Datasets:

EconomicTermDevelopments
/

wealthfork-economics

id int64 1 200	cohort int64 1 42	return_dispersion float64 0.14 0.99	capital_access_gap float64 0.15 0.83	inheritance_flow float64 0.11 0.91	savings_rate_gap float64 0.05 1	asset_shock_exposure float64 0.12 0.92	mobility_barrier float64 0.09 0.88	redistribution_intensity float64 0.03 0.95	wealthfork_index float64 0.25 0.73
1	25	0.373579	0.443636	0.327698	0.886634	0.407666	0.337967	0.376295	0.464738
2	35	0.759969	0.563316	0.557758	0.727035	0.524347	0.568082	0.318467	0.62549
3	1	0.539002	0.416383	0.433869	0.376853	0.666156	0.381474	0.701881	0.44872
4	21	0.697719	0.628986	0.401583	0.793109	0.428229	0.476378	0.397023	0.578107
5	14	0.606063	0.414675	0.7625	0.61979	0.500549	0.481909	0.684876	0.533541
6	31	0.451402	0.518939	0.646382	0.979796	0.426626	0.621457	0.121567	0.621202
7	35	0.779096	0.726852	0.310524	0.567904	0.630417	0.509289	0.417074	0.598121
8	37	0.768789	0.785482	0.398701	0.28481	0.614252	0.502504	0.574617	0.566413
9	7	0.649579	0.436143	0.386203	0.564944	0.61196	0.347902	0.626572	0.483734
10	41	0.367177	0.418365	0.770058	0.562283	0.338433	0.470492	0.483286	0.484242
11	40	0.772953	0.47381	0.800418	0.533655	0.418455	0.526192	0.200749	0.614845
12	13	0.733605	0.488482	0.556343	0.499505	0.483774	0.420876	0.444783	0.538719
13	7	0.594093	0.369861	0.552967	0.667637	0.480871	0.413833	0.295833	0.525378
14	22	0.421026	0.59489	0.631939	0.698523	0.474565	0.479942	0.707044	0.518193
15	38	0.885758	0.586794	0.57098	0.560168	0.503209	0.61366	0.241511	0.646636
16	30	0.633322	0.647442	0.595255	0.419406	0.533601	0.460294	0.033516	0.598529
17	12	0.791902	0.613899	0.457432	0.470418	0.664883	0.144548	0.43854	0.532595
18	10	0.463223	0.559128	0.46509	0.98511	0.64973	0.407594	0.954889	0.515043
19	11	0.640788	0.718566	0.780925	0.332575	0.638949	0.390193	0.561382	0.576889
20	32	0.744111	0.798824	0.838914	0.895698	0.511536	0.816989	0.668786	0.727884
21	21	0.833043	0.481802	0.674516	1	0.604194	0.549176	0.578054	0.65367
22	36	0.439544	0.300808	0.360905	0.696305	0.18785	0.438872	0.298194	0.430289
23	40	0.727966	0.578898	0.309423	1	0.513104	0.363911	0.732645	0.545089
24	17	0.896555	0.727833	0.835668	0.527957	0.666389	0.538105	0.795011	0.6593
25	26	0.656865	0.50585	0.2439	0.419417	0.467223	0.573347	0.492733	0.492294
26	27	0.708956	0.777208	0.86793	0.608478	0.502197	0.628056	0.32651	0.690139
27	28	0.780541	0.763026	0.368143	0.250364	0.611061	0.428161	0.865772	0.514682
28	41	0.468313	0.568008	0.464578	0.907659	0.415951	0.473088	0.816871	0.504419
29	14	0.724631	0.792516	0.376567	0.215387	0.523481	0.450966	0.171789	0.569446
30	21	0.875168	0.566755	0.368401	0.562735	0.564466	0.282411	0.358444	0.555728
31	42	0.213663	0.308226	0.693477	0.591501	0.426643	0.499622	0.336941	0.45945
32	15	0.568486	0.57592	0.423074	0.466456	0.476023	0.56933	0.259604	0.543453
33	11	0.357619	0.451129	0.587952	0.339816	0.498678	0.432481	0.690475	0.428657
34	28	0.771069	0.603178	0.424148	0.822485	0.469192	0.551552	0.440476	0.605947
35	31	0.934404	0.804138	0.531644	0.429525	0.68081	0.488468	0.370755	0.661687
36	4	0.823683	0.662806	0.139184	0.54491	0.478302	0.234723	0.427805	0.504614
37	42	0.602511	0.407815	0.435304	0.90131	0.44759	0.296674	0.486641	0.503473
38	6	0.586647	0.505819	0.426461	0.898433	0.695585	0.28484	0.613183	0.531887
39	27	0.57931	0.549805	0.468228	0.696364	0.365007	0.520858	0.637084	0.515786
40	27	0.698676	0.456467	0.423305	0.510455	0.395464	0.336219	0.290655	0.500628
41	39	0.788226	0.622803	0.189134	0.053014	0.410925	0.26822	0.272359	0.451816
42	2	0.817647	0.404172	0.907114	0.658106	0.393839	0.452899	0.397783	0.605842
43	2	0.706192	0.362111	0.684523	0.590185	0.525676	0.658926	0.523102	0.575149
44	42	0.802736	0.521296	0.679093	0.607005	0.561272	0.474732	0.787181	0.570831
45	35	0.76069	0.542406	0.356712	0.306001	0.357513	0.416744	0.760154	0.454782
46	37	0.682648	0.765421	0.267278	0.346544	0.648109	0.493666	0.407238	0.555692
47	26	0.378147	0.341314	0.580024	0.365184	0.463295	0.25233	0.395426	0.410954
48	31	0.542127	0.758404	0.728193	0.903019	0.380345	0.507246	0.264323	0.644773
49	17	0.527394	0.379531	0.464912	0.62127	0.433127	0.483386	0.562478	0.475956
50	20	0.507582	0.455117	0.376476	0.538036	0.499068	0.452319	0.738757	0.44894
51	25	0.424364	0.400756	0.554004	0.670681	0.423089	0.485703	0.318313	0.503216
52	12	0.492436	0.35058	0.483252	0.37273	0.318359	0.257008	0.410967	0.402353
53	15	0.453161	0.501017	0.548269	0.416752	0.500692	0.247264	0.254711	0.472694
54	25	0.7709	0.577585	0.23418	0.476076	0.506403	0.387249	0.511451	0.504225
55	24	0.982373	0.723053	0.36912	0.836922	0.49928	0.533954	0.456681	0.658762
56	15	0.700765	0.442443	0.291324	0.280756	0.548924	0.33764	0.065166	0.49363
57	25	0.516987	0.61029	0.579	0.777953	0.560768	0.486462	0.330719	0.589379
58	20	0.79007	0.529883	0.766326	0.729035	0.462697	0.835059	0.74326	0.647169
59	4	0.573667	0.493469	0.473538	0.670356	0.579812	0.240374	0.849947	0.461865
60	23	0.717619	0.630206	0.80307	0.626404	0.545536	0.50532	0.290833	0.647439
61	19	0.847296	0.560208	0.590032	0.750496	0.518577	0.452614	0.739262	0.586736
62	11	0.740925	0.541897	0.717107	0.671606	0.56196	0.607908	0.045024	0.672094
63	38	0.680162	0.409143	0.188912	0.887197	0.535856	0.175782	0.587886	0.462625
64	27	0.5873	0.585783	0.660905	0.451986	0.489755	0.606118	0.666453	0.547024
65	10	0.510007	0.663005	0.51137	0.557058	0.377348	0.304982	0.449525	0.498707
66	27	0.489913	0.364416	0.75829	0.649186	0.364088	0.416192	0.472429	0.500881
67	25	0.606311	0.595373	0.901574	0.192063	0.550741	0.409923	0.581902	0.539058
68	30	0.393586	0.609483	0.749346	0.692345	0.366406	0.622782	0.707475	0.541409
69	12	0.78409	0.534734	0.17543	0.585362	0.280846	0.434846	0.676447	0.467824
70	13	0.448168	0.443278	0.44017	0.695741	0.401175	0.327947	0.723319	0.433853
71	5	0.619482	0.547537	0.444356	0.541747	0.441357	0.491462	0.256437	0.543236
72	23	0.304904	0.282388	0.60298	0.811406	0.381316	0.605262	0.177157	0.512382
73	15	0.564492	0.622258	0.41186	0.662443	0.552907	0.352704	0.325676	0.540982
74	36	0.531121	0.442781	0.476765	0.511852	0.468232	0.316529	0.371063	0.473198
75	37	0.759425	0.741367	0.618265	0.946673	0.537625	0.531214	0.365204	0.683289
76	1	0.146856	0.368681	0.23122	0.715295	0.118756	0.333485	0.340967	0.344514
77	2	0.444616	0.53841	0.412088	0.622923	0.453285	0.530074	0.154171	0.533177
78	16	0.66241	0.628826	0.664709	0.654967	0.64737	0.746042	0.483045	0.652824
79	27	0.70493	0.644484	0.212776	0.548469	0.410626	0.350416	0.695628	0.474278
80	12	0.379501	0.745139	0.407689	0.505991	0.418122	0.508301	0.334477	0.518286
81	23	0.602211	0.616865	0.633934	0.413754	0.52258	0.565169	0.56336	0.554635
82	20	0.924911	0.505946	0.259552	0.472681	0.42208	0.279001	0.76788	0.469115
83	35	0.655455	0.511376	0.534806	0.436291	0.542772	0.583834	0.65995	0.529809
84	12	0.326403	0.181238	0.34021	0.668891	0.308311	0.368204	0.417663	0.373415
85	21	0.552367	0.623751	0.353614	0.546181	0.496262	0.437044	0.532921	0.502935
86	18	0.771226	0.583269	0.411669	0.352519	0.526288	0.422194	0.616096	0.512841
87	3	0.532157	0.477615	0.694251	0.432264	0.189073	0.480553	0.736246	0.456778
88	36	0.985501	0.804507	0.51187	0.778309	0.576969	0.629609	0.407475	0.716486
89	7	0.582188	0.705028	0.213254	0.379258	0.623332	0.393618	0.430289	0.501815
90	30	0.878771	0.543014	0.659401	0.694161	0.491939	0.462755	0.434488	0.621161
91	25	0.540532	0.684462	0.436652	0.905996	0.447561	0.447908	0.274719	0.58825
92	4	0.742722	0.773866	0.793148	0.897291	0.542107	0.583208	0.402859	0.709782
93	8	0.250756	0.446599	0.823387	0.545283	0.291538	0.411114	0.36679	0.470316
94	39	0.499655	0.520153	0.469717	0.920813	0.384844	0.310101	0.613131	0.494308
95	41	0.396959	0.348594	0.555458	1	0.201122	0.175193	0.344022	0.449727
96	8	0.948965	0.688926	0.37187	0.482346	0.700003	0.42841	0.660722	0.591237
97	29	0.480986	0.555401	0.370116	0.724071	0.36564	0.424069	0.238062	0.513176
98	30	0.70754	0.777656	0.41279	0.737447	0.633904	0.508307	0.676211	0.603396
99	3	0.767782	0.573228	0.811717	0.90326	0.638363	0.407989	0.65931	0.639364
100	16	0.706319	0.534331	0.367766	0.608668	0.523202	0.486229	0.507793	0.537646

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Wealthfork Economics Dataset

Dataset Description

Summary

Synthetic 200-row dataset for Wealthfork measurement and computational experiments.

Supported Tasks

Economic analysis
Wealth Inequality / Income Distribution research
Computational economics

Languages

English (metadata and documentation)
Python (code examples)

Dataset Structure

Data Fields

id: Unique observation id
cohort: Synthetic household cohort
return_dispersion: Dispersion in realized asset returns
capital_access_gap: Gap in access to high-yield capital markets
inheritance_flow: Relative inheritance inflow intensity
savings_rate_gap: Gap in effective savings rates
asset_shock_exposure: Exposure to asset-price shocks
mobility_barrier: Barrier to upward wealth mobility
redistribution_intensity: Intensity of redistributive counterforces
wealthfork_index: Composite term index

Data Splits

Full dataset: 200 examples

Dataset Creation

Source Data

Synthetic data generated for demonstrating Wealthfork 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{wealthfork2026, title={{Wealthfork Economics Dataset}}, author={{Economic Research Collective}}, year={{2026}} }

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