Datasets:

EconomicTermDevelopments
/

biastack-economics

id int64 1 200	session int64 1 28	loss_aversion_intensity float64 0.09 0.97	recency_bias_strength float64 0.14 0.98	overconfidence_score float64 0.1 1	anchoring_sensitivity float64 0.08 1	choice_complexity float64 0 1	cognitive_load float64 0.15 1	debiasing_support float64 0.08 0.85	biastack_index float64 0.33 0.82
1	22	0.346382	0.464626	0.736186	0.294183	0.529202	0.526348	0.264399	0.51601
2	9	0.304109	0.313998	0.449577	0.386289	0.413782	0.369228	0.845904	0.334337
3	16	0.437788	0.506391	0.591858	0.392616	0.30897	0.511423	0.425471	0.477895
4	5	0.828178	0.467032	0.526308	0.600436	0.648422	0.31794	0.278083	0.603671
5	23	0.789999	0.91638	0.697329	0.707837	0.519545	0.603936	0.257528	0.72083
6	27	0.527043	0.76454	0.481124	0.791647	0.574653	0.684415	0.648724	0.587384
7	20	0.513134	0.161488	0.56723	0.429067	0.147933	0.475768	0.278208	0.444785
8	15	0.483733	0.516903	0.613958	0.431503	0.494952	0.373135	0.275086	0.52596
9	18	0.311176	0.817235	0.984282	0.611711	1	0.752156	0.545255	0.676882
10	13	0.809591	0.847396	0.693466	0.71502	0.800215	0.728025	0.218965	0.769904
11	2	0.476903	0.387917	0.415199	0.623382	0.796405	1	0.519745	0.577962
12	4	0.752121	0.873558	0.568441	0.815781	0.682334	0.72117	0.497835	0.700238
13	21	0.410376	0.270387	0.437798	0.527726	0.944493	0.741023	0.27601	0.564995
14	16	0.422878	0.517867	0.644703	0.691175	0.014203	0.50212	0.311882	0.5077
15	25	0.599128	0.31512	0.569966	0.629075	0.547331	0.69329	0.166911	0.601995
16	9	0.683901	0.455678	0.441832	0.675528	0.682245	0.783277	0.283893	0.633767
17	2	0.804642	0.674394	0.676384	0.728835	0.20998	0.569321	0.503814	0.608887
18	7	0.832488	0.923806	0.322563	0.586196	0.518798	0.517609	0.444576	0.619644
19	10	0.444436	0.260819	0.489419	0.278325	0.568543	0.777727	0.366996	0.48683
20	13	0.75264	0.547809	0.710787	0.081389	0.525279	0.491353	0.272285	0.561503
21	8	0.916525	0.702513	0.806558	0.838657	0.648398	0.50703	0.502908	0.711842
22	17	0.896001	0.411009	0.588234	0.547525	0.380083	0.488492	0.383255	0.580736
23	22	0.805719	0.400752	0.822378	0.647667	0.680131	0.631191	0.544718	0.637145
24	1	0.877992	0.174945	0.284905	0.585932	0.316296	0.600657	0.177627	0.546062
25	12	0.46504	0.617251	0.439254	0.484543	0.687437	0.859789	0.49458	0.565988
26	11	0.950186	0.357258	0.664177	0.841598	0.456841	0.595771	0.627543	0.617765
27	21	0.930704	0.665234	0.711231	0.844694	0.44682	0.590044	0.311848	0.713017
28	25	0.707037	0.942594	0.483549	0.728469	0.639041	0.725411	0.32701	0.700325
29	22	0.783437	0.384968	0.615351	0.761251	0.485081	0.663104	0.303007	0.636939
30	15	0.673293	0.268004	0.33792	0.573557	0.467851	0.543888	0.663825	0.461517
31	7	0.685925	0.463859	0.668963	0.534563	0.446977	0.862134	0.282873	0.628734
32	20	0.486267	0.4777	0.791109	0.363165	0.617341	0.685712	0.510008	0.550769
33	20	0.656266	0.593848	0.875761	0.844488	0.341755	0.503759	0.250863	0.663425
34	10	0.516946	0.536629	0.464254	0.647972	0.700359	0.745329	0.393745	0.594373
35	1	0.418748	0.52538	0.536993	0.484963	0.592009	0.493196	0.571258	0.490825
36	17	0.369511	0.787449	0.506766	0.561533	0.119184	0.421946	0.179459	0.522539
37	25	0.610768	0.6981	0.682101	0.67606	0.335135	0.260147	0.213675	0.595061
38	7	0.676918	0.212582	0.562425	0.55441	0.925048	0.727129	0.286174	0.620437
39	14	0.686707	0.844527	0.856615	0.605912	0.857888	0.763749	0.624306	0.701302
40	8	0.846811	0.504056	0.383321	0.503648	0.757199	0.820502	0.324905	0.644509
41	20	0.802113	0.709883	0.62926	0.726414	0.938514	0.663242	0.329312	0.733079
42	20	0.626101	0.363142	0.537427	0.824445	0.608154	0.599362	0.613149	0.560998
43	9	0.642442	0.706239	0.558884	0.783413	0.44008	0.556127	0.390153	0.619555
44	26	0.40734	0.529515	0.478696	0.746926	0.653776	0.681397	0.551	0.551101
45	19	0.535939	0.373008	0.380659	0.683926	0.376655	0.729667	0.442455	0.519698
46	14	0.700909	0.452847	0.391766	0.737307	0.554619	0.562199	0.295588	0.594356
47	2	0.403863	0.817188	0.59199	0.497689	0.497853	0.51192	0.203057	0.58834
48	20	0.726932	0.873204	0.60716	0.566827	0	0.410674	0.658219	0.52142
49	20	0.911419	0.863218	0.550469	0.733679	0.367526	0.599202	0.619018	0.641651
50	25	0.915263	0.574644	0.479536	0.634601	0.384168	0.68026	0.358488	0.63155
51	12	0.428261	0.22523	0.622803	0.21273	0.237089	0.38089	0.583004	0.366471
52	13	0.089584	0.565695	0.475842	0.441531	0.546224	0.531099	0.275663	0.468927
53	22	0.631869	0.519277	0.349665	0.681293	0.57928	0.791513	0.246328	0.615852
54	21	0.679131	0.800018	0.349195	0.580816	0.52979	0.744824	0.341596	0.622746
55	27	0.475773	0.557399	0.901943	0.456317	0.580238	0.565113	0.558433	0.561924
56	13	0.62754	0.91413	0.744084	0.467273	0.545425	0.584507	0.356103	0.649141
57	21	0.4565	0.500451	0.718875	0.653333	0.506971	0.557055	0.250408	0.59196
58	9	0.745603	0.547016	0.331444	0.548414	0.497345	0.674299	0.370376	0.575308
59	20	0.664414	0.509278	0.68775	0.874972	0.224217	0.512666	0.475282	0.582055
60	17	0.649192	0.380495	0.903115	0.485785	1	0.608232	0.242859	0.6787
61	25	0.40443	0.561909	0.728658	0.574463	0.914313	0.737052	0.513494	0.609907
62	22	0.556898	0.563986	0.102628	0.447909	0.546575	0.544936	0.54127	0.460653
63	21	0.529639	0.36145	0.393017	0.507162	0.323594	0.559729	0.323216	0.486247
64	4	0.722057	0.711541	0.527373	0.730749	0.568597	0.702552	0.586313	0.624451
65	25	0.685463	0.762995	0.850258	0.511986	0.696312	0.414455	0.634509	0.612687
66	17	0.503757	0.536648	0.534805	0.88638	0.68354	0.754568	0.156409	0.672321
67	20	0.842971	0.313196	0.40752	0.624614	0.24732	0.408531	0.124502	0.558863
68	4	0.75753	0.981826	0.765301	0.945328	0.682715	0.77545	0.171101	0.820903
69	12	0.519086	0.598775	0.612127	0.536863	0.501867	0.373164	0.400845	0.538991
70	10	0.536996	0.409523	0.586091	0.468637	0.417326	0.540894	0.774728	0.452684
71	19	0.265292	0.463885	0.475337	0.247766	0.580829	0.792963	0.410391	0.473123
72	11	0.400082	0.431129	0.364975	0.303638	0.757185	0.880822	0.273736	0.538742
73	15	0.507973	0.29722	0.470186	0.333363	0.433067	0.379105	0.220776	0.467679
74	12	0.31459	0.545627	0.429725	0.673153	0.461808	0.699882	0.600681	0.490711
75	11	0.901877	0.375023	0.420251	0.57376	0.483586	0.500827	0.404287	0.567446
76	3	0.750056	0.813534	0.530159	0.538613	0.847117	0.859858	0.087655	0.749345
77	3	0.323732	0.286682	0.479302	0.627069	0.221317	0.43652	0.330845	0.439304
78	17	0.75547	0.519291	0.718489	0.399273	0.356439	0.370622	0.593765	0.517417
79	26	0.332033	0.571466	0.498152	0.472861	0.545882	0.706513	0.415886	0.519459
80	21	0.811675	0.36481	0.708757	0.783062	0.470902	0.473474	0.652957	0.574882
81	15	0.775043	0.436291	0.424334	0.361421	0.458276	0.667775	0.350285	0.549675
82	3	0.680062	0.223583	0.31412	0.389823	0.27623	0.436052	0.433078	0.428446
83	5	0.472717	0.597038	0.530242	0.678653	0.647134	0.746403	0.234837	0.62757
84	3	0.473254	0.193807	0.287473	0.598882	0.644193	0.61518	0.459534	0.474008
85	10	0.874596	0.85278	0.856701	0.71914	0.285958	0.546024	0.504164	0.676606
86	25	0.38124	0.798472	0.961866	0.395442	0.725098	0.632996	0.657444	0.588213
87	21	0.82138	0.653978	0.609587	0.422354	0.536986	0.464266	0.256017	0.623064
88	24	0.844137	0.652537	0.627386	0.721232	0.426496	0.352102	0.653157	0.581033
89	21	0.651856	0.374145	0.429576	0.447185	0.267701	0.557429	0.684476	0.44196
90	26	0.383734	0.427032	0.666851	0.453787	0.735785	0.396056	0.503601	0.500991
91	14	0.728247	0.322291	0.336194	0.562861	0.338923	0.583322	0.280853	0.527806
92	16	0.463882	0.829569	0.397493	0.556031	0.689636	0.594465	0.665474	0.540748
93	23	0.235363	0.516189	0.545788	0.329395	0.837808	0.489149	0.128317	0.535862
94	24	0.679577	0.700806	0.566233	0.819401	1	0.801357	0.522842	0.706934
95	4	0.721768	0.6631	0.989365	0.314299	0.89843	0.762285	0.258514	0.723189
96	24	0.464984	0.867905	0.983469	0.617917	0.688943	0.628341	0.752909	0.627006
97	22	0.22518	0.679285	0.546305	0.581671	0.472559	0.728873	0.196109	0.566343
98	23	0.376172	0.402231	0.444012	0.255657	0.506183	0.596235	0.131719	0.493192
99	27	0.755041	0.485106	0.424248	0.362617	0.583178	0.55766	0.37788	0.550423
100	12	0.83062	0.552728	0.666398	0.637078	0.446503	0.346523	0.208489	0.631185

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Biastack Economics Dataset

Dataset Description

Summary

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

Supported Tasks

Economic analysis
Behavioral Economics research
Computational economics

Languages

English (metadata and documentation)
Python (code examples)

Dataset Structure

Data Fields

id: Unique observation id
session: Synthetic decision session
loss_aversion_intensity: Estimated loss aversion strength
recency_bias_strength: Weight on recent outcomes
overconfidence_score: Forecast overprecision proxy
anchoring_sensitivity: Sensitivity to initial reference values
choice_complexity: Decision menu complexity
cognitive_load: Contextual cognitive burden
debiasing_support: Strength of debiasing intervention
biastack_index: Composite term index

Data Splits

Full dataset: 200 examples

Dataset Creation

Source Data

Synthetic data generated for demonstrating Biastack 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{biastack2026, title={{Biastack Economics Dataset}}, author={{Economic Research Collective}}, year={{2026}} }

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