United States
We start where the disclosure record is richest. The US Form 990 is the single most machine-readable nonprofit-disclosure document in the world: every 501(c)(3) above a tiny threshold files annually, the IRS releases the raw XML publicly, and the schema covers everything from officer compensation to Schedule F foreign grants to Schedule R related-entity webs. No other country publishes anything comparable at scale. This is why we start here, not because the Ummah lives here.
- All 50 states ingested. IRS BMF (1.26M EINs) filtered to ~4,000 Muslim-founded / Muslim-serving orgs
- Form 990 XML parsers covering Parts I, VII, IX + Schedules F, M, L, R, G, I, J, O
- 990 risk-signal detection rules: 990 Risk Signals, related-party loans, exec-comp ratios, Schedule F gap, donor concentration, reserve months
- Mosque cohort: ~2,225 masjids identified in the IRS BMF; 831 ingested with full profiles so far + website discovery + community-health scraper
- Attestation framework v1: 30+ standards covering zakat policy, qurbani methodology, audit chain, fund segregation, scholar boards
- Filing data fidelity ≥99%Random-sample audits of parsed 990s against the source PDF show ≤1% extraction errors in dollar fields. Schedule F/M/L/R parsers validated on a 100-org stratified sample.
- Pattern severity is context-awareDetection rules don't fire on orgs where the pattern is irrelevant (e.g. Schedule F gap doesn't fire on a US university with no foreign activity). False-positive rate <5% across 50 sampled org pages.
- Source provenance everywhereEvery dollar figure links to the source 990 PDF on ProPublica; every scraped website signal links to the page the evidence came from; every attestation links to the org's own published policy.
- Mosque-side coverageCommunity-health scraper applied politely (5s/host, robots.txt-respecting, 30d cache) to ≥200 masjid websites with per-feature evidence snippets and mosque-rep claim flow.
- Orgs publishing zakat / qurbani policies≥50 orgs publish a Quranic-categories-explicit zakat policy on their own /zakat-policy page after Ihsan engagement. Measured against the baseline of <5 at project start.
- Attestations claimed≥100 orgs sign the Ihsan attestation framework (orphan-fund segregation, restricted-purpose segregation, scholar-board public, zakat methodology). Each attestation is signed, dated, and publicly cite-able.
- Donor switches≥10,000 documented donor-side switches via the directory and the email-your-org tool. Honest comparative ratios, fundraising efficiency, exec-comp share, reserve months, published for every org large enough to file.
- Independent audit referrals≥25 orgs commission an Ihsan-aligned independent audit (orphan-fund flow, restricted-fund segregation, related-party disclosures) following the published framework.
We do not expand beyond the US until the US methodology survives adversarial scrutiny from the orgs being measured. Every pattern flag must have a defensible source. Every attestation must be one an org can read, sign, and stand behind in front of its donors. Premature expansion is the failure mode of every Muslim institution, we resist it.