Table 1 Definition of Main Variables.

From: The impact of social media on fund net capital flow and performance

Variable symbol

Variable name

Variable definition and description

Data source

Explained variable

return

Ordinary return rate of fund

The fund’s ordinary return rate

Wind

flow

Fund net capital flow

\({{flow}}_{i,t}=\frac{{{TNA}}_{i,t}-{{TNA}}_{i,t-1}\left(1+{R}_{i,t}\right)}{{{TNA}}_{i,t-1}}\), where \({{TNA}}_{i,t}\) represents the net asset value of the fund i at the end of the quarter t and \({R}_{i,t}\) represents the growth rate of the adjusted net asset value per unit of the fund i at the end of the quarter t

Wind

rally

The degree of fund rally

Based on the top ten stock holdings codes of each fund provided by Wind, the number of other funds that hold the same stocks as their top holdings in the same quarter is counted. The average value of the corresponding fund numbers for the ten major holdings is taken as the rally degree of the fund i

Wind

Explanatory variables

media

Media attention

\({{media}}_{i,t}=\mathrm{ln}\left(1+{{post}}_{i,t}\right),\,{{media}}_{i,t}=\mathrm{ln}\left(1+{{news}}_{i,t}\right),\,{{media}}_{i,t}=\mathrm{ln}\left(1+{{Baidu}}_{i,t}\right)\), where \({{post}}_{i,t}\) represents the total number of posts in the dedicated sub-forum for the fund i on the TianTian Fund Network Fund Bar forum in the quarter t. And \({{news}}_{i,t}\) represents the number of media articles related to the fund i in the Finance.JR.com website during quarter t. And \({{Baidu}}_{i,t}\) is the calculated Baidu search index value of the fund i in t quarter

 

\({media\_pos}/{media\_ntr}/{media\_neg}\)

Positive/neutral/negative sentiment media attention

\({{media\_pos}}_{i,t}=\mathrm{ln}\left(1+{{pos}}_{i,t}\right),\,{{media\_ntr}}_{i,t}=\mathrm{ln}\left(1+{{ntr}}_{i,t}\right)\), \({{media\_neg}}_{i,t}=\mathrm{ln}\left(1+{{neg}}_{i,t}\right),\,{{pos}}_{i,t},{{\rm{ntr}}}_{i,t},{{\rm{n}}{eg}}_{i,t}\) represent the total number of positive, neutral and negative messages of the fund i in quarter t in the Fund Bar, respectively

 

Control variables

lnage

Fund age

The fund age is obtained by subtracting the fund establishment date from the last day of each quarter and taking the logarithmic value

Wind

lntna

Fund size

The logarithmic value of the net asset value of the fund

Wind

lnfamsize

Fund family size

The logarithmic value of the net asset value of non-cash funds managed by the fund company

Wind

Stdret

Volatility of the fund’s ordinary return rate

The standard deviation of the weekly return rate of each quarter is used to measure the investment risk of the fund

Wind

div

Total fund dividends

Fund’s total dividend for the quarter

Wind

divnum

Number of fund dividends

The number of times a fund pays dividends in a quarter.

Wind

Rm

CSI 300 index return rate

Market return measures market environment

Wind

pick

Fund manager’s stock picking ability

A value greater than 0 indicates that the fund manager has the ability to select stocks and the larger the value, the stronger the ability to select stocks

Wind

timing

Fund manager’s timing ability

A value greater than 0 indicates that the fund manager has timing ability and the larger the value, the stronger the timing ability

Wind

gender

Fund manager’s gender

Male = 1, Female = 0

CSMAR

edu

Fund manager’s education level

PhD = 1, Bachelor/Master/MBA/EMBA = 0

CSMAR

exp

Average years of experience as a fund manager

The number of years a fund manager has been in the industry is calculated by subtracting the earliest appointment date of the fund manager from the last day of each quarter; when a fund is managed by multiple fund managers in the same quarter, it is the arithmetic average of the years of employment of each fund manager.

Wind, Tian Tian Fund

expmax

Maximum years of experience as a fund manager

When the same fund is managed by multiple fund managers in the same quarter, it is the maximum value of the years of industry experience among the fund managers.

Wind, Tian Tian Fund

team

Fund team’s management model

When the same fund is managed by multiple fund managers in the same quarter, \({{team}}_{i,t}=1\), otherwise the value is 0

Wind, Tian Tian Fund

GDP

GDP growth rate

Quarterly GDP Growth Rate

National Bureau of Statistics of China