Corporate Financialization and Corporate Financing Constraints in
Non-Financial Companies of Listed Companies in China based on
Experimental and Mathematical Statistics Analysis
Sen Wang and Hong Wang
Department of Accounting and Corporate Finance, Business School of Sichuan University, Chengdu, Sichuan, China
Keywords: Corporate Financialization, Financing Constraints, State Ownership.
Abstract: The improvement of corporate financialization is of great significance for enterprises to ease financing
constraints. Based on the non-financial industry data of China's listed companies from 2007 to 2020, this
paper explores the impact of corporate financialization on corporate financing constraints based on the
moderating effect of state ownership. In order to test the impact of corporate financialization on financing
constraints, this paper adopts the fixed effect model and controls the corresponding variables. In the
robustness test, the lag variable and the Change model are adopted, and the results remain unchanged,
indicating that the improvement of corporate financialization can alleviate the financing constraints faced by
enterprises. The empirical study finds that the improvement of corporate financialization can relieve the
financing constraints faced by enterprises and improve the financing ability of enterprises. In the sample of
non-state-owned enterprises, the effect of corporate financialization on the alleviation of financing
constraints is more obvious.
1 INTRODUCTION
Since the 1980s, market demand has been declining,
and overcapacity in the real economy has led to a
decline in the return on investment of real
enterprises, which have invested more resources into
the high-yield financial industry to obtain returns.
This phenomenon of financialization has been noted
by scholars. Some scholars define financialization
and believe that it is an accumulation mode, and
profits are mainly obtained through financial
channels rather than through trade and commodity
production (Krippner, 2005).
Keynes put forward the "precautionary saving
theory" in 1936, believing that the saving behavior is
to prevent the shortage of cash flow from causing
adverse effects on enterprises. Scholars have found
that financial assets are characterized by short term
and high liquidity, and enterprises can change cash
flow and capital structure by trading financial assets
(Stulz, 1996). Enterprises can invest idle funds in the
financial industry with higher yields, and when they
need funds, they can sell the financial products
invested in the financial industry in time, which can
quickly form more cash flow, thus alleviating the
financing difficulties faced by enterprises.
The report of the World Bank shows that 75% of
non-financial enterprises in China face financing
constraints, the highest proportion among the 80
countries surveyed. Therefore, it is extremely urgent
to solve the difficulty of enterprise financing
constraint.
While corporate financialization and financing
constraints have become the focus of academic
attention, the linkage between the two has been
ignored. Will the improvement of corporate
financialization alleviate the financing constraints
faced by enterprises? Therefore, this paper will
mainly discuss the relationship between corporate
financialization and financing constraints. Compared
with the existing studies, the possible contribution of
this paper lies in that few papers discuss the impact
of corporate financialization on financing constraints.
This paper will also divide enterprises advice
according to the nature of corporate property rights,
and discuss the different properties of property rights
and the difference between the improvement of
financialization and the alleviation of corporate
financing constraints.
Wang, S. and Wang, H.
Corporate Financialization and Corporate Financing Constraints in Non-Financial Companies of Listed Companies in China based on Experimental and Mathematical Statistics Analysis.
DOI: 10.5220/0011754100003607
In Proceedings of the 1st International Conference on Public Management, Digital Economy and Internet Technology (ICPDI 2022), pages 659-664
ISBN: 978-989-758-620-0
Copyright
c
 2023 by SCITEPRESS – Science and Technology Publications, Lda. Under CC license (CC BY-NC-ND 4.0)
659
2 MATERIALS AND METHODS
2.1 Corporate Financialization
In the research on the causes of enterprise
financialization, there are mainly two viewpoints:
"reservoir" theory and "investment substitution"
theory. According to the "reservoir" theory, when
enterprises invest idle funds into the financial
industry, they can use financial derivatives to hedge
trading risks and prevent the risk of capital chain
breakage. In the face of future investment
opportunities, they can withdraw large amounts of
funds in time to reduce investment underinvestment
(Stulz, 1996; Bessembinder, 1991). Due to the strong
liquidity ability and low realization cost of financial
products, financial products held by enterprises can
play the role of funds, and can quickly replenish
funds when enterprises need funds to achieve the
"reservoir" effect.
"Alternative investment" phenomenon appeared
in the 1970s last century, America's economy
contracted phenomenon, most of the entity enterprise
losses, industrial investment yields down, enterprise
in order to get more rewards, maximizing benefits,
meet the requirement of maximize shareholder
returns, and had to put resources into other areas
(Stockhammer, 2006).
2.2 Financing Constraints
According to the definition of relevant scholars,
financing constraint is due to the imperfect market
mechanism and other problems, which leads to the
higher external financing cost than the internal
financing cost (Fazzari, 1988). More and more
scholars have noticed that enterprises are faced with
different degree of financing constraints and the
problems brought by financing constraints have
become a research hotspot. Some scholars have
found that enterprises facing financing constraints
will reduce innovation ability, hinder the process of
upgrading of global value chain, restrict the
participation of enterprises in export, and affect the
investment and growth of great business
(Schumpeter, 2003; Gorodnichenko, 2013; Stein,
2003; Sun Lingyan and Cui Xijun, 2012).
Some scholars have found that political
association can alleviate the financing constraints of
Chinese enterprises, and equity incentive can also
reduce the negative impact of financing constraints
(Yan Ruosen and Jiang Xiao, 2019; He Xiaoxing and
Ye Zhan, 2017). However, the existing literature has
not been able to provide sufficient evidence to
support the question of whether corporate
financialization can affect the financing constraints
of enterprises.
2.3 Research Hypothesis
2.3.1 Corporate Financialization and
Corporate Financing Constraints
In the process of production and management,
enterprises face the biggest problem is the problem
of capital chain fracture. How to obtain a large
amount of low-cost capital when the enterprise is in
urgent need of capital is the key factor for the
development and growth of enterprises. Some
scholars have found that the flexibility of financial
assets, compared with production investment, can
enable enterprises to gain profits quickly in the short
term and expand the cash flow of enterprises (Ran
and Duchin, 2010). Enterprises will invest their idle
funds in the financial industry to improve their
financialization and gain more profits, avoid capital
chain fracture caused by insufficient operating profit,
avoid risks and increase their ability to respond to
emergencies (Gehringer, 2013; Easley D, O'Hara M,
2004). The main motivation of the improvement of
corporate financialization is the "reservoir" effect,
which can effectively alleviate the financing
constraints of enterprises. Based on this, hypothesis 1
is proposed in this paper:
H1: The improvement of enterprise
financialization can effectively alleviate the problem
of enterprise financing constraint;
2.3.2 Adjust Action of Property Right Nature
Debt financing is the main financing channel in
China. Due to policy, environment and other factors,
state-owned banks play a dominant role in the
financial system, and financial resources also flow
more to state-owned enterprises. Non-state-owned
enterprises are faced with more serious letter of
credit policy in the process of applying for loans
(Easley and O'Hara, 2004; Li Jian and Chen
Chuanming, 2013). It is difficult for non-state-owned
enterprises to obtain loans from financial institutions.
In order to alleviate the problem of financing
constraints, they will invest part of their funds in the
financial industry, because the "reservoir" effect of
financialization is stronger than the crowding out
effect, which will broaden the financing channels of
enterprises and improve their financing capacity (Wu
and Zhang 2021). Based on this, hypothesis 2 is
proposed in this paper:
ICPDI 2022 - International Conference on Public Management, Digital Economy and Internet Technology
660
Table 1: Definition and description of major variables.
Variable types Variable name Variable name
Explained variable Financing constraints SA
Ex
p
lanator
y
variables Cor
p
orate financialization Fin
Control variables
Enter
p
rise scale Size
Debt ratio Lev
Return on assets ROA
Return on equit
y
ROE
Cash holdings CASH
Investment o
pp
ortunities TOBINQ
Growth rate of sales revenue Growth
Pro
p
ert
y
ri
g
hts SOE
Nature of the profit and loss LOSS
Largest shareholde
r
First
Board Size Boar
Pro
p
ortion of Inde
p
endent Directors ID
Se
p
aration rate of two wei
g
hts SEP
H2: Compared with state-owned enterprises, in
non-state-owned enterprises, the improvement of
corporate financialization can better alleviate the
financing constraints of enterprises.
3 EMPIRICAL DESIGN
3.1 Sample and Data
This paper selects the samples of non-financial listed
companies from 2007 to 2020 for research. The
sample was processed as follows :(1) The ST class
and ST* class enterprise data were removed; (2)
Delete abnormal data and disclose incomplete data;
(3) In order to eliminate the influence of extreme
values and outliers, the upper and lower ends of all
variables were processed by 1%.
3.2 Model Construction and Index
Selection
To explore the impact of enterprise financialization
and financing constraints, the following models are
constructed:
𝑆𝐴
,
= 𝛼

+ 𝛼

𝐹𝑖𝑛
,
+ βˆ‘π›ΎπΆπ‘œπ‘›π‘‘π‘Ÿπ‘œπ‘™π‘ 
,
+ βˆ‘πœ‚π‘ŒπΈπ΄π‘… + πœ€
,
(1)
Firstly, the degree of financing constraint (SA).
Referring to the research method of Hadlock and
Pierce, this paper adopts SA index as the proxy
variable to measure the degree of financing
constraint, and the calculation formula
SA=-0.737Size+0.043 size^
2
-0.040 Age.
Second, corporate financialization (FIN). This
paper adopts the approach of accounting statement
reconstruction, and uses the ratio of ending financial
assets to the company's ending total assets to
measure the level of enterprise financialization.
Third, Controls. The definitions and explanations of
the main variables in this paper are shown in Table 1
4 EMPIRICAL ANALYSIS
4.1 Descriptive Statistics
Table 2 is descriptive statistics of all variables. As
can be seen from the results in the table, the mean
value of financing constraint (SA) is -3.323. All
enterprises are faced with financing constraint of
different severity. The average value of corporate
financialization (FIN) is 6.62%, which indicates that
the financialization degree of Chinese enterprises is
not high and is still in the initial stage. In the selected
enterprise data, the average value of property right
nature (SOE) is 0.341, indicating that 34.1% of the
enterprise data are state-owned enterprises.
4.2 Correlation Analysis
Table 3 Pearson phase relation between the main
variables is the content of the table, we can see from
the table enterprise financing constraints (Sa) and
financialization (Fin), the correlation coefficient is
positive, and significant results are good, and can
preliminary validate assumptions, shows that the
enterprise financialization increase enterprise's cash
flow, relieve companies face financing constraints.
Corporate Financialization and Corporate Financing Constraints in Non-Financial Companies of Listed Companies in China based on
Experimental and Mathematical Statistics Analysis
661
Table 2: Descriptive Statistical Table.
DESCRIPTIVE (1) (2) (3) (4) (5)
VARIABLES N mean sd min max
Sa 14,422 -3.323 0.164 -3.690 -2.791
Fin 14,422 0.0662 0.0970 0 0.516
Size 14,422 22.19 1.287 19.79 26.06
Lev 14,422 0.433 0.203 0.0546 0.884
Roa 14,422 0.0450 0.0647 -0.232 0.232
Roe 14,422 0.0743 0.128 -0.591 0.394
Cash 13,975 0.179 0.126 0.0137 0.628
Tobinq 14,422 2.094 1.888 0.149 10.61
Growth 14,422 0.941 2.734 0 20.45
Loss 14,422 0.0919 0.289 0 1
First 14,422 33.69 14.20 9.780 72.63
Board 14,422 2.125 0.194 1.609 2.639
Id 14,422 0.375 0.0526 0.333 0.571
Sep 14,422 4.903 7.547 0 28.81
soe 14,422 0.341 0.474 0 1
Table 3: Table of correlation numbers.
VARIABLES Sa Fin Size Lev Roa Tobin
q
soe
Sa 1
Fin 0.037*** 1
Size 0.265*** 0.00100 1
Lev 0.016* 0.030*** 0.490*** 1
Roa -0.075*** 0.00800 -0.037*** -0.371*** 1
Tobinq -0.096*** 0.00600 -0.478*** -0.457*** 0.345*** 1
soe -0.143*** 0.065*** 0.0120 0.081*** 0.024*** -0.021** 1
Table 4: Hypothesis 1 Test results.
Test (1) (2) (3) (4)
VARIABLES Se
p
arate re
g
ression Full sam
p
le re
g
ression Se
p
arate re
g
ression Full sam
p
le re
g
ression
Fin 0.062*** 0.058*** 0.305*** 0.142***
(4.42) (4.40) (7.33) (4.35)
Controls NO YES NO YSE
Observations 14,422 13,975 14,422 13,975
R-s
q
uare
d
0.001 0.151 0.020 0.505
Com
p
an
y
FE NO NO YES YES
Year FE NO NO YES YES
R
2
_
a 0.00129 0.150 0.0200 0.504
Note: *, ** and *** represent the statistical significance level of 10%, 5% and 1%, respectively. T value in parentheses,
same as below.
4.3 Regression Analysis
4.3.1 Corporate Financing Constraint Is
Related to Corporate Financialization:
In view of Hypothesis 1 proposed above, this paper
tests the impact of firm financialization (FIN) on
firm financing constraints (SA) according to Model
(1). The empirical results are shown in Table 4.
Among the above four regression results, the
relationship between enterprise financialization
(FIN) and enterprise financing constraint (SA) is all
positively correlated, which are significant at the
significance level of 1%. It shows that the fixed
ICPDI 2022 - International Conference on Public Management, Digital Economy and Internet Technology
662
effect model is correct, verifies Hypothesis 1, and
indicates that the improvement of firm
financialization (FIN) can alleviate the financing
constraints (SA) faced by firms.
4.3.2 Adjust Action of Property Rights:
In the sample grouping of private enterprises, before
and after adding the control variables, there is a
positive correlation between financialization (FIN)
and financing constraints (SA), which is significant
at the significance level of 1%, indicating that in
private enterprises, the improvement of
financialization can alleviate the financing
constraints faced by enterprises. In the sample group
of state-owned enterprises, although the
improvement of enterprise financialization (FIN) can
also alleviate the financing constraint (SA) of
enterprises, the significance level is low and the
effect is not obvious. Hypothesis 2 is verified, which
indicates that in private enterprises, the regulating
effect of property right nature is more significant.
4.3.3 Robustness Test
Change Model and Perform Lag Tests on Variables:
To further eliminate the endogeneity problem caused
by the omitted variables, this paper also uses the
Change Model to test again the impact of the
financing constraints of the financialization of
enterprises. Regression results of Change model are
shown in column (1) of Table 6. Both in the full
sample regression and in the sub-sample group test,
the conclusions are consistent with the above. In
conclusion, a variety of endogenetic tests have
shown that the conclusion of this paper is still valid
after overcoming problems such as missing variables
5 CONCLUSION
5.1 The Research Conclusion
The results show that :(1) the improvement of
corporate financialization can effectively alleviate
the financing constraints of enterprises. (2) Among
non-state-owned enterprises, the improvement of
corporate financialization has a more obvious effect
on alleviating financing constraints.
Table 5: Hypothesis 2 Test results.
Test (1) (2) (3) (4)
VARIABLES SOE=0 SOE=0 SOE=1 SOE=1
Fin
0.382***
(9.99)
0.173***
(5.73)
0.109
(1.07)
0.096
(1.61)
Controls NO YES NO YES
Observations 9,509 9,317 4,913 4,658
R-s
q
uare
d
0.048 0.488 0.001 0.552
Com
p
an
y
FE YES YES YES YES
Year FE YES YES YES YES
R
2
_
a 0.0482 0.487 0.00116 0.551
Table 6: Robustness test results.
Test Change Model The variables are delayed by two periods
VARIABLES All samples SOE=0 SOE=1 All samples SOE=0 SOE=1
D.Fin
0.035**
(2.02)
0.046**
(2.53)
-0.029
(-0.96)
L2.Fin
0.236***
(4.24)
0.185***
(4.72)
0.085
(1.17)
Observations 11,506 7,248 3,879 9,539 5,891 3,473
Company FE YES YES YES YES YES YES
Year FE YES YES YES YES YES YES
Controls NO YES YES NO YES YES
R
2
_a 0.00329 0.120 0.0459 0.0100 0.445 0.506
Corporate Financialization and Corporate Financing Constraints in Non-Financial Companies of Listed Companies in China based on
Experimental and Mathematical Statistics Analysis
663
5.2 Policy Suggestions
5.2.1 Strengthen the Screening and
Supervision of the Financialization of
Enterprises
The state should encourage enterprises to moderately
financialize rather than excessively financialize, and
avoid the hollowing out of the national real industry
and excessive prosperity of the virtual economy,
resulting in serious economic bubbles.
5.2.2 Broaden Financing Channels
Non-state-owned enterprises are faced with many
difficulties when borrowing from banks. Therefore,
enterprises have to invest resources in the financial
industry to expand financing channels.
REFERENCES
Bessembinder, Hendrik. "Forward contracts and firm
value: Investment incentive and contracting effects."
Journal of Financial and quantitative Analysis (1991):
519-532.
Easley D, O'Hara M. Information and the Cost of
Capital[J]. Journal of Finance, 2004, 59(4):1553-1583.
FAZZARI S,HUBBARD M,PETERSEN R G, et al.
Financing corporate constraints investment[J].
Brookings Papers on Economic Activity, 1988,
1:141-206.
Gorodnichenko Y, Schnitzer M. Financial constraints and
innovation: Why poor countries don’t catch up[J].
Journal of the European Economic association, 2013,
11(5): 1115-1152.
Gehringer A. Growth, productivity and capital
accumulation: The effects of financial liberalization in
the case of European integration[J]. International
Review of Economics & Finance, 2013, 25(1):
291-309.
He Xiaoxing, Ye Zhan. Do Equity Incentives Affect Firms'
Financial Constraints?β€”β€”Empirical Evidence from
Public Firms in China[J]. Business Management
Journal,, 2017,39(01):84-99.
Hadlock C J, Pierce J R. New Evidence on Measuring
Financial Constraints: Moving Beyond the KZ
Index[J]. Review of Financial Studies, 2010, 23(5):
1909-1940.
Krippner G R. The financialization of the American
economy[J]. Socio-Economic Review, 2005(2):
173-208.
Li Jian, Chen Chuanming. Entrepreneurs' political
affiliation, ownership and corporate debt maturity
structure: An empirical study based on the background
of transition economy system[J]. Journal of Financial
Reserch,2013(03):157-169.
RAN, DUCHIN. Cash Holdings and Corporate
Diversification[J]. Journal of Finance, 2010.
Stulz R M. Rethinking Risk Management[J]. Journal of
Applied Corporate Finance, 1996, 9(3):8-25.
Song Jun, Lu Yang. U-shape Relationship between
Non-currency Financial Assets and Operating Profit:
Evidence from Financialization of Chinese Listed
Non-financial Corporates[J]. Journal of Financial
Research,2015(06):111-127.
Stockhammer E. Financialisation and the slowdown of
accumulation[J]. Working Papers, 2000, 28(5):
719-741.
Stockhammer E. Shareholder value orientation and the
investment-profit puzzle[J]. JPKE: Journal of Post
Keynesian Economics, 2006, 28(2): p.193-215.
Schumpeter J, Backhaus U. The theory of economic
development[M]//Joseph Alois Schumpeter. Springer,
Boston, MA, 2003: 61-116.
Stein J C. Agency, information and corporate
investment[J]. Handbook of the Economics of
Finance, 2003, 1: 111-165.
Sun Lingyan, Cui Xijun. How Does FDI Affect Private
Firms’ Financing Constraints?β€”β€”Firm-Level
Evidence from China [J]. South China Journal of
Economics, 2012(01):47-57.
Tornell, Aaron. "Real vs. financial investment can Tobin
taxes eliminate the irreversibility distortion?." Journal
of Development Economics 32.2 (1990): 419-444.
Wu Weiwei, Zhang Tianyi. The Asymmetric Influence of
Non-R&D Subsidies and R&D Subsidies on
Innovation Output of New Ventures [J]. Management
World,2021,37(03):137-160+10.
Yan Ruosen, Jiang Xiao. The Multiple Relationship
Model and Empirical Research of Institutional
Environment, Political Connections, Financing
Constraints and R&D Investment[J]. Chinese Journal
of Management,2019,16(01):72-84.
ICPDI 2022 - International Conference on Public Management, Digital Economy and Internet Technology
664