Six-pillar independent quality assessment scoring every alternative data vendor on documentation, methodology, academic rigour, history depth, compliance, and delivery reliability.
Gold
12
score >= 75
Silver
34
score >= 55
Bronze
28
score >= 35
Uncertified
41
score < 35
Documentation Completeness
20%Evaluates whether the vendor provides comprehensive data dictionaries, methodology papers, update logs, and onboarding guides sufficient for independent replication.
Methodology Transparency
20%Assesses the clarity and reproducibility of the vendor's data collection, processing, and quality assurance pipelines including bias disclosures.
Academic Backing
20%Measures peer-reviewed citations, white papers, and independent validation studies that corroborate the vendor's claims of signal quality.
Historical Depth
15%Scores the length and consistency of backfill history, survivorship-bias controls, and point-in-time data availability for back-testing.
Compliance Readiness
15%Reviews privacy frameworks, consent mechanisms, GDPR/CCPA alignment, SOC 2 certifications, and regulatory risk disclosures.
Delivery Reliability
10%Tracks SLA adherence, uptime history, delivery latency, format flexibility, and incident response times over the trailing 12 months.
| Vendor | Tier | Score | Top Pillar | Weakest Pillar |
|---|---|---|---|---|
| Orbital Insight | Gold | 88 | Methodology Transparency | Delivery Reliability |
| Placer.ai | Gold | 82 | Historical Depth | Academic Backing |
| Thinknum | Gold | 79 | Documentation Completeness | Compliance Readiness |
| Earnest Research | Gold | 77 | Academic Backing | Delivery Reliability |
| Second Measure | Silver | 72 | Methodology Transparency | Documentation Completeness |
| Yipitdata | Silver | 68 | Historical Depth | Compliance Readiness |
| Advan Research | Silver | 64 | Documentation Completeness | Academic Backing |
| Quandl | Silver | 61 | Delivery Reliability | Historical Depth |
| Preqin | Silver | 58 | Compliance Readiness | Methodology Transparency |
| Similarweb | Bronze | 52 | Historical Depth | Academic Backing |
| Sensor Tower | Bronze | 48 | Delivery Reliability | Compliance Readiness |
| Eagle Alpha | Bronze | 44 | Documentation Completeness | Academic Backing |
| Refinitiv | Bronze | 39 | Compliance Readiness | Methodology Transparency |
| Bloomberg | Uncertified | 31 | Delivery Reliability | Documentation Completeness |
| S&P Global | Uncertified | 27 | Compliance Readiness | Historical Depth |