A new GARCH model with higher moments for stock return predictability

被引:16
|
作者
Narayan, Paresh Kumar [1 ]
Liu, Ruipeng [2 ]
机构
[1] Deakin Univ, Deakin Business Sch, Ctr Financial Econometr, Melbourne, Vic, Australia
[2] Deakin Univ, Deakin Business Sch, Dept Finance, Melbourne, Vic, Australia
关键词
GARCH; Predictive regression; Higher order moments; Data frequencies; CONDITIONAL VOLATILITY; EXCHANGE-RATES; SKEWNESS; FUNDAMENTALS; REGRESSIONS; INFERENCE; KURTOSIS; PANEL;
D O I
10.1016/j.intfin.2018.02.016
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
The main purpose of the paper is to propose a new GARCH-SK predictive regression model that accommodates higher order moments (skewness and kurtosis) in testing the null hypothesis of no predictability. Using an extensive and well-known time-series dataset on stock returns and 19 predictors for the United States, we show that our proposed GARCH-SK model outperforms a model without these higher moments. The superior performance of our proposed model holds both statistically and economically and is robust to different data frequencies. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:93 / 103
页数:11
相关论文
共 50 条
  • [21] Continuing Overreaction and Stock Return Predictability
    Byun, Suk Joon
    Lim, Sonya S.
    Yun, Sang Hyun
    [J]. JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS, 2016, 51 (06) : 2015 - 2046
  • [22] Disagreement and return predictability of stock portfolios
    Yu, Jialin
    [J]. JOURNAL OF FINANCIAL ECONOMICS, 2011, 99 (01) : 162 - 183
  • [23] Stock Return Predictability by Bayesian Model Averaging: Evidence from Stock Exchange of Thailand
    Chairakwattana, Kmonwan
    Nathaphan, Sarayut
    [J]. INTERNATIONAL JOURNAL OF ECONOMIC SCIENCES, 2014, 3 (01): : 47 - 63
  • [24] Efficient tests of stock return predictability
    Campbell, John Y.
    Yogo, Motohiro
    [J]. JOURNAL OF FINANCIAL ECONOMICS, 2006, 81 (01) : 27 - 60
  • [25] Liquidity provision and stock return predictability
    Hendershott, Terrence
    Seasholes, Mark S.
    [J]. JOURNAL OF BANKING & FINANCE, 2014, 45 : 140 - 151
  • [26] Improved tests for stock return predictability
    Harvey, David I.
    Leybourne, Stephen J.
    Taylor, A. M. Robert
    [J]. ECONOMETRIC REVIEWS, 2023, 42 (9-10) : 834 - 861
  • [27] Perpetual learning and stock return predictability
    Zhu, Xiaoneng
    [J]. ECONOMICS LETTERS, 2013, 121 (01) : 19 - 22
  • [28] Stock return predictability and Taylor rules
    Ince, Onur
    Jiang, Lei
    Molodtsova, Tanya
    [J]. REVIEW OF FINANCIAL ECONOMICS, 2024,
  • [29] Stock and bond return predictability: the discrimination power of model selection criteria
    Dell'Aquila, R
    Ronchetti, E
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (06) : 1478 - 1495
  • [30] Market Skewness and Stock Return Predictability: New Evidence from China
    Feng, Yuqing
    He, Mengxi
    Zhang, Yaojie
    [J]. EMERGING MARKETS FINANCE AND TRADE, 2024, 60 (02) : 233 - 244