Catching Up the Effect between Corporate Governance, Profitability, Company Size, and Firm Value with Intellectual Capital as a Mediation ...

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PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

Catching Up the Effect between Corporate Governance, Profitability,
Company Size, and Firm Value with Intellectual Capital as a Mediation
Variables in Indonesia Stock Exchange
Elly Lestari1 , Moeljadi2 , Sumiati3, Djumahir4
1
  Doctorate Student of Management Department, Faculty of Economics and Busi-ness, Universitas Brawijaya, Malang, Indonesia.
Lecturer at Universitas Tribhu-wana Tunggadewi, Malang, Indonesia, lestariellz@yahoo.co.id
2
  Professor of Management Department, Faculty of Economics and Business, Uni-versitas Brawijaya, Malang, Indonesia.
moeljadip@yahoo.com
3
  Doctor of Management Department, Faculty of Economics and Business, Univer-sitas Brawijaya, Malang, Indonesia.
sumiati_atiek@yahoo.com
4
  Doctor of Management Department, Faculty of Economics and Business, Univer-sitas Brawijaya, Malang, Indonesia.
djumahir@fe.unibraw.ac.id
Corresponding Author: Elly Lestari e-mail address: lestariellz@yahoo.co.id

                    Introduction                                 2013). The number of investors on the IDX (stock
                                                                 price) is still small compared to the total
The development of share prices during 2010 to                   population of Indonesia, as shown in Figure 1.
2019 fluctuated, and did not match some                          The number of investors on the Indonesia Stock
expectations of shareholders. This stock price                   Exchange in 2019 who had Single Investor
development does not indicate an increase in firm                Identification (SID) was 2,478,243 people. Single
value, even though a high firm value is an                       Investor Identification (SID) is a single investor
expectation for shareholders. Firm value is also                 identity, which used to carry out activities on the
important in order to increase investor confidence,              Indonesian capital market, from transactions to
especially domestic investors on the IDX (stock                  settlement. This Single Investor Identification is
exchange). Domestic investors have a big role to                 issued by PT.Indonesian Central Securities
play in strengthening the domestic stock market,                 Depository (KSEI). The phenomenon of
so the stock price index (IHSG) is stable.                       fluctuating firm value requires corporate
Movement of the composite stock price index                      governance to increase investor confidence,
(IHSG) fluctuating, the role of domestic investors               especially domestic investors. The role of
is very important. In holding back the fluctuation               domestic investors is needed so that dependence
of the economic crisis, the number of domestic                   on foreign investors can be reduced and stock
investors also plays an important role (Nabhani,                 price fluctuations can be controlled.

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PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

Source: PT. Kustodian Sentral Efek Indonesia,              of the Republic of Indonesia together with the
www.ksei.co.id                                             International Monetary Fund (IMF). This was
                                                           followed by the formation of the National
  Figure 1. Single Investor Identification (SID)           Committee on Corporate Governance Policy
                Growth 2012 – 2019                         (KNKCG) in 1999 and a code of ethics for its
The importance of firm value and how to                    implementation a year later (Lukviarman, 2016).
maximize firm value encourages re-searchers to             The Chairman of the Board of Commissioners of
examine firm value in public companies in                  the Financial Services Authority (OJK) said that
Indonesia,      especially     companies      have         the application of the principles of good corporate
implemented corporate governance. Discussions              governance (GCG) in Indonesia is relatively
about the rela-tionship between corporate                  behind compared to neighboring countries. The
governance and firm value can be explained by              implementation of corporate governance does not
agen-cy theory. Agency theory stated that when             appear to be as expected. Indonesia's corporate
the principal employs an agent (man-agement) to            governance score is in the last rank in ASEAN
manage the company, it will have the potential to          countries for 2012 to 2018 as shown in Table 1.
create agency con-flicts, because the agent's              This research needs to be considering that
personal interests are different (Jensen and               corporate governance, which is needed to increase
Meckling, 1976). Internal devices have been                firm value. Meanwhile, the development of the
formed by companies, such as corporate gov-                corporate governance ranking of public companies
ernance structures, can control agency problems            in Indonesia is still low in Asia.
efficiently (Fama, 1980). The opinion of Tricker
(2009) as quoted by Lukviarman (2016) explained            Table 1. Corporate Governance Score 2010 - 2018
that the issue of corporate governance arises when
a corporate entity, which is formed or established
and the ownership of the entity is separated from
the management who will manage the corporation.
Corporate governance controls the company with
a mechanism that is in the form. The company's
financial performance in-creases with the
implementation of corporate governance, thereby
increasing in-vestor confidence and having an
impact on increasing firm value (Singhal, 2014).
This is important for companies to implement
corporate governance in increasing firm value,
because an increase in financial performance can
increase firm value.                                        Source: Asian Corporate Governance Association
                                                           (ACGA, 2020)
The corporate governance system in Indonesia
stems from a proposal to improve listing                   Market confidence in company performance has
regulations on the Indonesia Stock Exchange                results in fluctuating stock prices (Brigham and
which regulates regulations for issuers listed on          Daves, 2011). Profitability information is part of
the Indonesia Stock Exchange which oblige to               the company's financial statements, which
appoint inde-pendent commissioners and form an             important information for management and other
audit committee, after that legally formally,              parties who need it, such as investors (Brigham
starting with the signing of a memorandum of               and Houston, 2011).
understanding. Letter of intent by the government

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Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

 Figure 2. Development of Average Share Prices of Companies Implementing Corporate Governance
                                           Source: www.idx.co.id
Several previous studies examining the                     used by BUMN organizations to increase business
relationship between corporate governance and              success and corporate accountability in order to
firm value have been conducted in several                  realize long-term shareholder value while still
countries, including Indonesia, Taiwan, India,             paying attention to stakeholder interests, based on
Russia, Canada, Turkey, Spain, England,                    laws and ethical values”.
America, and Malaysia with mixed results.
Several corporate governance proxies are used in           A corporate governance is the process of decision
research, including the corporate governance               making and the process by which decisions are
index, institutional ownership, ownership                  implemented in large businesses is known as
structure, independent commissioners, shareholder          Corporate Governance. There are various theories
rights, and director composition. The results              which described by the relationship between
shown that corporate governance increases firm             various stakeholders of the business, while
value (Connelly et al., 2012; Singhal, 2014;               carrying out the activity of the business.
Villanueva-Villar et al., 2016). The results of
research by Ammann et al. (2011) who examined              Shleifer & Vishny (1997) stated that corporate
22 developed countries also showed the same                governance as “the ways in which suppliers of
results, corporate governance can increase firm            finance to corporations assure themselves of
value. Furthermore, Mitton (2002) was examined             getting a return on their investment”. OECD in
five East Asian countries during the Asian crisis.         1999 was defined by corporate governance as a
It was founded corporate governance had a                  system, which business corporations are directed
positive effect on company performance. Klapper            and controlled”.
and Love (2002) examined 14 developing
countries and found that corporate governance              Corporate governance is the broad term described
increases the company's profitability and market           with some processes, customs, policies; laws and
value.                                                     institutions, that direct the organizations and
                                                           corporations in the way, they act administer and
                   Theoretical                             control their operations. Corporate governance is a
                                                           set of regulations and the corporate governance
Corporate Governance                                       has traditionally specified the rules of business
The definition of corporate governance based on            decision making that apply to the internal
the Decree of the Minister of SOEs Number Kep-             mechanisms of companies (Bostan & Grosu,
117 / M-MBU / 2002 is: "A process and structure            2010; Güler & David, 2010).

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PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

                                                           performance of the company because large
                    Profitability                          companies have a further perspective, so they
                                                           participate more in grown the company's social
Munawir (2007) said that profitability is a                performance”.
company's ability to generate profits". According
to Sudana (2011) stated that a profitability is "the       The fundamental understanding in this theory is
ability of a company to generate profits by using          firm size with the determinant by the market's
owned sources such as assets, capital, or company          size. Additionally, it is understood that the focus
sales.                                                     is on the firm's specialization in that larger firms
                                                           are supported by larger markets, which in turn
A profitability of a company shown that the ratio          enhances their specialization.
between profit and assets or capital with produces
this profit. In other words, profitability is an           A theory of the firm was consists of a number on
ability of a company to achieve profit. The                economic theories that explain and predict the
profitability of a company will affect to the              nature of the firm, company, or corporation,
policies of investors on the investment made.              including its existence, behavior, structure, and
                                                           relationship to the market.
An ability of a company to generate profits will be
able to attract investors to invest their funds in         In simplified terms, the theory of the firm aims to
order to expand their business, on the other hand,         answer these questions:
a low level of profitability will cause investors to         1. Existence. Why do firms emerge? Why are
withdraw their funds. As for the company itself,                  not all transactions in the economy
profitability can be used as an evaluation of the                 mediated over the market?
effectiveness for management on the business                 2. Boundaries. Why is the boundary between
entity.                                                           firms and the market located exactly there
                                                                  with relation to size and output variety?
Company profitability is one of the bases for                     Which transactions are performed
assessing the condition of a company, that we                     internally and which are negotiated on the
need an analytical tool to be able to assess it.                  market?
Thus, every business entity will always try to               3. Organization. Why are firms structured in
increase its profitability, because the higher the                such a specific way, for example as to
level of profitability of a business entity, the                  hierarchy or decentralization? What is the
survival of the business entity will be more secure.              interplay of formal and informal
                                                                  relationships?
According to R. Agus Sartono (2010, 122)                     4.         Heterogeneity          of         firm
                                                                                         [2]
discussed that a profitability is the company's                   actions/performances.        What     drives
ability to earn profits in relation to sales, total               different actions and performances of
assets, and own capital. According to Sutrisno                    firms?
(2009, 16) said that a profitability is the ability of       5. Evidence. What tests are there for respective
a company to generate profits with all the working                theories of the firm?
capital in it. According to Sofyan Syafri Harahap
(2009, 304) preferred that profitability described         Firms exist as an alternative system to the market-
with the company's ability to earn profits through         price mechanism when it is more efficient to
all existing capabilities and resources such as sales      produce in a non-market environment. For
activities, cash, capital, number of employees,            example, in a labor market, it might be very
number of company branches, and so on.                     difficult or costly for firms or organizations to
                                                           engage in production when they have to hire and
                   Company Size                            fire their workers depending on demand/supply
                                                           conditions. It might also be costly for employees
According to Consoladi et al., in Oktaviani (2014)         to shift companies every day looking for better
stated that: "company size can affect a social             alternatives. Similarly, it may be costly for

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Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

companies to find new suppliers daily. Thus, firms         of intellectual capital, such as human capital,
engage in a long-term contract with their                  structural capital, and customer capital.
employees or a long-term contract with suppliers
to minimize the cost or maximize the value of                                  Methodology
property rights                                            The type of data is quantitative data with
                   Firm Value                              secondary data, which is taken from the annual
                                                           reports of public companies in Indonesia from
According to Sujoko and Soebiantoro (2007) in              2012 to 2019. The company's annual reports
Hermuningsih (2009) discussed that firm value is           include: annual reports, corporate governance
an investor's perception of a company's success            reports, and financial reports. All data is taken
rate, which is closely related to its share price.         from ICMD publications, the Indonesia Stock
High stock prices create high firm value, and              Exchange website, company websites, and other
increase market confidence not only in the                 media          (http://finance.yahoo.com      and
company's current performance, but also in the             http://ticmi.com). The research approach used is
company's future prospects. The stock price has            Partial Least Square (PLS) with analysis using the
been used closing price, and occurs when the               WarpPLS software.
shares are traded on the market (Fakhruddin and
Hadianto, 2001).                                           This population was all publicly traded companies
                                                           in Indonesia, with the population criteria as
The value of the company (Value Of The Firm) is            follows:
a certain condition that has been achieved by a
company as a reflection of public trust in the             a. The company is listed on the Indonesian Stock
company after going through a process of activity          Exchange (IDX) until 2019.
for several years, such from the time a company            b. Publish a corporate governance report
was founded until now.                                     contained in the annual report for 2012 - 2019 and
                                                           can be accessed through the Indonesia Stock
Firm value is very important for investors. Sujoko         Exchange (IDX) website and the company's
and Soebiantoro (2007) suggested that firm value           official website.
is the investor's perception of the company's              c. The company presents complete financial
success rate which is often associated with stock          reports for 2012 - 2019 in rupiah currency, this
prices. Therefore, before making a decision to buy         criterion is intended, researchers do not make
shares, generally an investor will look for an             adjustments that are feared to cause
estimate of the company's value (Tandelilin, 2010:         miscalculations and interpretations.
363).
                                                           Table 2. Research Sample Selection
                                                                         Results
                Intellectual Capital
                                                                           Noted                    Company
Johanson et al., (2009) stated that intellectual                                                    Amount
capital can relate to other disciplines such as
corporate strategy and production of measurement               The company is listed on the            612
tools. From a strategic perspective, intellectual          Indonesian Stock Exchange until 2018
capital can be used to create and use knowledge to
expand other companies. On the other hand, the                The company did not publish a           (566)
measurement side focuses on how a new reporting              corporate governance report until
mechanism can be developed that can measure                               2018
non-financial, qualitative information, and items              Number of sample companies               46
of intellectual capital in addition to traditional
quantification of financial data. Many models of                 Number of data / company              322
intellectual capital are used by researchers, but in             observations (2012 - 2018)
general researchers identify three main constructs
                                                           Source: BEI, April 2021 and company website
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PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

          Mediation analysis using PLS                       of corporate governance and corporate social
                                                             responsibility on firm value. PLS can be used to
Solimun (2011) was examined with the testing of              test the causal relationship of research variables
mediating or intervening variables. In mediation             that have not much theoretical support or the
testing, some researchers use SEM or PLS                     research is explanatory (Ghozali and Latan, 2014).
analysis techniques (Hair et al., 2014). Testing for
mediation is not sufficient only if it is based on a
model analysis involving the mediating variable.
The results of this analysis indicate a variable as a
mediating variable, but it is not necessarily true.          Another reason is that PLS is able to analyze
                                                             constructs with reflective and formative indicators
              Data Analysis Method                           (Hair et al., 2014).

Descriptive Statistics                                       Sobel test is a tool in mediation analysis testing.
Descriptive statistics are used in this study to             From the results of the PLS analysis, the path
describe the characteristics of the research                 coefficient a along with the standard error and the
variables, so that they are easy to understand and           path coefficient a (or called sa) are obtained, and
interpret. This analysis is used to analyze data by          the path coefficient b (or called sb) is obtained.
describing or describing the collected data as is            The Sobel test will produce a standard error of the
without the intention of making general or                   indirect effect of X on Y through the mediation of
generalized conclusions, which include maximum,              M, namely the coefficient ab, with the standard
minimum, and average values. Based on the value              deviation of ab as follows:
obtained, then an analysis is carried out which
aims to reveal the phenomena contained in each
variable used in this study, namely corporate
governance,       profitability,  company      size,         From the T count value, the p value is obtained. If
intellectual capital and firm value.                         the p-value < 0.05 indicated that the mediating
                                                             effect of the M variable on testing the relationship
Inferential statistics                                       between X and Y.
This study uses inferential statistical analysis,
which is an analysis conducted to test the research                                Results
hypotheses that have been formulated. The
approach used is Partial Least Square (PLS) with             Description of Research Variables
analysis using the WarpPLS software. The reason              This study was used with five latent variables with
for using Partial Least Square (PLS) is that there           a total of nine indicators and to measure the latent
are several hypotheses that do not have a solid              variables. The following shown the results of a
theoretical basis. The research hypothesis is                description of the research variables using the
related to the mediating variables in the influence          average value and standard deviation.

                         Table 3. Results of the descriptions of research variables
                                N            Minimum          Maximum            Mean          Std. Deviation

HPS                                 322                 .3            1.0            .909                 .1186

PAPS                                322                 .5            1.0            .827                 .1172

PPK                                 322                 .5            1.0            .909                 .1252

PnT                                 322                 .5            1.0            .829                 .0798

TJDnD                               322                 .0             .9            .791                 .1027

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P                                 322                 -.1              .7           .096                  .1065

C                                 322             28.3              34.8          31.222                1.3463
                                  322                 -.9           16.3           3.307                1.8253
Intellectual Capital

TobinsQ                           322                 .5            27.7           2.513                3.4882
                                  322
Valid N (listwise)

                                                            deviation of 0.1065. The company size variable is
                                                            measured using one indicator. The results in the
Source: Research Data Processed (2021)                      company size also obtained an average of 31.222
                                                            with a standard deviation of 1.3463. The
The corporate governance variable was measured              intellectual capital variable was measured using
with five indicators, such as Shareholder Rights            one indicator. The results of Intellectual Capital
(HPS), Fair Treatment for Shareholders (PAPS),              were obtained an average of 3.307 with a standard
Stakeholder Roles (PPK), Disclosure and                     deviation of 1.8253. The firm value variable is
Transparency (P&T), and Responsibilities of the             measured using one indicator, such Tobins Q. The
Board of Commissioners and Directors (TJD &                 results of the description of Tobins Q obtained an
D). The results of the description of Shareholder           average of 2.513 with a standard deviation of
Rights (HPS) was obtained an average of 0.909               3.4882.
with a standard deviation of 0.1186, a description
of the Fair Treatment for Shareholders (PAPS),
obtained an average of 0.827 with a standard
deviation of 0.1172, description The Role of                Outer Model Test Results
Stakeholders (PPK) obtained an average of 0.909             The results of the outer model test for formative
with a standard deviation of 0.1252, the                    measurements were carried out using the
description of Disclosure and Transparency (P&T)            convergent validity test and the discriminant
obtained an average of 0.829 with a standard                validity test. Convergent validity testing is shown
deviation of 0.0798, and a description of the               from the p-value of each indicator, provided that
Responsibilities of the Board of Commissioners              the p-value is less than 0.05 (p-value < 0.05)
and Directors (TJD & D). obtained an average of             indicated that the indicator is valid. The
0.791 with a standard deviation of 0.1027.                  discriminant validity test is shown from the
                                                            multicollinearity test of each indicator, provided
The results of the description of the profitability         that the VIF value is less than 5 (VIF < 5), there is
were obtained an average of 0.096 with a standard           no multicollinearity problem between indicators.

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                                         Table 4. Outer Model Test Results

                                                  *********************

                                                  * Indicator weights *

                                                  *********************

         Corporate Governance    P        C       Intellectual Capital     Firm Value      Type (a SE     P value VIF
         WLS    ES

HPS      0.211   0.000   0.000   0.000    0.000   Formati 0.054
PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

                                           Table 5. Model Fit Test

Average path coefficient (APC)=0.219, P
PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

                                    Table 7. Hypothesis Testing Results

                            EFFECT BETWEEN                Coefficien
                No.                                                      P-value      Results
                                VARIABLES                      t

                        Corporate Governance → Firm
                 1                                          -0.160        0.002      Accepted
                                     Value

                 2        Profitability → Firm Value         0.832        0.000      Accepted

                 3       Company Size → Firm Value          -0.009        0.439      Rejected

                          Intellectual Capital → Firm
                 4                                          -0.154        0.003      Accepted
                                     Value

                           Corporate Governance →
                 5                                          -0.159        0.005      Accepted
                              Intellectual Capital

                          Profitability → Intellectual
                 6                                           0.563        0.000      Accepted
                                    Capital

                         Company Size → Intellectual
                 7                                          -0.158        0.001      Accepted
                                    Capital

                           Corporate Governance →
                 8        Intellectual Capital → Firm        0.024        0.046      Accepted
                                     Value

                          Profitability → Intellectual
                 9                                          -0.087        0.007      Accepted
                            Capital → Firm Value

                         Company Size → Intellectual
                10                                           0.024        0.045      Accepted
                            Capital → Firm Value

                                  Source: Research Data Processed (2021)

Based on testing the latent variable model, it was         the development of a hypothetical model, which is
grouped into two groups, such as exogenous                 theoretically supported by empirical data. Testing
variables and endogenous variables. The                    the results of the analysis with Partial Least
exogenous variables are corporate governance,              Square (PLS) in known the effect between
profitability, and company size. Endogenous                variables in full can be seen in the following
variables such as the intellectual capital and firm        figure:
value variables. The model is said to be good if

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Figure 3. Research Model with Partial Least                value. These results indicated that the hypothesis
Square                                                     is accepted.

The results of hypothesis testing are presented            H3: company size has an impact to firm value
as follows:                                                A hypothesis of the effect between company size
                                                           variable and firm value variable obtained a path
H1: corporate governance affects to firm value             coefficient of -0.009 with a p-value of 0.439 (p >
A hypothesis for the effect between corporate              0.05), because the company size variable has a
governance variable and firm value variable                negative but not significant effect on the firm
obtained a path coefficient of -0.160 with a p-            value variable, means that the higher the company
value of 0.002 (p < 0.05), so the corporate                size is not will affect to firm value. These results
governance variable has a significant negative             indicated that the hypothesis is rejected.
effect on firm value variable, means that the
higher corporate governance will affect the lower          H4: intellectual capital has an impact to firm
of firm value. These results indicated that the            value
hypothesis is accepted.                                    A hypothesis for the effect between intellectual
                                                           capital variable on the firm value variable
H2: profitability has an impact to firm value              obtained a path coefficient of -0.154 with a p-
A hypothesis of the effect between profitability           value of 0.003 (p < 0.05), so the intellectual
variable and firm value variable obtained a path           capital variable has a significant negative effect on
coefficient of 0.832 with a p-value of 0.000 (p <          the firm value variable, means that the higher
0.05), so the profitability variable has a significant     intellectual capital will have an effect on the lower
positive effect on the firm value variable, means          the firm value. These results indicated that the
that if profitability will be high, so increase a firm     hypothesis is accepted.

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Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

H5: corporate governance has an impact to                  H9: Profitability has an impact to firm value
intellectual capital                                       through intellectual capital
A hypothesis for the effect between corporate              A hypothesis for the effect between profitability
governance variables and the intellectual capital          variable on the firm value variable through
variable obtained a path coefficient of -0.159 with        intellectual capital obtained a path coefficient of -
a p-value of 0.005 (p < 0.05), so the corporate            0.087 with a p-value of 0.000 (p < 0.05), so
governance variable has a significant negative             profitability variable has a significant negative
effect on the intellectual capital variable, means         effect on the firm value variable through
that the higher corporate governance will have an          intellectual capital, means that higher the
effect on the lower the intellectual capital. These        profitability. It will be affect the lower firm value
results indicated that the hypothesis is accepted.         through intellectual capital. These results
                                                           indicated that the hypothesis is accepted.
H6: profitability has an impact to intellectual
capital                                                    H10: company size affects firm value through
A hypothesis for the effect between profitability          intellectual capital
variable and intellectual capital variable obtained        A hypothesis for the effect between the company
a path coefficient of 0.563 with a p-value of 0.000        size variable and firm value variable through
(p < 0.05), so profitability variable has a                intellectual capital obtained a path coefficient of
significant positive effect on the intellectual            0.024 with a p-value of 0.045 (p < 0.05). So, the
capital variable, means that the higher the                company size variable has a significant positive
profitability will have an effect to the higher the        effect on the firm value variable and intellectual
intellectual capital. These results indicated that the     capital, means that it is higher. Company size will
hypothesis is accepted.                                    have an effect on the higher firm value through
                                                           intellectual capital. These results indicated that the
H7: company size has an impact to intellectual             hypothesis is accepted.
capital
A hypothesis for the effect between the company                                Conclusion
size variable on the intellectual capital variable
                                                           Corporate governance and company size have a
obtained a path coefficient of -0.158 with a p-
                                                           significant negative effect on intellectual capital,
value of 0.001 (p < 0.05), so a company size
                                                           which indicated that a higher the corporate
variable has a significant negative effect on the
                                                           governance and the company size, the lower the
intellectual capital variable, means that the higher
                                                           intellectual capital of the company. While, a
the company size will have an effect on the lower
                                                           profitability has a significant positive effect on
the intellectual capital. These results indicated that
                                                           intellectual capital, which shown that a higher the
the hypothesis is accepted.
                                                           profitability, the more impact it will be high
H8: Corporate governance has an impact to                  intellectual capital of the company.
firm value through intellectual capital                    Corporate governance and intellectual capital have
A hypothesis for the effect between corporate              a significant negative effect on firm value, which
governance variables on the firm value variable            indicated that higher the corporate governance and
through intellectual capital obtained a path               intellectual capital, the lower the firm value, while
coefficient of 0.024 with a p-value of 0.046 (p <          profitability has a significant positive effect on
0.05), so the corporate governance variable has a          firm value, which indicated that a higher the
significant positive effect on the firm value              profitability, the more impact it will be high firm
variable through intellectual capital, means that it       value of the company.
is higher. Corporate governance will have an
effect on the higher firm value through intellectual
capital. These results indicated that the hypothesis
is accepted.

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PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

                    Limitation                                    Social Sciences. Business and Politics,
                                                                  Volume 10, Issue 1, Pages 1-63.
This research study has a limitation such a sample
                                                               [6] Brigham, Eugene F, and Daves, Phillip R.
and population with only limited data research
                                                                   (2011).     Intermediate      Financial
object, like annual reports of public companies in
                                                                   Management. United States: Thomson
Indonesia from 2012 to 2019.
                                                                   Higher Education.
                    Suggestion                                 [7] Brigham, Eugene F, and Houston, Joel F.
                                                                   (2006). Fundamental of Financial
This research is limited to one specific case,                     Management: Dasar-Dasar Manajemen
different research objects are needed in order to be               Keuangan. Edisi 10. Jakarta: Salemba
able to test and study further. So, as to deepen                   Empat.
knowledge about the next research in shariah
stock exchange with another method or analysis.                [8] Brigham, Eugene F, and Houston, Joel F.
                                                                   (2010).    Dasar-Dasar     Manajemen
                                                                   Keuangan. Edisi 11. Jakarta: Salemba
                                                                   Empat.
                    References
                                                               [9] Brigham, Eugene F, and Houston, Joel
   [1] Afshari, Vahid, Javid, Dariush, Soleimani,                  F.(2011). Manajemen Keuangan. Jakarta:
       Hossein, and Afshari, Hossein. (2014). To                   Erlangga.
       Study     The    Relationship     Between
       Intellectual   Capital   and     Financial              [10] Buallay, Amina, and Hamdan, Allam.
       Performance of Companies in Capital                        (2019). The relationship between corporate
       Market of Iran. Kuwait Chapter of Arabian                  governance and intellectual capital The
       Journal of Business and Management                         moderating role of firm size. International
       Review, Volume 4, Issue (1), Pages 247-                    Journal of Law and Management, Volume
       266.                                                       61, Issue 2, Pages 384-401.
                                                               [11] Coase, Ronald H. (1937). The Nature of
   [2] Ahmad, Imtiaz: Mahmood, Zafar (2020).                      the Firm. Economica, Volume 4, Issue 16,
       Firms Heterogeneity and Margins of Trade                   Pages 386-405.
       Under Uncertainty. The Journal of
       International  Trade     &    Economic                  [12] Ermawati, Yana, Noch, Muhamad
       Development, Volume 29, Issue 3, Pages                     Yamin, Zakaria, Ikhsan, Arfan, and
       272-288.                                                   Khaddafi,       Muammar.         (2017).
   [3] Ararat, Melsa, Black, Bernard S., and                      Reconstruction of Financial Performance
       Yurtoglu, B. Burcin. (2017). The effect of                 to Manage Gap between Value Added
       corporate governance on firm value and                     Intellectual Coefficient (VAICTM) and
       profitability: Time-series evidence from                   Value of Company in Banking Company
       Turkey. Emerging Markets Review,                           Listed in Indonesia Stock Exchange.
       Volume 30, Pages 113-132.                                  International Journal of Economics and
                                                                  Financial Issues, Volume 7, Issue 4,
   [4] Bani, Mahmoud, Mehrpouyan, Homa,                           Pages 537-549.
       Keshavarziyan, Maliheh, and Rohani,
       Mahboubeh. (2014). Study Of The Effect                  [13] Ghozali, Imam, and Latan, Hengky.
       Of Intellectual Capital Components and                     (2014). Partial Least Squares: Konsep,
       Firm Size. Kuwait Chapter Of Arabian                       Metode dan Aplikasi. Semarang: Fakultas
       Journal Of Business And Management                         Ekonomika dan Bisnis Universitas
       Review, Pages 3, Issue 11, Pages 212-220.                  Diponegoro.
   [5] Barak D.Richman and Jeffry Mache.
       (2008). Transaction Cost Economics: An                  [14] Guenter Blendinger, Grzegorz Michalski.
       Assessment of Empirical Research in the                    (2018).    Long-Term     Competitiveness
                                                                                                           548
    www.psychologyandeducation.net
PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

       Based On Value Added Measures As Part                   [23] Lev, Baruch, and Gu, Feng. (2016). The
       Of Highly Professionalized Corporate                       End of Accounting and the Path Forward
       Governance Management Of German Dax                        for Investors and Managers.
       30     Corporations.     Journal       Of
       Competitiveness. Vol. 10, Issue 1, Pp.5-                [24] Li, Wei Xuan, Chen, Clara Chia Sheng,
       20,June2018. Issn 1804-171x (Print), Issn                  and Frech, Joseph J. (2012). The
       1804-1728         (On-Line),         Doi:                  relationship between liquidity, corporate
       10.7441/Joc.2018.02.01                                     governance, and firm valuation: Evidence
                                                                  from Russia. Emerging Markets Review,
   [15] Hart, Oliver and John Moore. (1990).                      Volume 13, Pages 465-477.
      Property Rights and the Nature of the                    [25] Lozano, M.Belén, Martínez, Beatriz,
      Firm. Journal of Political Economy,                         and Pindado, Julio. (2016). Corporate
      Volume 98, Issue 6, Pages 1119-1158.                        governance, ownership and firm value:
                                                                  Drivers of ownership as a good corporate
   [16] Holmstrom,    Bengt, and John Roberts.                    governance mechanism. International
      (1988). The      Boundaries of the Firm                     Business Review, Volume 25, Pages
      Revisited.      Journal    of  Economic                     1333-1343.
      Perspectives,   Volume 12 Issue 4, Pages
      73-94.                                                   [26] Luigi Zingales. (2008). Corporate
                                                                  Governance.     The   New      Palgrave
   [17] Hung, Dang Ngoc, Cuong, Pham Duc,                         Dictionary of Economics, 2nd Edition.
      and Ha, Vu Thi Bich. (2018). Effects of
      financial statements information on firms’               [27] Lukviarman, Niki. (2016). Corporate
      value: evidence from Vietnamese listed                      Governance:       Menuju       Penguatan
   [18] firms. Investment Management and                          Konseptual    dan     Implementasi    di
      Financial Innovations, Volume 15, Issue                     Indonesia. Fakultas Ekonomi Universitas
      4, Pages 210-218.                                           Andalas: PT. Era Adicitra Intermedia.

   [19] Jamei, Reza. (2017). Intellectual                      [28] Paputungan,     Rahmita       Dwinesia,
      Capital and Corporate Governance                            Subroto, Bambang, and Ghofar, Abdul.
      Mechanisms: Evidence from Tehran                            (2020). Does institutional ownership
      Stock     Exchange.     International                       moderate the effect of intellectual capital
      Journal of Economics and Financial                          and company value? International
      Issues, Volume 7, Issue 5, Pages 86-                        Journal Of Research In Business And
      92.                                                         Social Science, Volume 9, Issue 1, Pages
                                                                  127-136.
   [20] Jean Tirole. (1988). The Theory of
      Industrial Organization . The Theory                     [29] Oliver E. Williamson. (2002). The
      of the Firm, Pages 15-60. MIT Press.                        Theory of the Firm as Governance
                                                                  Structure: From Choice to Contract.
   [21] Joshi M. (2013). Intellectual capital and                 Journal of Economic Perspectives,
      financial performance: an evaluation of the                 Volume 16, Issue 3, Pages 171-195.
      Australian financial sector. Journal of
      Intellectual Capital, Volume 14, Issue 2,                [30] OECD. (2002).       Frascati    Manual.
      Pages 264-285.                                              Proposed Standard Practice for Surveys on
                                                                  Research and Experimental Development.
   [22] Kodongo, Odongo, Mokoaleli-Mokoteli,
                                                                  Paris.         Internet            device:
      Thabang, and Maina, Leonard. (2014).
                                                                  http://www.oecd.org/publications/e-
      Capital structure, profitability and firm
                                                                  book/9202081E.PDF.
      value: panel evidence of listed firms in
      Kenya. Munic Personal RePEc Archive,                     [31] Solimun. (2011). Analisis Multivariat
      Pages 1-19.                                                 Pemodelan Struktural Metode Partial

                                                                                                           549
    www.psychologyandeducation.net
PSYCHOLOGY AND EDUCATION (2021) 58(5), ISSN 1553 - 6939
Article Received: 22th November, 2020; Article Revised: 26th March, 2021; Article Accepted: 26th April, 2021

       Least Square - PLS. Malang: CV Citra                       Quarterly, Volume 19, Pages 233- 245.
       Malang
                                                               [41] Yan, Xiaochang. (2017). Corporate
   [32] Solikhah, Badingatus, and Subowo.                         governance and intellectual capital
      (2016). An Empirical Study of the Driver                    disclosures in CEOs’ statements. Nankai
      Factors of the Intellectual Capital                         Business Review International, Volume 8,
      Disclosure. Review of Integrative                           Issue 1, Pages 2-21.
      Business and Economics Research,
      Volume 5, Issue 1, Pages 229-240.                        [42] Yen, Sia Beng, Lee, Chong Aik, and
                                                                  Arokiasamy, Lawrence. (2019). The
   [33] Sucuahi, William, and Cambarihan, Jay
                                                                  Moderating Effect of Multinationality on
      Mark. (2016). Influence of Profitability to
                                                                  Intellectual   Capital   –   Profitability
      the Firm Value of Diversified Companies
                                                                  Relationship of Malaysian Banks. Global
      in the Philippines. Accounting and
                                                                  Business and Management Research: An
      Finance Research, Volume 5, Issue 2,
                                                                  International Journal, Volume 11, Issue 1,
      Pages 149-153.
                                                                  Pages 560-570.
   [34] Sudana, I Made. 2011. Manajemen                        [43] Zabri, Shafie Mohamed, Ahmad,
      Keuangan Perusahaan Teori dan Praktek.                      Kamilah, and Wah, Khaw Khai. (2015).
      Jakarta: Erlangga.                                          Corporate Governance Practices and
                                                                  Firm Performance: Evidence from Top
   [35] Sujoko dan Ugy Soebiantoro. 2007.                         100 Public Listed Companies in Malaysia
      Pengaruh Struktur Kepemilikan Saham,                        Paper presented at the 7th International
      Leverage, Faktor Intern dan Faktor                          Economics & Business Management
      Ekstern terhadap Nilai Perusahaan (Studi                    Conference
      empirik pada perusahaan manufaktur dan
      non-manufaktur di Bursa Efek Jakara).                    [44] https://en.wikipedia.org/wiki/Theory_of
   [36] Jurnal Manajemen dan Kewirausahaan,                       _the_firm
      Volume 9, No. 1, Maret, Pages 41-48.
                                                                      •   _____ (2009). Transaction Cost
                                                                          Economics:        The   Natural
   [37] Tandelilin, Eduardus 2010, Portofolio
                                                                          Progression.     Nobel  lecture.
      dan Investasi Teori dan Aplikasi, edisi 1,
                                                                          Reprinted in (2010) American
      Kanisius, Yogyakarta.
                                                                          Economic Review, Volume 100,
                                                                          Issue 3, Pages 673–90.
   [38] Thomas N. Hubbard. (2008). Firm
      Boundaries (Empirical Studies). The New
      Palgrave Dictionary of Economics, 2nd
      Edition.

   [39] Utami, Eristy Minda. (2018). The
      Intellectual Capital Components on Firm
      Value: Evidence from LQ-45 Index
      Companies. Jurnal Keuangan dan
      Perbankan, Volume 22, Issue 2, Pages
      291-300.
   [40] Villanueva-Villar, Mónica, Rivo-López,
      Elena, and Lago-Penas, Santiago. (2016).
      On the relationship between corporate
      governance and value creation in an
      economic crisis: Empirical evidence for
      the Spanish case. BRQ Business Research
                                                                                                           550
    www.psychologyandeducation.net
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