Quantool · Reading CoursesFictional examples · no live trading
Dealer Logic · DL-04 · Core

Gamma regimes are model states

What can a positive or negative regime label establish?

One concept per page · original written lesson · 312 prose words · authored, not installed or production-approved

What you will learn and prerequisites

Read first: Why dealers hedge

A Gamma regime summarizes estimated curvature in a selected option inventory. It is context for potential hedge feedback, not a complete description of the market. Positive Gamma can coexist with a trend if other flows dominate; negative Gamma can coexist with quiet trade.

Understand the mechanism

The estimate depends on included products and expiries, position allocation, spot, time and volatility assumptions. A near-zero total can mean genuinely small exposures or large opposing exposures cancelling locally.

Public open interest does not identify the complete dealer/customer split. New trading and repricing can change the result intraday.

Walk through the process

Ask for methodology, timestamp and sensitivity to assumptions. Compare the model with the actual auction without requiring price to obey it.

A useful note reports sign, scale, uncertainty and what observed behavior would challenge the interpretation. 'Unknown' can be the correct conclusion.

Evidence boundary

The arithmetic is original conditional teaching material, not a measurement of current dealer positions. The cited Cboe research is historical product-specific evidence, not a live inventory feed. Model outputs should remain distinguishable from observed market facts.

A worked example

Two fictional allocations of the same chain produce +50,000 and −20,000 shares per dollar of Gamma. A one-dollar rise would imply 50,000 shares of selling under the first and 20,000 of buying under the second, assuming active neutrality.

The disagreement is model uncertainty. Averaging the labels does not establish a safe range or a current dealer fact. The chart compares the signed estimates.

Gamma regimes are model states—worked comparison

Vertical: Gamma (shares/USD)
Horizontal: Inventory-allocation model

Gamma regimes are model states—worked comparisonFictional data from the written example. The chart organizes the comparison; its shape is not a forecast. The complete numerical data are available below.-26,300-9,7806,74023,26039,78056,30012
1. Fictional example
Fictional data from the written example. The chart organizes the comparison; its shape is not a forecast.
Read the graph as a data table
Complete graph data; original fictional observations or model calculations
Inventory-allocation modelFictional example
150,000
2-20,000

What would invalidate the reading?

Many decimal places do not repair uncertain inventory ownership, stale data or excluded products.

Check your understanding

Try the question before revealing its answer. These are reading checks, not trading certification or a site completion record.

Can a quiet session prove positive dealer Gamma?

Reveal the worked answer

No.

Many liquidity and inventory states can produce quiet price behavior.

Critical risk question

What is the critical failure to avoid?

Reveal the worked answer

Many decimal places do not repair uncertain inventory ownership, stale data or excluded products.

Explain this risk before treating the example as a decision rule. A correct calculation does not guarantee a favorable market outcome.

Takeaway

Return to the question: What can a positive or negative regime label establish? State the observed facts, the assumptions and the failure condition separately.

Sources, assumptions and downloadable script

External references support definitions and conventions. Worked scenarios and prose are original. No current quotes or dealer inventory are claimed.

Read this lesson as Markdown · Download its JavaScript content module