THE (IN)EFFICIENCY OF USA EDUCATION GROUP STOCKS: BEFORE, DURING AND AFTER COVID-19

被引:0
|
作者
Fernandes, Leonardo H. S. [1 ]
Fernandes, Jose P. V. [2 ]
Silva, Jose W. L. [3 ]
Paiva, Ranilson O. A. [4 ]
Pinto, Ibsen M. B. S. [4 ]
De Araujo, Fernando H. A. [5 ]
机构
[1] Univ Fed Rural Pernambuco, Dept Econ & Informat, Serra Talhada, Brazil
[2] Anhembi Morumbi Univ, Sch Med, Dr Almeida Lima St 1134, BR-03101001 Sao Paulo, SP, Brazil
[3] Univ Fed Rural Pernambuco, Dept Stat & Informat, Recife, Brazil
[4] Univ Fed Alagoas, Nucleo Excelencia Tecnol Sociais Vinculado, Inst Comp, BR-57072900 Maceio, AL, Brazil
[5] Fed Inst Educ Sci & Technol Paraiba, Campus Patos,PB Acesso Rodovia,PB 110,S-N Alto Tub, BR-58700030 Patos de Minas, PB, Brazil
关键词
COVID-19; Education Stocks; Multifractal Detrended Fluctuation Analysis; Generalized Hurst Exponent; Multifractal Spectrum; Asymmetry; DETRENDED FLUCTUATION ANALYSIS; LONG-RANGE CORRELATIONS; MULTIFRACTALITY;
D O I
10.1142/S0218348X24500476
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper represents a pioneering effort to investigate multifractal dynamics that exclusively encompass the return time series of USA Education Group Stocks concerning two non-overlapping periods (before, during, and after COVID-19). Given this, we employ the Multifractal Detrended Fluctuations Analysis (MF-DFA). In this sense, we investigate the generalized Hurst exponent h(q) and the Renyi exponent tau(q) for each asset and quantify their statistical properties, which allowed us to observe separately the contributing small scale (primarily via the negative moments q) and the large scale (via the positive moments q). We perform a fourth-degree polynomial regression fit to estimate the complexity parameters that describe the degree of multifractality of the underlying process. Also, we shall apply the inefficiency multifractal index to assess the COVID-19 shock for both periods. Our findings show that for both periods, the majority of these assets are marked by multifractal dynamics associated with persistent behavior (alpha 0 > 0.5), a higher degree of multifractality and the dominance of large fluctuations. At the same time, most of these assets show asymmetry parameter (R > 1) for both periods, indicating that large fluctuations contributed more to multifractality in the time series of returns.
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页数:18
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