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
2026-08-17
security
senior
ml
3
234
1.3
2
2026-08-21
ai
all
any_ai
792
1,353
58.5
789
2026-08-21
ai
all
genai
438
1,353
32.4
425
2026-08-21
ai
all
ml
614
1,353
45.4
610
2026-08-21
ai
entry
any_ai
12
46
26.1
12
2026-08-21
ai
entry
genai
6
46
13
6
2026-08-21
ai
entry
ml
7
46
15.2
7
2026-08-21
ai
mid
any_ai
374
654
57.2
371
2026-08-21
ai
mid
genai
219
654
33.5
211
2026-08-21
ai
mid
ml
275
654
42
274
2026-08-21
ai
senior
any_ai
406
653
62.2
406
2026-08-21
ai
senior
genai
213
653
32.6
208
2026-08-21
ai
senior
ml
332
653
50.8
329
2026-08-21
data
all
any_ai
366
3,096
11.8
348
2026-08-21
data
all
genai
151
3,096
4.9
141
2026-08-21
data
all
ml
287
3,096
9.3
276
2026-08-21
data
entry
any_ai
15
140
10.7
14
2026-08-21
data
entry
genai
5
140
3.6
5
2026-08-21
data
entry
ml
12
140
8.6
11
2026-08-21
data
mid
any_ai
145
1,800
8.1
136
2026-08-21
data
mid
genai
49
1,800
2.7
45
2026-08-21
data
mid
ml
122
1,800
6.8
117
2026-08-21
data
senior
any_ai
206
1,156
17.8
198
2026-08-21
data
senior
genai
97
1,156
8.4
91
2026-08-21
data
senior
ml
153
1,156
13.2
148
2026-08-21
devops
all
any_ai
89
1,739
5.1
77
2026-08-21
devops
all
genai
54
1,739
3.1
42
2026-08-21
devops
all
ml
41
1,739
2.4
40
2026-08-21
devops
entry
any_ai
0
34
0
0
2026-08-21
devops
entry
genai
0
34
0
0
2026-08-21
devops
entry
ml
0
34
0
0
2026-08-21
devops
mid
any_ai
36
883
4.1
29
2026-08-21
devops
mid
genai
27
883
3.1
19
2026-08-21
devops
mid
ml
12
883
1.4
12
2026-08-21
devops
senior
any_ai
53
822
6.4
48
2026-08-21
devops
senior
genai
27
822
3.3
23
2026-08-21
devops
senior
ml
29
822
3.5
28
2026-08-21
engineering
all
any_ai
652
5,424
12
599
2026-08-21
engineering
all
genai
490
5,424
9
442
2026-08-21
engineering
all
ml
263
5,424
4.8
238
2026-08-21
engineering
entry
any_ai
7
111
6.3
7
2026-08-21
engineering
entry
genai
4
111
3.6
4
2026-08-21
engineering
entry
ml
5
111
4.5
5
2026-08-21
engineering
mid
any_ai
225
2,211
10.2
212
2026-08-21
engineering
mid
genai
166
2,211
7.5
156
2026-08-21
engineering
mid
ml
97
2,211
4.4
89
2026-08-21
engineering
senior
any_ai
420
3,102
13.5
380
2026-08-21
engineering
senior
genai
320
3,102
10.3
282
2026-08-21
engineering
senior
ml
161
3,102
5.2
144
2026-08-21
product
all
any_ai
190
1,277
14.9
175
2026-08-21
product
all
genai
158
1,277
12.4
140
2026-08-21
product
all
ml
51
1,277
4
48
2026-08-21
product
entry
any_ai
2
13
15.4
2
2026-08-21
product
entry
genai
0
13
0
0
2026-08-21
product
entry
ml
2
13
15.4
2
2026-08-21
product
mid
any_ai
70
522
13.4
62
2026-08-21
product
mid
genai
58
522
11.1
52
2026-08-21
product
mid
ml
16
522
3.1
14
2026-08-21
product
senior
any_ai
118
742
15.9
111
2026-08-21
product
senior
genai
100
742
13.5
88
2026-08-21
product
senior
ml
33
742
4.4
32
2026-08-21
security
all
any_ai
55
734
7.5
45
2026-08-21
security
all
genai
48
734
6.5
41
2026-08-21
security
all
ml
11
734
1.5
6
2026-08-21
security
entry
any_ai
0
30
0
0
2026-08-21
security
entry
genai
0
30
0
0
2026-08-21
security
entry
ml
0
30
0
0
2026-08-21
security
mid
any_ai
32
429
7.5
26
2026-08-21
security
mid
genai
26
429
6.1
23
2026-08-21
security
mid
ml
8
429
1.9
4
2026-08-21
security
senior
any_ai
23
275
8.4
19
2026-08-21
security
senior
genai
22
275
8
18
2026-08-21
security
senior
ml
3
275
1.1
2
2026-08-25
ai
all
any_ai
717
1,242
57.7
713
2026-08-25
ai
all
genai
438
1,242
35.3
423
2026-08-25
ai
all
ml
548
1,242
44.1
543
2026-08-25
ai
entry
any_ai
11
48
22.9
11
2026-08-25
ai
entry
genai
5
48
10.4
5
2026-08-25
ai
entry
ml
7
48
14.6
7
2026-08-25
ai
mid
any_ai
369
632
58.4
365
2026-08-25
ai
mid
genai
225
632
35.6
216
2026-08-25
ai
mid
ml
275
632
43.5
273
2026-08-25
ai
senior
any_ai
337
562
60
337
2026-08-25
ai
senior
genai
208
562
37
202
2026-08-25
ai
senior
ml
266
562
47.3
263
2026-08-25
data
all
any_ai
352
2,828
12.4
334
2026-08-25
data
all
genai
147
2,828
5.2
137
2026-08-25
data
all
ml
271
2,828
9.6
259
2026-08-25
data
entry
any_ai
14
151
9.3
13
2026-08-25
data
entry
genai
4
151
2.6
4
2026-08-25
data
entry
ml
10
151
6.6
9
2026-08-25
data
mid
any_ai
147
1,587
9.3
136
2026-08-25
data
mid
genai
49
1,587
3.1
44
2026-08-25
data
mid
ml
125
1,587
7.9
118
2026-08-25
data
senior
any_ai
191
1,090
17.5
185
2026-08-25
data
senior
genai
94
1,090
8.6
89
2026-08-25
data
senior
ml
136
1,090
12.5
132
2026-08-25
devops
all
any_ai
84
1,475
5.7
70
2026-08-25
devops
all
genai
57
1,475
3.9
43
2026-08-25
devops
all
ml
36
1,475
2.4
34