1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College...

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1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD

Transcript of 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College...

Page 1: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

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Global versus Local Asset Pricing:A Speculation Based Test of Market Integration

Imperial College London October 19, 2010

Harald Hau

INSEADhttp://www.haraldhau.com

Page 2: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Motivation

© Harald Hau, INSEAD 2

Cost of capital calculation depend on stock betas and are a key input into capital budgeting decisions

We have no consensus about whether global or local market betas most appropriate

This paper uses a large global index revision as an identification mechanism to study market integration in terms of risk pricing

Idea: Index change was large enough to change market benchmark and therefore all stock betas

Page 3: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Three Dimensions of the Analysis

© Harald Hau, INSEAD 3

Asset

Pricing

Market

Integration

Limited

Arbitrage

Page 4: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Asset Pricing Issues

Asset pricing test are joint tests of the market benchmark and the pricing model

Roll’s critique: Market benchmark is difficult (impossible) to identify

What is the market benchmark? All capital in assets subject to dynamic optimization Not part of the market benchmark:

Capital of index funds Capital held for control reasons (family ownership, etc) Capital of retail investors? (no diversification, investment

inertia)

© Harald Hau, INSEAD 4

Page 5: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Idea: Test asset pricing model in differences for a change in the market benchmark

Large index change can identify a market benchmark change: Old benchmark: (kx1 vector) Index change: (kx1 weight

changes) New benchmark:

Market benchmark change identifies exogenous beta change

wSS on

Asset Pricing for Market Benchmark Change

© Harald Hau, INSEAD 5

on www

oS

Page 6: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Asset Pricing for Market Benchmark Change

Beta is the return covariance with the market benchmark

Benchmark change alters all stock betas:

Return effect (for constant cash flows):

© Harald Hau, INSEAD

oi

mjjji

mmi

mi SRwRRR 222

1,cov

1,cov

1

)Σ(

)(1

2

on

oni

mi

ww

ww

)()(loglog oniit

otit

nittiti wwrrPPr

Page 7: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Market

Integration

Three Dimensions of the Analysis

© Harald Hau, INSEAD 7

Asset

Pricing

Limited

Arbitrage

Page 8: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

© Harald Hau, INSEAD 8

Market Integration Issues

Global or local market benchmark? Integration test depend on the correct identification of both benchmarks Conditional asset pricing models: Difficult specification choices and

implementation issues

Event study approach provides alternative: Covariance decomposition:

Global covariance: National covariance terms: International covariance terms:

IntLG G

LInt

Page 9: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Testing for Market Integration

Local asset pricing: Only weight changes of local stocks affect (via local benchmark

change) asset prices:

Global asset pricing: Weight changes of all stocks (globally) affect (via global benchmark

change) asset prices:

Equally strong returns effects from local and international covariance terms

Need not identify either global or local market benchmark

© Harald Hau, INSEAD 9

wwp IntL for effect return no ,

wwwp IntLG

Page 10: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Limited

Arbitrage

Market

Integration

Three Dimensions of the Analysis

© Harald Hau, INSEAD 10

Asset

Pricing

Page 11: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Arbitrage of Index Change

Index change ∆w might have been predicted by some speculators (arbitrageurs)

Front-running might accelerate price adjustment Speculators may acquire hedging positions to reduce

arbitrage risk: Positions of risk neutral speculators:

Positions of risk averse speculators:

Need to control of price impact of hedging term

© Harald Hau, INSEAD 11

wx

wwx

Page 12: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Limited Arbitrage Literature

Limited arbitrage in multiple assets: Degree of arbitrage depends each asset depends on marginal

risk contribution of each asset “Return chasing” arbitrage vector is modified by hedging terms

which creates an additional price effect

Generalize Greenwood model (2007) by allowing a price elastic (uninformed) liquidity supply in each asset

Arbitrageurs learn about index change: Liquidity suppliers learns about index change: Index change occurs:

© Harald Hau, INSEAD 12

At

Ltut

Page 13: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Speculative Price Dynamics

© Harald Hau, INSEAD 13

Page 14: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

© Harald Hau, INSEAD 14

Event and Data

MSCI (Morgan Stanley Capital International Inc.) Most important international index US$ 3 trillion benchmarked, US$ 300-350 directly indexed MSCI all country world index (= 50 countries, 2077 stocks)

Event: Move to new free float weights Nov 2000: Industry Consultation on index change Dec 1, 2000: Announcement that decision on free float weights

adoption is imminent and to be communicated on Dec 10, 2000 Dec 10, 2000: Time table for index change becomes public:

First adjustment of 50% on Nov 30, 2001 Second adjustment of 50% on May 31, 2002

Page 15: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Country Weight Changes of Index Revision

© Harald Hau, INSEAD 15

)(21 on

on

ww

ww

Page 16: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

© Harald Hau, INSEAD 16

Estimate covariance matrix over period July 1, 1998 to July 1, 2000

Event and Data

Hedge

Liquidation

Period Nov 30, 2001:

1. Implementation

Event

May 31, 2002:

2. Implementation

Event

Position

Build-up

Period

Dec 1, 2000:Decision day announcement

Dec 10, 2000:

Index change announcement

Page 17: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

© Harald Hau, INSEAD 17

Position Build-up and Hedge Liquidation

Page 18: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

© Harald Hau, INSEAD 18

Event and Data

MSCI ACWI: 2077 stocks originally 489 inclusions and 298 deletions Exclude two crisis countries: Turkey and

Argentina with 62 stocks 31 stocks not found in Datastream and 182 with

incomplete price history Sample: 2291 stocks (of which 396 are

inclusions and 265 excluded stocks)

Page 19: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Summary Statistics I

© Harald Hau, INSEAD 19

Page 20: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Summary Statistics II

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Page 21: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Evidence

Testing dynamic predictions: Position buildup period: Event windows up to December 1 Hedge Liquidation period: Event windows after December 1

Global versus local risk pricing:

Integrated risk pricing between developed and emerging market stocks?

Segmentation of EM stocks by cross-listing and liquidity?

© Harald Hau, INSEAD 21

CHHG

IntLG

ListListHCHHG

LiqLiqHCHHG

Page 22: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Position Buildup Period

© Harald Hau, INSEAD 22

Predictions:

0

0

1

1

Stocks with beta decreases experience positive event returns Stocks with high arbitrage risk have negative returns (short selling)

Page 23: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Hedge Liquidation Period

© Harald Hau, INSEAD 23

Prediction:

Gradual liquidation of the hedge position (after December 1) generates a positive return effect for stocks with high arbitrage risk

02

Page 24: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Global versus Local Pricing

© Harald Hau, INSEAD 24

Integration: Segmentation:

0

0)(

11

11

IntL

IntLi

0

0)(

11

11

IntL

IntLii

Local asset pricing hypothesis strongly rejected Global asset pricing hypothesis cannot be rejected

Page 25: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Segmentation between Emerging and Developed Markets

Decompose into two hemispheres: Matrix captures risk pricing integration between developed and

emerging markets

Find evidence for market integration between developed and emerging markets

© Harald Hau, INSEAD 25

CHHG CH

Page 26: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Role of Cross-Listing and Liquidity

Cross-Listing Decomposition: Liquidity Decomposition:

Cross-listed and liquid emerging market stocks are integrated

© Harald Hau, INSEAD 26

ListListHCHHG

LiqLiqHCHHG

Page 27: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Robustness I

Traditional (univariate) price pressure hypothesis does not have a good cross-sectional fit:

© Harald Hau, INSEAD 27

Page 28: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Robustness II

Robustness with respect to the matrix Replace by a new matrix based the 20, 40 or 60 principle

components of Obtain qualitatively similar results

© Harald Hau, INSEAD 28

~

Page 29: 1 Global versus Local Asset Pricing: A Speculation Based Test of Market Integration Imperial College London October 19, 2010 Harald Hau INSEAD .

Conclusions

MSCI index revision allows us to apply CAPM in differences (without benchmark identification) obtain insights into the structure of arbitrage trading (the role of

hedging positions) explore the degree of integrated risk pricing (global versus local beta)

Evidence: Predicted beta changes explain front-running returns Hedging demand has an important (temporary) price effect Market Integration:

Global risk pricing is supported by the event returns, while local risk pricing is rejected in the data

Only illiquid stocks emerging market and stocks without cross listing show evidence for segmentation

© Harald Hau, INSEAD 29