How the Honesty Index is built.
A transparent, independently reproducible rating system for freelance, gig, creator, and AI-labeling platforms. Six public data sources. Five weighted subscores. Quarterly refresh. Platforms cannot pay to improve their grade — the methodology and source data are published in full.
Guiding Principles.
The Side Hustle Honesty Index exists to answer a single question: which platforms pay workers fair, and which do not?
- Public records only. Every input is sourced from FTC complaint databases, state attorney general enforcement records, federal court filings, BBB profiles, state labor department data, or Side Hustle's proprietary worker survey. Methodology can be independently reproduced.
- Platforms cannot pay. No rated platform has paid, can pay, or has been offered the opportunity to pay for inclusion, exclusion, or modification of their grade.
- Quarterly refresh. Grades update every 90 days; material changes are timestamped.
- Subscore transparency. Every grade decomposes into five public subscores.
- Right of correction. Platforms may submit documented corrections via published Appeals process.
The Six Data Sources.
The Index is constructed from six independent public-record sources. No single source can move a grade by more than 35%.
FTC Consumer Complaint Database
U.S. Federal Trade Commission consumer complaint database. Verified worker and consumer complaints against gig and freelance platforms. Normalized to complaints-per-1,000-active-workers.
State Attorney General Records
Active and settled enforcement actions against rated platforms across all 50 states. Includes worker-classification investigations, deceptive-practice consent orders, and wage-and-hour settlements.
PACER Federal Court Filings
Federal court dockets indexed via PACER. Worker-classification class actions, ADA and FLSA cases, contract-dispute resolutions involving rated platforms.
BBB Business Profiles
Better Business Bureau profile data — letter grades, complaint volume, resolution rates — normalized to a 0-100 scale.
State Labor Department Records
State labor commissioner findings on worker classification, wage theft, and platform-employment compliance.
Side Hustle Worker Survey
Anonymized opt-in worker survey distributed to Side Hustle community members across rated platforms. Methodology and response rates published in the Annual Report.
The Five Subscores.
Take Rate Transparency
How clearly the platform discloses its take rate, processing fees, premium-tier costs, and any layered service charges. Includes whether the disclosed take rate accurately reflects the worker's actual platform spread.
Worker Protection
Quality of dispute resolution, account-suspension fairness, anti-harassment protections, and treatment of worker classification under state and federal law. Includes the platform's history of class actions, consent orders, and worker advocacy responses.
Payment Reliability
Speed and predictability of payouts. Includes withhold periods, chargebacks, frozen-account incidents, and the platform's financial-instability history.
Talent Vetting
Quality of buyers, clients, or marketplace counterparties. Includes background-check standards, scam prevention infrastructure, and dispute outcome quality from worker perspective.
Honest Earning
The realistic earnings a worker can expect after all fees, including effective hourly wage normalization. Includes whether the platform's pricing structure produces a race-to-bottom dynamic or supports sustainable earnings.
Weighting & Scoring.
Why these weights? Worker Protection and Honest Earning are heaviest because they correlate most strongly with documented worker harm. Take Rate Transparency follows because opacity is the precursor to worker harm. Payment Reliability and Talent Vetting are equally weighted as operational quality factors.