PFOF Auditing

Price Improvement Metric Manipulation

Audited by Cole Barrett • Topic: PFOF Auditing
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Cole Barrett's Reality Check

The Unvarnished Bottom Line

"Price improvement statistics are often marketing sleight-of-hand. A broker boasts: 'We delivered $500 million in price improvement to our customers last year!' What they don't tell you is how they calculated that number. If the public bid-ask spread is artificially wide, filling your order by one-tenth of a penny counts as 'price improvement,' even if a lit exchange would have given you five cents better."

Interactive Simulator: Test the Math

Interactive Simulator: PFOF Arbitrage Drag

Shares Traded Per Month 2,000 Shares
Estimated Fill Slippage Cost
$40.00 / mo
Sub-optimal fill slippage
Wholesaler Extraction
$480.00 / yr
Sunk annual cost

Real-World Example: Scenario Breakdown

Examining the real numbers for: Auditing retail price improvement claims on an order for 2,000 shares of a mid-cap equity

Execution Metric Independent Execution Quality Auditor Trusting Retail Platform User
Fee / Rate Audit analytics fee $0.00 'free'
Spread / Buffer Benchmarked trade against consolidated lit exchange depth across multiple venues App sent celebratory notification: 'You saved $2.00 on this trade via Price Improvement!'
Execution / Status Proved that routing to IEX/Direct lit books would have saved $40.00 at the midpoint Filled at $50.099 inside a $50.00 / $50.10 quoted spread
Total Cost / Result Unmasked statistical marketing manipulation Misled by selective broker price improvement reporting

How Brokers Weaponize This Term

PFOF retail brokerages publish annual marketing reports highlighting aggregate 'billions in client price improvement', cherry-picking benchmark definitions while concealing SEC Rule 605 effective spread data.

Broker Evaluation Matrix

Cole Approves

Interactive Brokers: Provides third-party audited execution quality benchmarks (IHS Markit) comparing actual customer fills directly against independent industry-wide standards.

Read Audit →

Cole Flags / Avoids

PFOF Mobile Apps: Celebrates minor sub-penny price improvement notifications on user interfaces while routing flow to wholesale internalizers that capture wide spreads.

View Trap Details →

Frequently Asked Questions

What is 'effective spread' versus 'price improvement'?

Price improvement is the absolute difference between the execution price and the quoted NBBO; effective spread measures the actual execution price relative to the spread midpoint, providing a more reliable measure of true execution cost.

Where can you find independent execution quality data for a broker?

Review the broker's mandatory SEC Rule 605 reports, or examine independent execution quality studies published by the Financial Industry Regulatory Authority (FINRA).