Firm-Level Evidence on International Stock
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1 Firm-Level Evidence on International Stock Market Comovement Robin Brooks Research Department IMF Marco Del Negro Research Department Federal Reserve Bank of Atlanta Global Linkages Conference - January 30, 2003 Global Linkages Conference 0
2 Motivation Firms are becoming more international. Comovement across national stock markets has increased recently. To what extent is the increase in stock market comovement driven by rms becoming more international? 1 Correlation of US Total Stock Returns with Other Developed Markets (Datastream) Dec-86 Dec-88 Dec-90 Dec-92 Dec-94 Dec-96 Dec-98 Dec-00 Dec-02 2-Year Rolling Window Global Linkages Conference 1
3 Questions 1. Is there a cross-sectional link between the exposure of returns to global and country-speci c shocks (the stock market βs) and the degree to which rms are international? 2. Has this link become stronger over time? 3. Has the importance of global and country-speci c shocks changed? Can we relate their evolution to fundamentals? Global Linkages Conference 2
4 How Do We Measure The Stock Market βs? We use a factor model that decomposes movements in stock returns into global, country-speci c and industry-speci c factors, plus an idiosyncratic component: C R nt = µ n + βnf g g t + βnf c t c + c=1 I βnf i t i + ɛ nt, (1) i=1 Maximum Likelihood estimates via EM algorithm (Lehman and Modest 85) under normality assumptions. Global Linkages Conference 3
5 How Do We Measure The Degree To Which Firms Are International? 1. Industry a±liation: traded vs non-traded (Gri±n & Karolyi 98, Dominguez &Tesar01). 2. Accounting variables: International sales, income, and assets ratios (Cavaglia, Cho, & Singer 01, Diermeier & Solnik 00). 3. Sales βs: we apply the factor model to the growth rates of total sales for our panel of rms, and obtain the e ective exposure of each rm to global, country-, and industry-speci c shocks. Global Linkages Conference 4
6 Data U.S.$ denominated monthly excess returns over US T-bill for 1, 239 rms in 20 developed and emerging markets from 85:1-02:2 (source: Datastream). { cover 34 % of global stock market in capitalization terms in For the same sample, annual total sales from (source: Worldscope). Firms belong to one of 40 Datastream industries. Annual balance sheet data on international sales, income, and assets ratios from Worldscope. Global Linkages Conference 5
7 Is There A Link Between The Stock Market βs And The Degree To Which Firms Are International? Var(R nt )=βn g 2 + βn c 2 + βn i 2 + σn 2 Variance Decomposition of International Stock Returns (in %) global country industry All rms Top Quartile International Sales Bottom Quartile International Sales Global Linkages Conference 6
8 How Quantitatively Important Is This Link? Cross-sectional Bin Regressions of the Stock Market Betas int'l sales ratio sales β Adj R 2 global β.191 (8.88).859 global β.768 (6.62).507 country β (-2.55).263 country β.722 (11.55).803 Global Linkages Conference 7
9 We Now Allow The Importance Of The Global, Country, And Industry Shocks To Change Over Time Var(R nt )=βn g 2 ξ g l + βc n 2 ξl c + βi n 2 ξl i + σ2 n Variance Decomposition of International Stock Returns Over Time (in %) All rms Top Quartile Bottom Quartile Int'l Sales Int'l Sales G C I G C I G C I 85:1-89: :4-93: :8-97: :11-02: Global Linkages Conference 8
10 Has The Link Between The Stock Market βs And The Degree To Which Firms Are International Increased Over Time? Cross-sectional Bin Regressions of the Stock Market Betas Over Time int'l sales ratio sales β 85:1-89: global β 89:4-93:7 93:8-97: :11-02: :1-89: country β 89:4-93:7 93:8-97: :11-02: Global Linkages Conference 9
11 Changes In The Importance Of The Global Shock vs Fundamentals Global Factor Variance Int'l Sales CA Openness Trade Openness Chinn Openness :1 to 89:3 89:4 to 93:7 93:8 to 97:10 97:11 to 02:02 Global Linkages Conference 10
12 Changes In The Importance Of Country Shocks vs Fundamentals period: int'l sales Global CA Trade ratio sales β openness openness 89:4-93: :8-97: :11-02: Global Linkages Conference 11
13 Conclusions There is a large and signi cant link between the stock market βs andthe extent to which rms are international. Over time this link has become stronger - international stock market comovement has gone up more for rms that are more diversi ed across countries. This is a re ection of the increased importance of global shocks - which we nd hard to map into fundamentals - and of the decreased importance of country shocks over time - a decrease that is stronger for countries that are open and where rms are more international. Global Linkages Conference 12
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