Free market data sources used in this study

Every endpoint, what it costs, what it covers, and which sources that were free are now blocked. No third-party data is redistributed — collectors fetch at run time.

Sources that work

All free, no API key required except where noted. Probed 6 September 2026.
SourceRoleCoverageStatus
CFTC Disaggregated Commitments of Traders — Socrata API at publicreporting.cftc.gov, gold contract 088691Holder base1,056 weeks, 2006–2026OK
Daily OHLCV for ten ETFs — GLD, SPY, QQQ, TLT, HYG, SLV, USO, FXE, EEM, GDXInstruments4,640 days each, 2008–2026OK
LBMA gold price — official PM fix feedPrice14,676 days, 1968–2026OK
CBOE GVZ — gold implied volatility indexControl4,594 days, 2008–2026OK
Federal Reserve FOMC calendar — meeting blocks and statement linksEvent dates148 scheduled decisions, 2008–2026OK
Dollar index, 10-year Treasury yieldControls2001–2026OK

Sources that are no longer freely accessible

Two corrections to the standard data inventory, both discovered by probing rather than assumed:

SourceRoleStatus
COMEX warehouse stocks — registered versus eligible, cmegroup.com/delivery_reports/Gold_Stocks.xlsAbsorption403 — bot-blocked
LBMA vault holdings — seven custodians plus Bank of EnglandAbsorption404 — URLs moved
World Gold Council GoldhubAbsorptionregistration
FRED CSV endpointControlrate-limited

Together the first two are the entire absorption stack — the denominator of Λ, including the registered-versus-eligible split that makes COMEX unusual. That half of the framework could only be tested through weaker proxies (open interest and trader count), which is a material limitation on the result.

A warning: Yahoo GC=F historical volume is broken

Not merely noisy — unusable. Median daily volume by year runs 56 to 905 contracts against a maximum near 200,000, with 41 zero-volume days. The series alternates between the front-month aggregate and a near-dead contract. Price is fine; volume is not. Any study that computes turnover, Amihud illiquidity or impact from this series will produce nonsense. This study measures on GLD, whose consolidated NYSE Arca volume is clean across nineteen years: median 6–15 million shares, no zeros.

Extracting FOMC decision dates correctly

Each FOMC policy decision publishes exactly one statement, so the Federal Reserve's own statement links are an authoritative, non-derived list of decision dates. Two traps:

Reproducing the study

git clone https://github.com/codedpro/market-conductance
cd market-conductance
make setup      # venv and pinned dependencies
make all        # collect, measure, engine, cot, events, generalize
make test       # calibration: size, power, point-in-time discipline

Roughly fifteen minutes, total cost $0. Random seeds are fixed. Collectors write immutable raw snapshots with provenance attached, and every series carries both its reference and release dates. Machine-readable results land in out/ as JSON.