Leverage causes fat tails and clustered volatility

被引:113
作者
Thurner, Stefan [1 ,2 ,3 ]
Farmer, J. Doyne [2 ]
Geanakoplos, John [2 ,4 ,5 ]
机构
[1] Med Univ Vienna, Sect Sci Complex Syst, A-1090 Vienna, Austria
[2] Santa Fe Inst, Santa Fe, NM 87501 USA
[3] IIASA, A-2361 Laxenburg, Austria
[4] Yale Univ, New Haven, CT USA
[5] Ellington Capital Management, Old Greenwich, CT USA
基金
美国国家科学基金会; 奥地利科学基金会;
关键词
Systemic risk; Clustered volatility; Fat tails; Crash; Margin calls; Leverage; MARKET LIQUIDITY; MODEL; BUBBLES; CRASHES; RISK;
D O I
10.1080/14697688.2012.674301
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We build a simple model of leveraged asset purchases with margin calls. Investment funds use what is perhaps the most basic financial strategy, called 'value investing', i.e. systematically attempting to buy underpriced assets. When funds do not borrow, the price fluctuations of the asset are approximately normally distributed and uncorrelated across time. This changes when the funds are allowed to leverage, i.e. borrow from a bank, which allows them to purchase more assets than their wealth would otherwise permit. During good times, funds that use more leverage have higher profits, increasing their wealth and making them dominant in the market. However, if a downward price fluctuation occurs while one or more funds is fully leveraged, the resulting margin call causes them to sell into an already falling market, amplifying the downward price movement. If the funds hold large positions in the asset, this can cause substantial losses. This in turn leads to clustered volatility: before a crash, when the value funds are dominant, they damp volatility, and after the crash, when they suffer severe losses, volatility is high. This leads to power-law tails, which are both due to the leverage-induced crashes and due to the clustered volatility induced by the wealth dynamics. This is in contrast to previous explanations of fat tails and clustered volatility, which depended on 'irrational behavior', such as trend following. A standard (supposedly more sophisticated) risk control policy in which individual banks base leverage limits on volatility causes leverage to rise during periods of low volatility, and to contract more quickly when volatility becomes high, making these extreme fluctuations even worse.
引用
收藏
页码:695 / 707
页数:13
相关论文
共 38 条
[1]  
[Anonymous], 1964, RANDOM CHARACTER STO
[2]  
[Anonymous], 328 FED RES BANK NEW
[3]  
Arthur W. Brian, 1997, The Economy As an Evolving Complex System II, P15, DOI DOI 10.2139/SSRN.2252
[4]   PRICING OF OPTIONS AND CORPORATE LIABILITIES [J].
BLACK, F ;
SCHOLES, M .
JOURNAL OF POLITICAL ECONOMY, 1973, 81 (03) :637-654
[5]  
Brock W., 1997, SYSTEMS DYNAMICS, P3
[6]   More hedging instruments may destabilize markets [J].
Brock, W. A. ;
Hommes, C. H. ;
Wagener, F. O. O. .
JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2009, 33 (11) :1912-1928
[7]   Heterogeneous beliefs and routes to chaos in a simple asset pricing model [J].
Brock, WA ;
Hommes, CH .
JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 1998, 22 (8-9) :1235-1274
[8]   Market Liquidity and Funding Liquidity [J].
Brunnermeier, Markus K. ;
Pedersen, Lasse Heje .
REVIEW OF FINANCIAL STUDIES, 2009, 22 (06) :2201-2238
[9]   Another look at mutual fund tournaments [J].
Busse, JA .
JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS, 2001, 36 (01) :53-73
[10]   Eroding market stability by proliferation of financial instruments [J].
Caccioli, F. ;
Marsili, M. ;
Vivo, P. .
EUROPEAN PHYSICAL JOURNAL B, 2009, 71 (04) :467-479