the corpus

Corpus stats

Quant finance, grounded in the broader economics literature.

15,118

Browsable papers

13,935

Searchable

89%

Full text

13,454 of 15,118

11%

Reference entry

1,664 of 15,118

Composition

Browsable	Listable, filterable, on the cluster map.	15,118
Full text	Parsed body present.	13,454
Reference entry	Metadata, abstract, link out.	1,664
Searchable	Summarized and embedded.	13,935

By source

6 sources

EconStor 8,058
arXiv 2,820
RePEc 2,026
OpenAlex 1,437
BIS 390
NBER 387

Papers by year

2005 onward

2005 194
2006 217
2007 189
2008 193
2009 250
2010 242
2011 267
2012 267
2013 301
2014 320
2015 334
2016 359
2017 355
2018 395
2019 406
2020 630
2021 758
2022 1,307
2023 1,400
2024 2,089
2025 2,114
2026 1,255

3,712 papers predate 2015.

Fields

approximate

Machine learning ~871
Market microstructure ~769
Emerging markets ~654
Risk management ~505
Behavioral finance ~468
Factor and signals ~346
Portfolio construction ~325
Volatility and options ~262
Optimization and control ~255
Computational methods ~222
Trading and execution ~209
Time series and regimes ~172
Credit risk ~170

Grouped from summary themes into quant fields; papers often carry several themes, so counts overlap. The broader economics themes in the corpus are grouped further down.

Instruments

approximate

Equities ~1,843
Bonds ~636
Equity indices ~489
FX ~448
Futures ~393
Options ~387
Commodities ~360
Crypto ~319
Credit ~304
Swaps ~228
Multi-asset ~223
Government bonds ~222
Banking ~211
Bitcoin ~207

Instrument buckets nest and papers carry several tags, so counts overlap: an S&P 500 paper counts under S&P 500, Equity indices, and Equities. 17 smaller buckets sit below the cut, and about 2,671 tagged papers match none of the buckets.

Broader economics

approximate

The general-economics literature the quant work builds on.

Econometrics ~1,152
Behavioral economics ~815
Macro and monetary policy ~719
Public policy and regulation ~702
Organizations and operations ~660
Political economy ~475
Development economics ~390
Labor and human capital ~379
Game theory and mechanisms ~359
Trade and regional economics ~348
Environment and agriculture ~318
Research methods ~306
Corporate finance ~245
Health and education ~169

Grouped from summary themes; counts overlap the same way the fields do. About 429 more tags sit in smaller topics, and themes with fewer than 30 papers are not counted.

Canon coverage

111 of 151

Canonical papers in corpus

73.5%

19

Close matches to adjudicate

21

Not found

Measured 2026-07-31 against the shared library only (tenant_id IS NULL, status accepted). Regenerated at build time.

Methodology

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