Quantitative Execution

Kyle-Obizhaeva Inelastic Market Impact Model

Audited by Cole Barrett • Topic: Quantitative Execution
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Cole Barrett's Reality Check

The Unvarnished Bottom Line

"The Kyle-Obizhaeva model proved what institutional traders feared: the market is not a bottomless pool; it is an inelastic spring. If you trade 10% of a stock's daily volume, the market impact doesn't grow linearly—it follows a square-root law. The harder and faster you push, the more the price bends against you, making large block execution exponentially more expensive."

Interactive Simulator: Test the Math

Interactive Simulator: Compounding Fee & Tax Drag

Portfolio Balance ($) $100,000
Annual Expense / Tax Drag Rate (%) 0.75%
Direct Annual Deduction
$750.00 / yr
Siphoned directly from capital
25-Year Compound Loss
$94,200
Lost growth potential

Real-World Example: Scenario Breakdown

Examining the real numbers for: An institution executing an order to purchase 100,000 shares of a mid-cap equity representing 15% of the security's Average Daily Volume

Execution Metric Inelastic Model-Calibrated Execution Desk Single-Session Aggressive Execution Desk
Fee / Rate $0.0035/share DMA rate $0.0035/share rate
Spread / Buffer Calculated non-linear market impact; spaced execution over 3 full trading sessions (capping daily participation to 5% of ADV) Attempted to force all 100,000 shares into a single 2-hour morning window (absorbing 40% of morning volume)
Execution / Status Minimized the square-root impact function; captured an average fill price of $50.15 against a $50.00 arrival price Inelastic market depth buckled; price impact accelerated non-linearly, pushing the stock from $50.00 up to $51.80
Total Cost / Result Minimized market impact via square-root volume pacing Suffered outsized execution losses from violating market impact limits

How Brokers Weaponize This Term

When analyzing institutional Transaction Cost Analysis (TCA) benchmarks, evaluate whether your broker's algorithms utilize square-root market impact modeling. Algorithms that pace orders linearly without accounting for inelastic price elasticity consistently cause adverse price impact on large orders.

Broker Evaluation Matrix

Cole Approves

Interactive Brokers: Provides institutional execution algorithms (IBKR Algos, VWAP, Percentage of Volume) designed around quantitative market impact models to minimize execution slippage.

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Cole Flags / Avoids

Basic Retail Investing Apps: Lacks quantitative algorithmic order slicing, forcing users to submit large orders that trigger severe market impact.

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Frequently Asked Questions

What is the 'Square-Root Law' of market impact?

It is an empirical finding in quantitative finance showing that the price impact of a trade is proportional to the square root of the trade size relative to daily volume, holding true across equities, futures, and currencies.

What is the difference between temporary and permanent market impact?

Temporary impact is the transient price concession required to incentivize liquidity providers right now. Permanent impact is the lasting price change caused by the information content of your order.