Market Macrostructure

How financial markets actually work.

Over half of equity fund assets are now in passive funds. Central banks hold 40% of GDP in bonds. Leveraged intermediaries amplify every crisis. The main forces setting prices are institutional — and we're only starting to understand them.

Households Passive Funds Active Managers Banks & Intermediaries Central Banks direct holdings Assets

What is Market Macrostructure?

Most of finance starts with a representative investor or a frictionless market. Market macrostructure starts with reality: who actually holds the assets, what rules and constraints they face, and how that shapes prices. Three questions organize the field.

Who

Who actually holds the assets? Pension funds, index funds, insurance companies, central banks, hedge funds — each with different size, goals, and constraints.

How

How do they actually invest? Index funds track benchmarks mechanically. Insurance companies match liabilities. Central banks follow policy rules. These mandates and constraints drive their demand.

What

What does it do to prices? When the mix of holders shifts — more passive, more leveraged, more central bank — risk premia, volatility, and market efficiency all change.

“Prefer being approximately right rather than rigorously wrong.”

Start with what investors actually do, build models around that, and make contact with the key forces in the data.

Why Institutions Matter for Prices

Traditional View

E[R] = f(Risk, Preferences)

Prices reflect risk and a representative investor's preferences. Institutions are a veil — money flows through them but they don't matter for prices on their own.

Macrostructure View

E[R] = f(Risk, Preferences, Institutions)

Real institutions have mandates, constraints, and frictions that shape their demand — and move prices in ways that fundamentals alone can't explain.

When Does Macrostructure Matter?

1

Imperfect Offset

Other investors don't perfectly undo what institutions do — because of trading costs, inertia, limited expertise, or just not paying attention.

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2

Demand Shifts

Institutions' demand changes — from crises, regulation, policy shifts, or structural trends like the rise of passive investing.

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Macrostructure affects asset prices

Examples: Three Forces That Move Prices

The research agenda covers many forces. Here are three — each large, measurable, and already reshaping how markets work.

Financial Intermediaries

300+ basis point spike in corporate bond spreads, March 2020

When intermediaries lose money, they pull back from risk — and prices fall further because fewer players are left to absorb it. This amplification loop shows up across stocks, bonds, and currencies, and it persists long after the initial shock.

Asset Prices ↓ Intermediary Wealth ↓ Losses reduce capital Less risk-bearing capacity
Key Papers
  • He & Krishnamurthy (2013) — Intermediary asset pricing theory
  • Adrian, Etula & Muir (2014) — Leverage factor prices the cross-section
  • Haddad & Muir (2021) — Intermediaries matter for aggregate prices
  • Baron & Muir (2022) — 150 years of intermediary balance sheets

Rise of Passive Investing

53% of U.S. equity fund assets are now passive (crossed 50% in 2024)

Passive funds hold the market portfolio regardless of prices — they don't respond to mispricing. That concentrates all of the price discovery on the shrinking pool of active investors, making markets more inelastic.

Passive Active Impact?
Key Papers
  • Haddad, Huebner & Loualiche (2024) — How competitive is the stock market?
  • Gabaix & Koijen (2021) — The inelastic markets hypothesis
  • Pavlova & Sikorskaya (2023) — Benchmarking intensity
  • Chinco & Sammon (2024) — Passive share and market efficiency

Central Bank Asset Purchases

~40% of GDP held in central bank balance sheets (US, UK, Euro area, Japan)

When central banks buy assets through QE, they remove supply from private markets, compressing yields and risk premia. QE announcements moved Treasury yields 100–150 basis points. The trading rule itself matters: investors anticipate state-contingent purchases, so yields fall even before the Fed buys.

P Q Demand S (pre-QE) S' (post-QE) QE
Key Papers
  • Krishnamurthy & Vissing-Jorgensen (2011) — Effects of QE on interest rates
  • Vayanos & Vila (2021) — Preferred-habitat term structure theory
  • Haddad, Moreira & Muir (2024) — Whatever it takes? Conditional policy
  • Haddad, Moreira & Muir (2025) — Asset purchase rules

These are three examples — the same logic applies wherever large institutions shape prices: insurance companies and the yield curve, pension funds and LDI, sovereign wealth funds and FX, ESG mandates and stock prices. The reading list and paper cover many more.

Who Actually Holds the Assets?

A starting point: look at who holds what. These charts show six decades of shifts in U.S. asset ownership, from the Fed's Z.1 Financial Accounts. Direct household equity holdings fell from 86% to 40% since 1960, replaced by funds and intermediaries. The Fed went from ~10% of Treasuries to 24%, and from 2% of Agency/MBS to 30%. Insurance companies' corporate bond share fell from 45% to 15%, replaced by mutual funds. Households hold almost nothing directly in fixed income.

The Playbook

How to actually do this research. Three approaches that work — and the best papers combine them.

1
Pick a market. Identify the key players.
2
Measure their demand. Understand what drives it.
3
Trace the equilibrium. Run counterfactuals.

Natural Experiments

Exploit shocks to institutional demand — index additions, regulatory changes, QE announcements — to identify causal effects on prices.

Shleifer (1986) Du, Tepper & Verdelhan (2018) Muir (2017)

Equilibrium Models

Build models with investor heterogeneity, frictions, and dynamics to understand mechanisms and run policy counterfactuals.

He & Krishnamurthy (2013) Vayanos & Vila (2021) Brunnermeier & Sannikov (2014)

Demand Estimation

Use holdings data to estimate demand systems across investor types. Lets you run quantitative counterfactuals — what happens to prices if passive doubles?

Koijen & Yogo (2019) Gabaix & Koijen (2021) Haddad, Huebner & Loualiche (2024)

The data and tools exist. Pick a market and start.

Open Questions

Where the field needs new work. Each of these is wide open.

🎯

Welfare & Efficiency

When do macrostructure effects represent inefficiencies versus rational risk sharing? Are passive-driven price distortions welfare-reducing, or do they reflect efficient delegation?

🔄

Dynamic Macrostructure

How do players and frictions evolve endogenously? Long-run trends (passive growth) versus crisis dynamics (intermediary amplification) — can we build models that capture both?

🌍

Global & Emerging Markets

Different institutions, different frictions. How does macrostructure differ in emerging markets? What role do sovereign wealth funds, state banks, and capital controls play?

⚖️

Market Design & Regulation

How should regulation account for macrostructure? What are optimal central bank purchase strategies? How do leverage rules reshape who bears risk?

🌱

ESG & Sustainable Investing

Shifts in demand for ESG assets affect prices and firm investment. How large are these effects? Do they achieve their intended goals?

💱

FX & International Finance

Exchange rate determination through the lens of institutional demand. How do FX interventions, carry trades, and global intermediary networks shape currency markets?

Reading List

The papers that define the field, organized by topic. Start with the survey, then follow what interests you.

Start Here

The survey that defines the macrostructure agenda — framework, evidence, and open questions in one place.

Market Macrostructure: Institutions and Asset Prices

Haddad, Valentin and Tyler Muir

Annual Review of Financial Economics, 2025

Survey Start Here

Intermediaries and Asset Prices

Haddad, Valentin and Tyler Muir

forthcoming, Journal of Economic Literature

Survey

Financial Intermediaries

How leveraged intermediaries — banks, broker-dealers, hedge funds — amplify shocks and drive risk premia across asset classes.

The Limits of Arbitrage

Shleifer, Andrei and Robert Vishny

Journal of Finance, 1997

Theory Key Paper
Theory Key Paper

Intermediary Asset Pricing

He, Zhiguo and Arvind Krishnamurthy

American Economic Review, 2013

Theory

Financial Intermediaries and the Cross-Section of Asset Returns

Adrian, Tobias, Erkko Etula, and Tyler Muir

Journal of Finance, 2014

Empirical

Do Intermediaries Matter for Aggregate Asset Prices?

Haddad, Valentin and Tyler Muir

Journal of Finance, 2021

Empirical

Intermediary Asset Pricing: New Evidence from Many Asset Classes

He, Zhiguo, Bryan Kelly, and Asaf Manela

Journal of Financial Economics, 2017

Empirical

A Macroeconomic Model with a Financial Sector

Brunnermeier, Markus and Yuliy Sannikov

American Economic Review, 2014

Theory

Financial Crises and Risk Premia

Muir, Tyler

Quarterly Journal of Economics, 2017

Empirical

Intermediaries and Asset Prices: International Evidence Since 1870

Baron, Matthew and Tyler Muir

Review of Financial Studies, 2022

Empirical

Passive Investing

The rise of index funds changes who responds to prices — and what happens to the prices themselves.

How Competitive Is the Stock Market?

Haddad, Valentin, Paul Huebner, and Erik Loualiche

Journal of Political Economy, 2024

Empirical Key Paper

Benchmarking Intensity

Pavlova, Anna and Taisiya Sikorskaya

Review of Financial Studies, 2023

Empirical

The Passive-Ownership Share Is Double What You Think It Is

Chinco, Alex and Marco Sammon

Journal of Financial Economics, 2024

Empirical

On Index Investing

Coles, Jeffrey, Davidson Heath, and Matthew Ringgenberg

Journal of Financial Economics, 2022

Empirical

Flow-Driven ESG Returns

Van der Beck, Philippe

Journal of Finance, 2024

Empirical

Central Banks & QE

When central banks buy assets, they reshape supply, compress yields, and change how investors bear risk.

The Effects of Quantitative Easing on Interest Rates

Krishnamurthy, Arvind and Annette Vissing-Jorgensen

Brookings Papers on Economic Activity, 2011

Empirical Key Paper

The Aggregate Demand for Treasury Debt

Krishnamurthy, Arvind and Annette Vissing-Jorgensen

Journal of Political Economy, 2012

Empirical

A Preferred-Habitat Model of the Term Structure of Interest Rates

Vayanos, Dimitri and Jean-Luc Vila

Econometrica, 2021

Theory

Bond Supply and Excess Bond Returns

Greenwood, Robin and Dimitri Vayanos

Review of Financial Studies, 2014

Empirical

Whatever It Takes? The Impact of Conditional Policy Promises

Haddad, Valentin, Alan Moreira, and Tyler Muir

American Economic Review, 2024

Theory Empirical

Asset Purchase Rules

Haddad, Valentin, Alan Moreira, and Tyler Muir

Working Paper, 2025

Theory

How Does the Federal Reserve's Large-Scale Asset Purchases Affect Mortgage Rates?

Hancock, Diana and Wayne Passmore

Journal of Financial Economics, 2015

Empirical
Empirical

Demand System Estimation

Estimate what each type of investor actually does — their demand functions — and use that to run counterfactuals.

A Demand System Approach to Asset Pricing

Koijen, Ralph and Motohiro Yogo

Journal of Political Economy, 2019

Empirical Key Paper
Empirical Key Paper

Which Investors Matter for Equity Valuations and Expected Returns?

Koijen, Ralph, Robert Richmond, and Motohiro Yogo

Review of Economic Studies, 2024

Empirical

Understanding the Ownership Structure of Corporate Bonds

Koijen, Ralph and Motohiro Yogo

American Economic Review: Insights, 2023

Empirical

Demand-Based Option Pricing

Garleanu, Nicolae, Lasse Heje Pedersen, and Allen Poteshman

Review of Financial Studies, 2009

Theory Empirical

Supply, Segmentation & Broader Applications

The same institutional logic at work in credit markets, FX, government debt, and across borders.

Deviations from Covered Interest Rate Parity

Du, Wenxin, Alexander Tepper, and Adrien Verdelhan

Journal of Finance, 2018

Empirical

A Comparative-Advantage Approach to Government Debt Maturity

Greenwood, Robin, Sam Hanson, and Jeremy Stein

Journal of Finance, 2015

Theory Empirical

Issuer Quality and Corporate Bond Returns

Greenwood, Robin and Samuel Hanson

Review of Financial Studies, 2013

Empirical

Asset Price Dynamics in Partially Segmented Markets

Greenwood, Robin, Samuel Hanson, and Gordon Liao

Review of Financial Studies, 2018

Theory

International Currencies and Capital Allocation

Maggiori, Matteo, Brent Neiman, and Jesse Schreger

Journal of Political Economy, 2020

Empirical

The Impact of Pensions and Insurance on Global Yield Curves

Greenwood, Robin and Annette Vissing-Jorgensen

Working Paper, 2018

Empirical

Asset Fire Sales (and Purchases) in Equity Markets

Coval, Joshua and Erik Stafford

Journal of Financial Economics, 2007

Empirical

The Talk

A presentation covering the full macrostructure agenda.

Market Macrostructure: Institutions and Asset Prices

NBER Long-Term Asset Management Conference • April 2026

Framework, three applications (intermediaries, passive investing, central banks), methodology, and open questions.

About

Companion site for “Market Macrostructure: Institutions and Asset Prices,” published in the Annual Review of Financial Economics (2025).

Tyler Muir

Professor of Finance

UCLA Anderson School of Management

NBER Research Associate

tylersmuir.com

Valentin Haddad

Professor of Finance

UCLA Anderson School of Management

NBER Research Associate

Personal Website