Crypto Market Making Metrics & KPIs Every Project Should Track

Effective market making isn't just about having orders on a screen — it's about quantifiable, optimizable performance. Data-driven projects achieve up to 5x better liquidity efficiency and catch 72% of order book issues before they harm token pricing.

1. Bid-Ask Spread (%)

• Formula: Spread % = (Lowest Ask - Highest Bid) / Mid Price × 100
• Benchmark:
• Excellent: < 0.3%
• Good: 0.3% – 0.8%
• Poor: > 1.0%
• Why it matters: Tight spreads directly lower trading friction for investors and prevent immediate slippage penalties.

2. Order Book Depth (±2%)

• Formula: Cumulative USD value of buy and sell orders within 2% of current market price.
• Benchmark:
• Excellent: > $200,000
• Good: $50,000 – $200,000
• Poor: < $50,000
• Why it matters: Determines how large an order can execute without causing extreme price dislocations.

3. 24-Hour Realized Volume

• Formula: Total gross USD volume traded across pairs in 24 hours.
• Why it matters: High organic turnover validates liquidity and attracts institutional algorithms.

4. Slippage on Standard Orders

• Formula: Slippage % = (Executed Price - Expected Price) / Expected Price × 100
• Benchmark: Less than 0.2% on a standard $10,000 market order.

• Order Book Imbalance: Ratio of total bids to total asks indicating sentiment pressure.
• Quote Uptime: Percentage of time market maker has active orders (>99.5% required).
• Fill Rate: Percentage of placed orders executed by incoming market flow.
• Inventory Turnover: Velocity of working capital rotation across trading days.