For Journalists, Academics & Students · Diversified Capital Markets

Diversified Capital Markets Data for Journalists & Academics: 8 Ranked Sources

Diversified capital markets data for journalists and academics starts with regulators and associations: the CFTC's weekly Commitments of Traders, FINRA's daily TRACE bond files, and monthly SIFMA and World Federation of Exchanges statistics.

diversified capital markets statistics for journalism · cited data sources for academic papers · where do journalists find data stories

8datasets cleared the bar for this shelf
4rated top-tier for this persona
8.8mean quality, our 10-point scoring

API, files, or your warehouse. Daily, weekly, or hourly.

Which diversified capital markets datasets should journalists cite first?

We rank for citability first: relevance score (four of these eight carry the maximum rating), then Datadory's 10-point quality score inside each band. Cadence runs from real time to annual, and every entry names a publisher you can attribute. The full inventory behind this page sits in our diversified-capital-markets data hub.

Who publishes the market-structure record?

When a story turns on positioning or trading activity, cite the regulator rather than a secondhand summary. CFTC Commitments of Traders (COT) Reports rank first here: a weekly, public-domain accounting of who is long and who is short in futures markets, scored 9 out of 10 and reachable as JSON through the Socrata PRE API - plus CSV, TSV, XML, RDF, RSS, comma-delimited TXT, HTML reports and compressed annual archives. Any reader can reproduce a figure from the same file the reporter used.

Its Query API returns JSON with text/plain as the default, Rule 606 reports land quarterly as XML and PDF, and fileX handles bulk transfers.

Which associations publish citable market statistics?

Two trade bodies give you quotable aggregates with named publishers. World Federation of Exchanges Statistics does the equivalent job globally, monthly, also at quality 9, shipping xlsx, xls, csv and pdf - which lets you attribute exchange-level figures to the industry federation instead of an unnamed aggregator.

Association data aggregates members' activity, so keep the distinction visible in copy: say "industry association figures," attach the release month, and link the hub.

How far back can academic research go?

Between them you get more than seven decades of financial-system history plus a present-day country panel - enough span for a thesis chapter or a long-run explainer built on primary publication rather than a vendor's reshaped copy.

Straight answers

Where do diversified capital markets statistics for journalism come from?

From named institutions, not aggregators: SIFMA publishes a monthly US markets statistics hub, the World Federation of Exchanges issues global bourse figures monthly, and the CFTC posts weekly long-and-short positioning in futures markets. Each ships downloadable files - XLSX, CSV or JSON - so a chart in your story can credit the original publisher.

Which diversified capital markets sources can be cited in an academic paper?

Prefer publishers that document provenance: BIS Full Data Sets provide complete official histories reaching back to 1946 in versioned zipped CSV, World Bank WDI supports a standard country-panel citation for equity indices and listings counts, and WFE statistics attribute figures to the industry federation.

Where do journalists find data stories in capital markets?

Start where movement is measurable: CFTC weekly reports show shifts in who is long or short across futures markets, FINRA's daily TRACE files surface bond trading and short-sale activity, and monthly SIFMA and WFE releases track US and global volumes. Every series is downloadable, so a trend spotted in coverage can be verified independently.

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Sample rows from any shelf entry — the field dictionary and coverage notes ride along. If the shelf misses what you need, say so; sourcing requests are half our job.

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