Variable type

Variable name

symbol

Variable definitions

Dependent

variable

R & D

R & D

R & D expenditure/total assets

Independent variable

Industry-Finance Integration

Fin

Dummy variable, if the company’s shareholding in an unlisted financial institution is set to 1, otherwise it is set to 0

Moderator

Agency cost

Agency_cost

Management expenses/operating income, greater than the median take 1, otherwise 0

Financing constraints

Kz_index

Dummy variable, if KZ index is greater than median, take 1; otherwise, take 0. See Formula (1)

Mediation variable

Operating risk

Risk

5-year rolling standard deviation of annual stock returns adjusted by industry average. See Formula (1)

Control variable

Enterprise size

Size

Natural logarithm of total assets

Financial leverage

Lev

Total Liabilities/Total Assets

Profitability

Roa

Net profit/total assets

Equity

concentration

Share

The sum of the shareholdings of the top five shareholders

Operating cash flow

Cflow

Net cash flow from operating activities/total assets

Company age

Age

The current year minus the year of establishment takes the natural logarithm

Annual control variable

Year

The value of the year is 1, otherwise it is 0

Industry control variables

Ind

The value of this industry is 1, otherwise it is 0