Datasets:
EconomicTermDevelopments
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credential-relaxation-economics

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id
int64
1
200
quarter
int64
1
32
labor_shortage
float64
0.12
1
skills_based_hiring_share
float64
0.13
0.99
degree_requirement_rate
float64
0.14
0.84
certification_requirement_rate
float64
0.16
0.69
hiring_time_days
float64
7
68.3
offer_acceptance_rate
float64
0.33
0.75
retention_6m
float64
0.46
0.82
credential_relaxation_index
float64
0.33
0.79
1
15
0.694411
0.595433
0.439576
0.28304
16.727471
0.508624
0.62795
0.644452
2
27
0.832009
0.912695
0.32563
0.161355
40.991457
0.651861
0.706937
0.754037
3
8
0.791101
0.761046
0.255403
0.331198
26.454355
0.626496
0.777961
0.731245
4
10
0.423171
0.46501
0.675795
0.42581
20.180801
0.475766
0.670023
0.49606
5
6
0.40952
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0.3351
17.158165
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15
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33.772784
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7
24
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32.974552
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0.652891
0.560539
8
27
0.69064
0.767174
0.462418
0.486174
51.130346
0.539902
0.791895
0.605627
9
22
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0.774769
0.344352
0.321824
13.43247
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0.704489
10
29
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0.368374
35.468275
0.636974
0.792144
0.70154
11
10
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0.626882
0.3109
0.289908
57.08148
0.504751
0.665439
0.63101
12
5
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38.475346
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0.691188
0.498321
13
8
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40.312483
0.53641
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0.593921
14
21
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0.388731
36.620842
0.431143
0.66308
0.565188
15
27
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14.658271
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16
15
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39.981728
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0.386926
17
22
0.747112
0.217978
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68.3106
0.420892
0.537001
0.435324
18
10
0.306024
0.737092
0.395069
0.450823
26.914683
0.534758
0.755283
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19
14
0.885872
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56.535289
0.614888
0.661039
0.633281
20
21
0.707868
0.636175
0.435031
0.321622
22.947165
0.602509
0.698803
0.65562
21
20
0.47139
0.492521
0.575378
0.287595
9.9116
0.529335
0.549214
0.561072
22
3
0.612772
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0.560471
0.414089
22.64532
0.484041
0.721386
0.536649
23
29
0.422706
0.572437
0.36845
0.310396
32.877621
0.551826
0.572672
0.568041
24
19
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15.880213
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0.636627
25
15
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0.51422
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25.218528
0.582629
0.718164
0.553002
26
30
0.216305
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0.410487
56.003205
0.379384
0.634222
0.412879
27
29
0.345521
0.869149
0.311344
0.242896
29.553038
0.630479
0.706616
0.655679
28
13
0.933052
0.718249
0.460291
0.448859
42.27673
0.564789
0.762822
0.664534
29
6
0.782429
0.781788
0.397325
0.355411
32.330128
0.596339
0.71188
0.686837
30
27
0.578451
0.506755
0.414492
0.391654
28.461067
0.438394
0.642998
0.567877
31
10
0.257254
0.571584
0.515101
0.473081
16.649626
0.429969
0.64632
0.505782
32
16
0.55149
0.648652
0.471047
0.289682
45.156988
0.558234
0.669961
0.581869
33
4
0.613496
0.439537
0.515193
0.585497
44.77876
0.437389
0.664178
0.491157
34
14
0.899736
0.623278
0.531626
0.285627
32.983969
0.468759
0.64142
0.644731
35
17
0.657655
0.693224
0.416684
0.486379
27.288187
0.499583
0.73316
0.6226
36
15
0.439032
0.700958
0.517836
0.354249
28.591379
0.572124
0.661263
0.58009
37
7
0.600003
0.48565
0.488486
0.302646
44.691491
0.520343
0.650663
0.549444
38
19
0.140092
0.424456
0.503606
0.483516
18.84402
0.535865
0.630218
0.459254
39
11
0.443829
0.498722
0.60802
0.387144
18.115194
0.545922
0.690107
0.536538
40
12
0.334548
0.628388
0.53716
0.413519
28.82679
0.49384
0.736334
0.530696
41
19
0.463083
0.745896
0.362594
0.205003
40.685081
0.684056
0.797733
0.645111
42
19
0.79679
0.39784
0.552896
0.221991
25.407806
0.492136
0.606734
0.596054
43
16
0.676406
0.70842
0.406453
0.369842
7
0.684707
0.700137
0.696507
44
11
0.282267
0.575681
0.372851
0.420181
17.213618
0.466716
0.581715
0.542201
45
15
0.706902
0.654615
0.643783
0.402009
18.257422
0.49008
0.684122
0.605518
46
4
0.528506
0.588341
0.385532
0.586135
27.634957
0.535641
0.603035
0.560065
47
21
0.60106
0.465312
0.523813
0.521896
8.436209
0.390909
0.569237
0.54821
48
21
0.708382
0.790392
0.412303
0.252755
44.147623
0.59013
0.71728
0.665961
49
8
0.439561
0.637215
0.647898
0.448412
24.314622
0.512834
0.671113
0.532688
50
26
0.511424
0.915328
0.260119
0.381783
32.375346
0.674918
0.739871
0.690373
51
5
0.753666
0.898721
0.412856
0.297674
39.840314
0.58554
0.726731
0.697618
52
27
0.739841
0.605546
0.583626
0.260455
31.209603
0.532935
0.633244
0.612027
53
13
0.477377
0.503715
0.477952
0.452339
17.51803
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0.725253
0.57229
54
11
0.839506
0.930776
0.530389
0.30274
33.694251
0.558347
0.581621
0.695028
55
15
0.513098
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0.328739
40.96105
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0.468139
56
9
0.903605
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45.454004
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57
14
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22.174735
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0.71133
58
27
0.378141
0.311344
0.570792
0.479593
17.127977
0.46555
0.623269
0.467909
59
13
0.820972
0.893667
0.425231
0.303784
38.544585
0.599228
0.790616
0.715578
60
18
0.707311
0.423427
0.500394
0.527636
19.188218
0.505183
0.614834
0.562033
61
16
0.899264
0.942336
0.260142
0.232061
36.367897
0.752097
0.66527
0.789537
62
2
0.316497
0.378198
0.601073
0.29628
39.594317
0.544002
0.549305
0.454449
63
8
0.686046
0.543834
0.532362
0.358625
46.912594
0.619816
0.660022
0.569628
64
15
0.71425
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0.609071
0.382892
30.109025
0.491094
0.667202
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65
14
0.484047
0.874089
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0.24007
31.429045
0.641085
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0.664841
66
8
0.649133
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37.880208
0.487479
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67
22
0.284929
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0.526187
46.966905
0.456177
0.62934
0.332886
68
15
0.30532
0.399168
0.725057
0.371967
7
0.331647
0.664376
0.464627
69
21
0.682711
0.785168
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22.66587
0.546485
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0.66342
70
22
0.706412
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44.537119
0.565565
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0.632054
71
32
0.308028
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57.404695
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72
1
0.628937
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73
20
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74
8
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75
22
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23
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77
22
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78
7
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79
19
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80
7
0.687698
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41.592743
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81
17
0.75342
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82
26
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6
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84
3
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85
17
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86
7
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87
10
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88
19
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89
2
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90
7
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91
11
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21
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7
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9
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28
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5
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17
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24
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99
4
0.539439
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49.833964
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100
7
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40.88041
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