 1,273 | 4.8 | 58 |
2026-09-03 | product | entry | any_ai | 1 | 11 | 9.1 | 1 |
2026-09-03 | product | entry | genai | 0 | 11 | 0 | 0 |
2026-09-03 | product | entry | ml | 1 | 11 | 9.1 | 1 |
2026-09-03 | product | mid | any_ai | 95 | 488 | 19.5 | 86 |
2026-09-03 | product | mid | genai | 77 | 488 | 15.8 | 68 |
2026-09-03 | product | mid | ml | 23 | 488 | 4.7 | 22 |
2026-09-03 | product | senior | any_ai | 151 | 774 | 19.5 | 143 |
2026-09-03 | product | senior | genai | 131 | 774 | 16.9 | 121 |
2026-09-03 | product | senior | ml | 37 | 774 | 4.8 | 35 |
2026-09-03 | security | all | any_ai | 63 | 736 | 8.6 | 54 |
2026-09-03 | security | all | genai | 53 | 736 | 7.2 | 48 |
2026-09-03 | security | all | ml | 16 | 736 | 2.2 | 10 |
2026-09-03 | security | entry | any_ai | 0 | 27 | 0 | 0 |
2026-09-03 | security | entry | genai | 0 | 27 | 0 | 0 |
2026-09-03 | security | entry | ml | 0 | 27 | 0 | 0 |
2026-09-03 | security | mid | any_ai | 32 | 412 | 7.8 | 28 |
2026-09-03 | security | mid | genai | 26 | 412 | 6.3 | 24 |
2026-09-03 | security | mid | ml | 8 | 412 | 1.9 | 5 |
2026-09-03 | security | senior | any_ai | 31 | 297 | 10.4 | 26 |
2026-09-03 | security | senior | genai | 27 | 297 | 9.1 | 24 |
2026-09-03 | security | senior | ml | 8 | 297 | 2.7 | 5 |
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