Data Reports & Research
Real data,
real analysis
Palavir processes millions of federal records and applies machine learning to surface patterns invisible to manual review. Deep interactive studies and free reports, all built on public data.
Featured Research
Deep-dive studies with ML models, interactive charts, and real data
62,000+ college programs traced to the jobs graduates enter, the payoff against their debt, AI exposure, the 10-year BLS job-growth outlook, and whether the pay covers the rent. Real federal data, reproducible notebooks.
62K+
Programs
226
Majors
Premium + Embeddings
ML
Scorecard · BLS · ACS
Sources
$32B in anomalous loans. 1.26M providers scored. 16 policy recommendations. ML flags suspicious PPP loans cross-referenced against LEIE exclusions, FDIC failures, and sanctions lists.
968,522
PPP Loans Analyzed
$32.4B
Anomalous Loans
1.26M
Providers Scored
6
Data Sources
8 investigations using Statistics Canada, Treasury Board, CAFC, FINTRAC, and federal audit data. From the $130B money laundering crisis to the case for whistleblower rewards.
8
Investigations
$130B
Money Laundering
5+
Data Sources
Federal
Coverage
4,445 hospitals clustered by 38 quality measures. K-Means, Random Forest with SHAP, and UMAP reveal which hospitals actually deliver better outcomes.
4,445
Hospitals
38
Quality Measures
3
ML Models
CMS
Source
5,446 real scans. 95.9% failed WCAG 2.1 AA. Real estate and healthcare top the violation rankings. See where your industry stands.
5,446
Sites Scanned
95.9%
Failed WCAG
51.4%
Scored Zero
15
Industries
Accessibility & Compliance
Web accessibility compliance data across 5 jurisdictions, powered by OnePageAudit real scan data
5,446 real scans across 15 industries. 95.9% failure rate. Real estate leads violations.
5,446
Sites Scanned
95.9%
WCAG Failure Rate
15
Industries
ADA / WCAG 2.1
Regulation
European Accessibility Act compliance landscape. June 2025 deadline analysis across EU member markets.
EAA
Regulation
June 2025
Deadline
EU
Region
OnePageAudit
Source
UK public sector and private web accessibility requirements post-Brexit. WCAG compliance landscape.
PSBAR / EN 301 549
Regulation
United Kingdom
Region
OnePageAudit
Source
WCAG 2.1 AA
Standard
Australian web accessibility compliance data under the Disability Discrimination Act and WCAG standards.
DDA
Regulation
Australia
Region
OnePageAudit
Source
WCAG 2.1 AA
Standard
Israel Equal Rights for Persons with Disabilities Law compliance landscape for digital properties.
Israeli Standard 5568
Regulation
Israel
Region
OnePageAudit
Source
WCAG 2.0 AA
Standard
Government & Federal
Federal spending, contract awards, grants, and network analysis
FY2024 $4.95T and FY2025 $5.31T across 56 states and territories. Per-capita rankings, top agencies, and small business share.
$5.31T
FY2025 Total
California
Top State
24.2%
Small Biz Share
USASpending
Source
13,475 contract awards totaling $581B across 63 federal agencies. NAICS codes, small business set-asides, and geographic distribution.
13,475
Awards
$581B
Total Value
63
Agencies
2,078
Small Biz Set-Asides
433-node agency-recipient network with community detection, anomaly scoring, and changepoint detection.
433
Network Nodes
$700B+
Total Spending
Isolation Forest
Anomaly Model
USASpending
Source
10,777 applyable grants from 2,455 funders across federal, state, and private sources. Focus area breakdowns and top funder rankings.
10,777
Applyable Grants
2,455
Distinct Funders
$200K
Median Max Award
82,810
Records Indexed
Business & Economy
Business formation, banking, wages, and SBA lending
969 free one-page industry reports covering 51 states and 19 NAICS sectors. Market size, wages vs national average, federal exclusion overlay, and top counties. Census-sourced, no email gate.
969
Reports
51
States
19
NAICS Sectors
Free
Price
30 rankings across 51 states and 3,144 counties: industry size, wages and payroll, demographics, business climate, and risk. Built from Census CBP, ACS, and new business filings.
30
Rankings
51
States
3,144
Counties
5
Categories
6,749 businesses filed in Florida between February and March 2026. Real data from the Florida Division of Corporations.
6,749
Total Filings
90%
LLC Share
Miami
Top City
20+
Cities Tracked
28,119 business filings across 9 states. LLCs claim 66.9% of all formations. Florida hits 90% LLC. DC leads nonprofits at 9%.
28,119
Total Filings
66.9%
LLC Share
10.4%
Corp Share
9
States
5.67M annual business applications tracked across all 50 states. Monthly trends from 2020 to 2026 and state-by-state rankings.
5.67M
Annual Apps
All 50 + DC
States
+61.6%
COVID Spike
Florida
Top State
Business formation, SBA lending, nonprofit sector, and federal spending compared side-by-side across the four largest US states.
4
States
4
Data Sources
2024-2026
Period
Interactive
Format
357,866 SBA 7(a) loans totaling $185.9B analyzed by state, industry, loan size, and business age.
357,866
Total Loans
$185.9B
Total Volume
$520K
Avg Loan
3.76M
Jobs Supported
4,313 FDIC-insured institutions holding $25.6T in assets. Bank failure timeline from 2000 to 2026 and community vs large bank analysis.
4,313
Institutions
$25.6T
Total Assets
78,330
Branches
591
Failures Since 2000
155M workers across all 50 states. Average annual pay of $75,585 with 27.7% growth since 2019. State rankings and industry breakdowns.
$75,585
Avg Annual Pay
155M
Workers
27.7%
Wage Growth
All 50 + DC
States
Nonprofits
IRS Business Master File analysis and revocation data
1,933,892 tax-exempt organizations analyzed from the IRS Business Master File. State rankings, NTEE sectors, revenue distribution, and revocation trends.
1.93M
Organizations
$4.1T
Total Revenue
$10.5T
Total Assets
All 50
States
1,203,394 nonprofit tax-exempt status revocations from IRS data. Peak year 2010 from the Pension Protection Act. State-by-state counts and rates.
1.2M
Total Revocations
2010
Peak Year
California
Top State
DC 47.1%
Highest Rate
Advanced Analysis
Dimensionality reduction, ML embeddings, and multi-state comparisons
967 occupations mapped across 120 skill dimensions. UMAP embedding reveals hidden clusters, wage ceilings, and the real distance between jobs.
967
Occupations
120
Skill Dimensions
155M
Workers Covered
BLS O*NET
Source
Cross-state comparison of new business formation patterns across Palavir's NewFilings database. Real-time SOS filing data.
7+
States
NewFilings DB
Source
Live
Frequency
All
Entity Types
Data sourced from SBA FOIA, SEC EDGAR, CMS, CFPB, USASpending.gov, SAM.gov, IRS, Census Bureau, BLS, FDIC, Florida Division of Corporations, Michigan LARA, and Palavir’s FindGrants and NewFilings databases. Reports are snapshots, not live feeds. Privacy Policy.