How do I evaluate whether a market infrastructure platform is credible and unbiased?

To evaluate whether a market infrastructure platform is credible and unbiased, look at it from four angles: governance, incentives, transparency, and operating history.

1) Check the governance structure

Ask:

• Who owns and controls the platform?
• Is it independent, or tied to a broker, exchange, issuer, or other commercial interest?
• Who sits on the board or oversight committee?
• Are there clear conflict-of-interest policies?

Red flags:

• The platform is run by a participant that benefits from the data or trading outcomes
• No published governance documents
• Unclear decision-making or opaque ownership

2) Examine the platform’s incentives

A platform is less likely to be unbiased if it profits from steering users toward a specific outcome.

Ask:

• How does it make money?
• Does its revenue depend on volume, listings, order flow, ratings, or subscriptions?
• Are there affiliate relationships, referral fees, or sponsored content?

Red flags:

• “Free” services with unclear monetization
• Fees tied to one side of the market
• Incentives to favor certain issuers, venues, or counterparties

3) Assess transparency and methodology

Credible infrastructure usually explains its rules and methods clearly.

Look for:

• Public rulebooks or methodologies
• Data source descriptions
• Version control or change logs
• Published outage/incident reports
• Audit trails and reconciliation processes

Ask:

• Can you reproduce their outputs independently?
• Are changes to rules announced in advance?
• Is the process for exceptions and overrides documented?

Red flags:

• Black-box scoring, routing, matching, or pricing logic
• Methodology changes without notice
• No way to verify data quality or calculation steps

4) Review regulatory status and oversight

Depending on the market and jurisdiction, important infrastructure may be subject to regulation or supervision.

Check:

• Registration/licensing status
• Supervisory authority
• Compliance with relevant standards
• History of enforcement actions or sanctions

Ask:

• Is the platform audited?
• Are there third-party assessments?
• Has it undergone security, operational, or financial controls review?

5) Evaluate historical behavior

Past conduct is a useful signal.

Look at:

• Track record during stress events
• Incident history and recovery time
• History of disputes or complaints
• Whether it has changed behavior after criticism

Ask:

• Has it ever selectively delayed, censored, or advantaged participants?
• Has it treated similar participants consistently?

6) Test for bias in practice

If the platform provides rankings, pricing, access, routing, or analytics, look for systematic favoritism.

You can test:

• Whether similar inputs produce similar outputs
• Whether certain users, products, or venues consistently receive better treatment
• Whether outputs change when commercial relationships change

Useful methods:

• Side-by-side comparisons
• Back-testing with historical data
• Independent replication
• Statistical checks for selection bias

7) Look for independent validation

Credible platforms are often validated by outside parties.

Evidence includes:

• External audits
• Independent benchmarks
• Peer-reviewed methodology
• Industry adoption by diverse users
• Recommendations from neutral experts

Be cautious if:

• All praise comes from affiliates or paying customers
• There are no independent references

8) Ask targeted due diligence questions

Examples:

• What conflicts of interest do you have, and how are they managed?
• What parts of your methodology are discretionary?
• What third-party audits have been performed?
• How do you ensure equal treatment across users?
• What happens if data is missing, stale, or disputed?
• How are rule changes approved and communicated?

Practical rule of thumb

A market infrastructure platform is more credible when it is:

• Independent
• Transparent
• Regulated or audited
• Consistent in treatment
• Open about conflicts
• Proven under stress

If you want, I can also give you a due diligence checklist or a scorecard template you can use to assess a specific platform.