TY - JOUR
T1 - Investigating the Effects of Analysts’ Attention on Non-systematic Risk of Stocks
T2 - Evidence from China’s Stock Market
AU - Han, Yan
AU - Zhang, Yuhao
AU - Liao, Yuxuan
AU - Zhang, Xingman
AU - Gao, Xing
AU - Zhai, Keyu
N1 - Publisher Copyright:
© The Author(s) 2025. This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
PY - 2025/1/1
Y1 - 2025/1/1
N2 - The relationship between analysts’ attention and non-systematic risk significantly influences the stock market, offering the potential to enhance market transparency, mitigate information asymmetry, and impact investor decision-making and market stability. However, previous literature does not construct a rational framework between analysts’ attention and non-systemic risk. In addition, linear and direct relationships are default in existing studies. Thus, employing mediating effect model, this study wants to explore whether an increased focus by analysts can reduce non-systemic risk in stocks. Especially, we address the mediating impact of earnings management and understand heterogeneity and endogeneity issues in the mechanism. We find that analysts’ attention increases the non-systematic risk of stocks and there is an intermediary effect of accrued earnings management in the impact of analysts’ attention on the non-systematic risk of stocks. In addition, under excessive indebtedness, analysts’ attention has a heterogeneous impact on the non-systematic risk of stocks. This study not only constructs a theoretical framework for how analysts’ attention affects the non-systemic risk of stocks, but also explain the indirect relationships by employing mediating effect model. Furthermore, the explanation of heterogeneity and endogeneity enhances the interpretability and effectiveness of the model regression results. Our study will make a great difference in economic risk management.
AB - The relationship between analysts’ attention and non-systematic risk significantly influences the stock market, offering the potential to enhance market transparency, mitigate information asymmetry, and impact investor decision-making and market stability. However, previous literature does not construct a rational framework between analysts’ attention and non-systemic risk. In addition, linear and direct relationships are default in existing studies. Thus, employing mediating effect model, this study wants to explore whether an increased focus by analysts can reduce non-systemic risk in stocks. Especially, we address the mediating impact of earnings management and understand heterogeneity and endogeneity issues in the mechanism. We find that analysts’ attention increases the non-systematic risk of stocks and there is an intermediary effect of accrued earnings management in the impact of analysts’ attention on the non-systematic risk of stocks. In addition, under excessive indebtedness, analysts’ attention has a heterogeneous impact on the non-systematic risk of stocks. This study not only constructs a theoretical framework for how analysts’ attention affects the non-systemic risk of stocks, but also explain the indirect relationships by employing mediating effect model. Furthermore, the explanation of heterogeneity and endogeneity enhances the interpretability and effectiveness of the model regression results. Our study will make a great difference in economic risk management.
KW - analysts’ attention
KW - economic growth
KW - listed companies
KW - non-systematic risk
KW - stock
UR - https://www.scopus.com/pages/publications/105017752442
U2 - 10.1177/21582440251377931
DO - 10.1177/21582440251377931
M3 - Article
AN - SCOPUS:105017752442
SN - 2158-2440
VL - 15
JO - SAGE Open
JF - SAGE Open
IS - 3
M1 - 21582440251377931
ER -