CHANGE DETECTION AND THE CAUSAL IMPACT OF THE YIELD CURVE

被引:141
|
作者
Shi, Shuping [1 ]
Phillips, Peter C. B. [2 ,3 ,4 ,5 ]
Hurn, Stan [6 ]
机构
[1] Macquarie Univ, Dept Econ, Sydney, NSW, Australia
[2] Yale Univ, Cowles Fdn, POB 208281,30 Hillhouse Ave, New Haven, CT 06520 USA
[3] Univ Auckland, Dept Econ, Auckland, New Zealand
[4] Univ Southampton, Dept Econ, Southampton, Hants, England
[5] Singapore Management Univ Singapore, Sch Econ, Singapore, Singapore
[6] Queensland Univ Technol, Sch Econ & Finance, Brisbane, Qld, Australia
基金
澳大利亚研究理事会;
关键词
Causality; forward recursion; hypothesis testing; recursive evolving test; rolling window; yield curve; real economic activity; PREDICTING US RECESSIONS; MONEY-INCOME CAUSALITY; TERM STRUCTURE; FORECASTING RECESSIONS; VECTOR AUTOREGRESSIONS; ECONOMIC-GROWTH; LIMIT-THEOREMS; ROLLING WINDOW; INTEREST-RATES; SYSTEMIC RISK;
D O I
10.1111/jtsa.12427
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Causal relationships in econometrics are typically based on the concept of predictability and are established by testing Granger causality. Such relationships are susceptible to change, especially during times of financial turbulence, making the real-time detection of instability an important practical issue. This article develops a test for detecting changes in causal relationships based on a recursive evolving window, which is analogous to a procedure used in recent work on financial bubble detection. The limiting distribution of the test takes a simple form under the null hypothesis and is easy to implement in conditions of homoskedasticity and conditional heteroskedasticity of an unknown form. Bootstrap methods are used to control family-wise size in implementation. Simulation experiments compare the efficacy of the proposed test with two other commonly used tests, the forward recursive and the rolling window tests. The results indicate that the recursive evolving approach offers the best finite sample performance, followed by the rolling window algorithm. The testing strategies are illustrated in an empirical application that explores the causal relationship between the slope of the yield curve and real economic activity in the United States over the period 1980-2015.
引用
收藏
页码:966 / 987
页数:22
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