Datasets:

EconomicTermDevelopments
/

credential-relaxation-economics

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	0.669389	0.448693	0.3351	17.158165	0.544839	0.704657	0.602391
6	15	0.515825	0.887542	0.348282	0.333109	33.772784	0.637683	0.768547	0.672932
7	24	0.572251	0.517885	0.410366	0.444662	32.974552	0.487643	0.652891	0.560539
8	27	0.69064	0.767174	0.462418	0.486174	51.130346	0.539902	0.791895	0.605627
9	22	0.637825	0.774769	0.344352	0.321824	13.43247	0.585121	0.76235	0.704489
10	29	0.709668	0.869717	0.352224	0.368374	35.468275	0.636974	0.792144	0.70154
11	10	0.800785	0.626882	0.3109	0.289908	57.08148	0.504751	0.665439	0.63101
12	5	0.393346	0.469505	0.464559	0.460772	38.475346	0.499224	0.691188	0.498321
13	8	0.566344	0.722428	0.482044	0.420353	40.312483	0.53641	0.780967	0.593921
14	21	0.716602	0.493805	0.501772	0.388731	36.620842	0.431143	0.66308	0.565188
15	27	0.393086	0.727953	0.388466	0.354104	14.658271	0.593651	0.718053	0.629028
16	15	0.479272	0.257484	0.792207	0.579627	39.981728	0.507789	0.579195	0.386926
17	22	0.747112	0.217978	0.619133	0.366426	68.3106	0.420892	0.537001	0.435324
18	10	0.306024	0.737092	0.395069	0.450823	26.914683	0.534758	0.755283	0.575812
19	14	0.885872	0.579387	0.289308	0.437669	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	0.361774	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	0.748434	0.614312	0.469122	0.400632	15.880213	0.47079	0.650161	0.636627
25	15	0.452375	0.591413	0.51422	0.494265	25.218528	0.582629	0.718164	0.553002
26	30	0.216305	0.414353	0.469638	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	0.645659	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	0.338848	0.614352	0.328739	40.96105	0.395786	0.627123	0.468139
56	9	0.903605	0.862923	0.411001	0.402174	45.454004	0.570648	0.760207	0.698182
57	14	0.397835	0.958943	0.264024	0.228634	22.174735	0.614555	0.785033	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	0.411601	0.609071	0.382892	30.109025	0.491094	0.667202	0.546726
65	14	0.484047	0.874089	0.454726	0.24007	31.429045	0.641085	0.805128	0.664841
66	8	0.649133	0.441287	0.56248	0.398138	37.880208	0.487479	0.690167	0.534692
67	22	0.284929	0.248215	0.838076	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	0.420278	0.369606	22.66587	0.546485	0.601777	0.66342
70	22	0.706412	0.761472	0.372639	0.506586	44.537119	0.565565	0.764282	0.632054
71	32	0.308028	0.850704	0.282564	0.37056	57.404695	0.658207	0.759672	0.593389
72	1	0.628937	0.746261	0.50409	0.325791	29.364803	0.588831	0.740795	0.640361
73	20	0.627985	0.763017	0.357733	0.44279	36.210279	0.588817	0.655346	0.635484
74	8	0.486872	0.209426	0.764759	0.602259	32.065393	0.389857	0.64482	0.386975
75	22	0.841992	0.2381	0.510263	0.427431	27.560734	0.376593	0.558707	0.533151
76	23	0.485858	0.840918	0.313172	0.284621	24.52002	0.568527	0.810367	0.682243
77	22	0.571657	0.578642	0.619553	0.322089	7.992392	0.50115	0.720507	0.599585
78	7	0.745407	0.426365	0.463564	0.56253	36.905017	0.406591	0.567303	0.529426
79	19	0.554294	0.388586	0.588196	0.490433	54.906453	0.482166	0.634297	0.454863
80	7	0.687698	0.73402	0.415345	0.347709	41.592743	0.713151	0.721991	0.653555
81	17	0.75342	0.41408	0.458895	0.376615	47.562914	0.57938	0.662017	0.562912
82	26	0.619994	0.412906	0.471439	0.357716	28.086655	0.532239	0.674818	0.564457
83	6	0.433677	0.440855	0.541505	0.479245	18.00696	0.522879	0.693029	0.520119
84	3	0.709909	0.843586	0.258777	0.363101	33.278476	0.628015	0.795345	0.716853
85	17	0.496219	0.466502	0.403116	0.410826	38.364958	0.477664	0.616507	0.528397
86	7	0.259075	0.717618	0.347782	0.480381	61.72553	0.646713	0.684271	0.515638
87	10	0.693463	0.85699	0.455756	0.325507	31.793067	0.597048	0.709182	0.678484
88	19	0.899064	0.703621	0.537152	0.327249	14.565353	0.563769	0.655636	0.694523
89	2	0.581471	0.855783	0.395603	0.426229	39.041824	0.640203	0.716143	0.645621
90	7	0.664719	0.730048	0.310817	0.340035	40.359761	0.575367	0.715736	0.655786
91	11	0.439376	0.845058	0.411288	0.280606	7	0.486315	0.661985	0.66516
92	21	0.279036	0.729555	0.347889	0.274487	21.023432	0.606528	0.677426	0.612644
93	7	0.864492	0.725702	0.359046	0.478853	35.380921	0.504288	0.674905	0.664502
94	9	0.961041	0.891862	0.433065	0.24832	38.453643	0.537856	0.759891	0.741139
95	28	0.559319	0.762842	0.438972	0.334566	31.104405	0.478135	0.823043	0.63292
96	5	0.529798	0.741863	0.345498	0.403336	24.143383	0.576428	0.761584	0.646284
97	17	0.532041	0.715501	0.553797	0.219954	16.526162	0.566941	0.651754	0.632328
98	24	0.41437	0.498083	0.33587	0.382978	27.43604	0.559723	0.545387	0.554689
99	4	0.539439	0.985261	0.368271	0.223264	49.833964	0.604054	0.815406	0.683168
100	7	0.741319	0.476513	0.51124	0.407972	40.88041	0.555462	0.575216	0.56073

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credential relaxation Economics Dataset

Dataset Description

Summary

Synthetic 200-row dataset for credential relaxation measurement and computational experiments.

Supported Tasks

Economic analysis
Labor Economics research
Computational economics

Languages

English (metadata and documentation)
Python (code examples)

Dataset Structure

Data Fields

id: Unique observation id
quarter: Synthetic quarter
labor_shortage: Gap between open roles and qualified applicants
skills_based_hiring_share: Share of openings without formal degree filters
degree_requirement_rate: Share of jobs requiring degree credentials
certification_requirement_rate: Share of jobs requiring formal certifications
hiring_time_days: Time-to-fill metric in days
offer_acceptance_rate: Accepted offers divided by offers made
retention_6m: Six-month retention rate for new hires
credential_relaxation_index: Composite term index

Data Splits

Full dataset: 200 examples

Dataset Creation

Source Data

Synthetic data generated for demonstrating credential relaxation applications.

Data Generation

Channels are sampled from controlled distributions with correlated structure. The term index is computed from normalized channels and directional weights.

Considerations

Social Impact

Research-only synthetic data for method development and reproducibility testing.

Additional Information

Licensing

MIT License - free for academic and commercial use.

Citation

@dataset{credential-relaxation2026, title={{credential relaxation Economics Dataset}}, author={{Economic Research Collective}}, year={{2026}} }

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