pISSN: 2723 - 6609 e-ISSN: 2745-5254
Vol. 5, No. 7 July 2024 http://jist.publikasiindonesia.id/
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3100
Predictive Ability of Managerial Effectiveness and Credit
Risk on Market Performance of Manufacturing Industry
Cry Cinta Putri Anjel
1*
, Hanna Gratia Kambey
2
, Fanny Soewignyo
3
Universitas Klabat, Indonesia
Email:
1*
2
,
3
*Correspondence
ABSTRACT
Keywords: Managerial
Effectiveness, Market
Performance, RNOA,
Tobin's Q, DER.
This study aims to evaluate the managerial effectiveness and
credit risk in predicting the market performance of non-
cyclical sector companies listed on the Indonesia Stock
Exchange for the period 2018-2022. The number of samples
is 38 companies so the total observation data is 190 data on
38 companies. This study uses a causal descriptive design
approach where the measurement of managerial
effectiveness uses return on net operating assets and credit
risk is measured by debt to equity ratio. While measuring
market performance using Tobin's Q. The study used RNOA
to measure managerial effectiveness, Tobin's Q to measure
market performance and DER to measure credit risk. The
results of the study show that 88.1% variation in the value of
Tobin's Q in non-cyclical sector companies listed on the IDX
can be explained by the return on net operating assets RNOA
and debt to equity ratio DER. which indicates that
managerial effectiveness and credit risk play a crucial role in
determining the company's market performance. Partially,
the return on net operating assets of RNOA had a significant
negative effect on Tobin's Q and the debt-to-equity ratio
DER had a significant positive effect on Tobin's Q.
Introduction
The value of a company is determined by its profitability and growth (Palepu &
Healy, 2013) so companies must increase profitability and ensure their growth to be
competitive in an increasingly competitive market. The main goals of a company are to
obtain maximum revenue, sustainable business, provide goods and services to consumers,
and create jobs. To pursue a sustainable business, companies need to pay attention to
performance indicators that can affect investor perception (Aryasa, Fenisa, Astriana,
Linanda, & Sumaryanti, 2024).
Company performance is the result of the manager's performance in managing and
running a company and is a formal effort carried out by the company to evaluate the
efficiency and effectiveness of company activities that have been carried out in a certain
period (Sofyan, 2019). Company performance can be measured financially and non-
Predictive Ability of Managerial Effectiveness and Credit Risk on Market Performance
of Manufacturing Industry
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3101
financially (or strategic or operational performance), both of which are very important for
the company's sustainability (Aifuwa, 2020). Financial performance can be evaluated
based on its management of financing, expenses, revenue, and overall profitability and
can significantly affect its stock price.
Good financial management will also produce good financial performance, so it is
necessary to pay attention that financial performance can be a good information signal
for external parties who will become investors. The information signals obtained will
determine the market reaction. Therefore, companies must ensure good financial
performance because it can affect market performance (Aifuwa, 2020), and can
significantly affect its stock price. Financial ratios can be used to measure and analyze a
company's financial performance and predict the likelihood of bankruptcy.
Managerial effectiveness plays an important role in influencing company
performance. Effective management can result in improved organizational performance,
employee retention, increased efficiency, improved communication, and clear
accountability. Managers with high strategic abilities are more focused on opportunities
that lead to increased company innovation and better financial performance (Inam Bhutta,
Sheikh, Munir, Naz, & Saif, 2021).
Previous research (Ting, Tebourbi, Lu, & Kweh, 2021) shows that managerial
abilities help companies achieve their goals by improving credit ratings, access to
financing, and overall company performance. High managerial skills make it easy to
identify threats, opportunities, and competitive advantages that ultimately have a positive
impact on the Company's performance. Furthermore, (Annisa & and Asyik, 2019) stated
that managers have a crucial role in shaping and supervising company policies so that
their influence on financial performance becomes a very relevant and significant aspect.
Ting further added that effective management practices are essential for the success of an
organization and are often tailored to specific circumstances. Parameters such as company
results, organizational environment, employee development, satisfaction, and financial
indicators are commonly used to assess management's effectiveness in driving company
performance.
Measurement of management effectiveness by Subramanyam (2014) using the
Return on Net Operating Asset (RNOA) financial indicator measures the performance of
company managers who separate operational and non-operational components, by
calculating the company's profit on net operating assets. The measurement of managers'
performance using operating activities is more relevant because it lasts a long time and is
relevant in determining the stock price, the operating activities in question are all the
activities necessary to bring the company's products or services to the market and to serve
the needs of its customers. Operational activities are very important, and companies must
carry them out effectively and efficiently to survive for a long time to ensure the
sustainability of the company. Therefore, this study uses companies operating in the non-
cyclical consumer sector according to the classification of the Indonesia Stock Exchange
(IDX).
Cry Cinta Putri Anjel, Hanna Gratia Kambey, Fanny Soewignyo
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3102
Manufacturing companies engaged in the non-cyclical consumer goods sector are
companies that produce and distribute primary consumer goods, where the demand for
goods and services is not affected by economic growth because their products are needed
by consumers' daily needs (Dwicahyani et al., 2022). This sector is less dependent on
changes in the economic and business cycle, where non-cyclical companies produce or
distribute goods and services that are always needed so that their financial performance
is relatively stable and not affected by fluctuations in economic activity (Dwicahyani et
al., 2022; Ridhasyah, 2023; Zanubah et al., 2023). That is why this sector is often the
focus of profitability analysis because it offers stability in financial performance,
especially during periods of economic uncertainty (Dwicahyani et al., 2022; Ridhasyah,
2023). In the context of profitability analysis, non-cyclical consumer goods
manufacturing companies tend to show reliable performance consistency in investment
decisions (Ridhasyah, 2023).
A good company exercises full control over the profits achieved by each profit-
generating part and rewards its managers for such achievements. In evaluating investment
alternatives, management assesses performance relative to expected returns. This
assessment then results in strategic decisions and action plans for the company. Therefore,
managerial effectiveness is very important, especially in strategic decision-making,
including investment decisions (Subramanyam, 2014).
This research is motivated by market performance shown by the IDX (2022) and
the results of observations by stock movement observers (Investasi.com, 2022),
especially in the non-cyclical sector in 2018-2022 which shows stable stock prices and
their resilience to economic fluctuations in that period. This phenomenon has attracted
the attention of researchers in this sector to find out how effectively managers can predict
market performance. Such as (Ng & Daromes, 2016) stated that managerial effectiveness
plays a crucial role in determining how a company performs in the market and directing
the company towards sustainable success through appropriate decision-making, effective
financial management with due regard to financial risks, and rapid adaptation to market
changes (Ng & Daromes, 2016).
Thus, this study was conducted to test the ability to predict the effectiveness of
managers on the market performance of the non-cyclical sector listed on the IDX by
adding another variable that affects the company's market performance, namely credit
risk. Credit risk is measured using DER (Debt to Equity Ratio). According to (Bintara,
2020), a higher DER ratio indicates greater credit risk because the company has more
debt than equity.
The researcher wanted to analyze the ability of managerial effectiveness in
predicting the market performance of the consumer goods sector in the period before and
during the COVID-19 pandemic by focusing on managerial effectiveness measured using
RNOA and market performance using Tobin's Q measurement. The market will assess
the managerial performance of the company. Thus, this study provides insight into how
a company's managerial performance can be reflected in the market response for the
research period that has had an impact on the spread of COVID-19.
Predictive Ability of Managerial Effectiveness and Credit Risk on Market Performance
of Manufacturing Industry
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3103
Credit risk analysis measured by DER can affect investors' perception of the
company's strategy in managing funding, especially credit, where if the DER is good, it
can show the effectiveness of debt for the company's expansion and growth (Hulu, Nazmi,
& Saragih, 2023). Previous research stated that DER hurt the value of Tobin's Q because
investors rated a high DER as something bad for investors (Muliana & Ikhsani, 2019),
while other studies conducted by Dwiastuti and Dillak (2019) and research conducted by
Devianasari and Suryantini (2015) found different results, namely DER had a positive
effect on the value of Tobin's Q, where the DER value of a company can affect how
investors value the company. The signalling theory, explains that managers can use debt
as a source of funding that provides more reliable information to investors because
companies that increase debt are seen as companies that are confident in the company
prospects. Based on the relevant literature, the researcher formulated the second
hypothesis as follows:
Ha2: Credit risk has a significant effect on market performance
Research Methods
This study uses a causal descriptive approach with multiple regression analysis. The
population in this study is all non-cyclical sector companies listed on the Indonesia Stock
Exchange (IDX) with a total of 129 companies in 2023. The criteria for selecting the
sample used purposive sampling where the companies being studied were those that were
consistently registered, and published annual reports during the observation year, namely
2018 to 2022 and data that had negative profit and negative equity values were excluded
from observation so that the number of company samples obtained was 38 companies
with a total of 190 data.
Classical Assumption Test
In this study, a classical assumption test was carried out including testing
multicollinearity and heteroscedasticity. The normality test was not carried out in this
study because the data in the study exceeded 30 data, which amounted to 190 data. The
results of the multicollinearity test showed that all the independent variables tested had a
VIF value of 1,000 < 10, so this study was free from multicollinearity problems. The
results of the heteroscedasticity test using the Park test, the significance values of RNOA
and DER were 0.700 and 0.734 respectively greater than 0.050, so this study was free
from heteroscedasticity problems.
Research variables
Table 1
Research Variables
Variable
Measurement
RNOA
NO PART/NOA
Cry Cinta Putri Anjel, Hanna Gratia Kambey, Fanny Soewignyo
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3104
THE
Total debt/shareholders' equity
Q
Tobin's
Q
(Market equity+Total Debt)/Total Asset
In this study, the effectiveness of managers is measured using RNOA (Return on
Net Operating Asset) as an independent variable, following the formula of Subramanyam
(2014) as follows:
𝑅𝑁𝑂𝐴 =
𝑁𝑒𝑡 𝑜𝑝𝑒𝑟𝑎𝑡𝑖𝑛𝑔 𝑝𝑟𝑜𝑓𝑖𝑡 𝑎𝑓𝑡𝑒𝑟 𝑡𝑎𝑥 (𝑁𝑂𝑃𝐴𝑇)
𝐴𝑣𝑒𝑟𝑎𝑔𝑒 𝑛𝑒𝑡 𝑜𝑝𝑒𝑟𝑎𝑡𝑖𝑛𝑔 𝑎𝑠𝑠𝑒𝑡 (𝑁𝑂𝐴)
RNOA is defined as net operating income after tax (NOPAT) divided by average
net operating assets (NOA). NOPAT is net income after tax, without considering the
company's capital structure, i.e. debt and equity. Meanwhile, NOA is an operating asset
consisting of total assets minus invested financial assets. So in data collection, the
invested assets are not taken into account.
The credit risk used is a measurement of the debt-to-equity ratio as a control
variable. The formula for calculating DER (Subramanyam, 2014) is:
𝐷𝐸𝑅 (𝐷𝑒𝑏𝑡 𝑡𝑜 𝐸𝑞𝑢𝑖𝑡𝑦 𝑅𝑎𝑡𝑖𝑜) =
𝑇𝑜𝑡𝑎𝑙 𝑑𝑒𝑏𝑡
𝑆ℎ𝑎𝑟𝑒ℎ𝑜𝑙𝑑𝑒𝑟𝑠 𝑒𝑞𝑢𝑖𝑡𝑦
Total debt or total debt includes all obligations of the company, both short-term and
long-term. Shareholders equity or total equity is the total equity of the owner or
shareholder, which can include paid-up capital, retained earnings, and preferred stock.
Market performance was measured using Tobin's Q as a bound variable following
the research (Muallifin & Priyadi, 2016) calculated by the following formula:
𝑄 (𝑇𝑜𝑏𝑖𝑛′𝑠 𝑄) =
𝑀𝑎𝑟𝑘𝑒𝑡 𝐸𝑞𝑢𝑖𝑡𝑦 + 𝑇𝑜𝑡𝑎𝑙 𝐷𝑒𝑏𝑡
𝑇𝑜𝑡𝑎𝑙 𝐴𝑠𝑠𝑒𝑡
Tobin's Q is defined as market equity plus the company's debt and divided by the
company's total assets. Market equity is calculated by multiplying the number of
outstanding ordinary shares by the closing price of shares (Muallifin & Priyadi, 2016).
egression equation in this study: 𝐶𝑎𝑂𝐴 + 𝛽2𝐷𝐸𝑅 + 𝜀.
Results and Discussion
Descriptive analysis
Table 2 is a statistical descriptive result showing that the average RNOA value in
non-cyclical sector companies throughout the 2018-2022 period is 7.91%, the average
DER value is 91.57%, and the average Tobin's Q value is 41.99%.
Predictive Ability of Managerial Effectiveness and Credit Risk on Market Performance
of Manufacturing Industry
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3105
Table 2
Descriptive Statistics
N
Minimum
Maximum
Mean
Std.Deviation
RNOA
190
.00
.37
.0791
.0641
DER
190
.09
3.58
.9157
.7018
Q
190
.08
.79
.4199
.1835
Valid N (listwise)
190
Hypothesis Testing
Table 3
Table 3 shows the summary results of multiple regression analysis with a total of
190 research data. The results of this analysis show that simultaneously or together the
variables RNOA and DER have a significant effect on Tobin's Q, with a prob value. (F)
is .000 or < 0.05. These findings show that RNOA and DER together play an important
role in determining the market performance of a non-cyclical sector company, which is
Variabel
Bebas
Unstandardized
Coefficients
Standardized
Coefficients
t
Sig.
B
Std.
Error
Beta
(Constant)
.237
.009
25.044
.000
RNOA
-.484
.072
-.169
-6.743
.000
DER
.241
.007
.923
36.800
.000
Adj. R
Square =
.881
F - Value
=
700.480
Prob. (F)
=
.000
Jumlah Data
=
190
Cry Cinta Putri Anjel, Hanna Gratia Kambey, Fanny Soewignyo
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3106
measured by Tobin's Q. The value of the determination coefficient is obtained with an r-
squareadjusted R2 value of 0.881, which means that there is as much as 88.1% variation
in the Tobin's Q value of non-cyclical sector companies listed on the IDX can be
explained by the RNOA and DER variables. While the remaining 11.98% was influenced
by other variables outside the study.
Pengaruh RNOA (Return on Net Operating Asset) terhadap Tobin's Q
The results of the analysis of the significance values of each independent variable
found that the RNOA variable had a negative and significant effect on Tobin's Q = -
.484, ρ = .000). Thus, Ha1 is accepted. This result indicates that the higher the RNOA
value, the lower the Tobin's Q value. This is not in line with the research conducted by
Rahman and Sunarto (2019) which stated that a high RNOA is positively correlated with
the value of Tobin's Q. a good company.
In theory, it is expected that the higher the profitability, the higher the market value
of the company, but on the other hand, the stock price or company value can also be
influenced by investors' views on the company's prospects. A high RNOA provides an
overview of the effectiveness of managers in terms of the company's performance in
generating profits, but the company's market performance is influenced by several factors
that are not included in this study. According to research conducted by Veronica
(Veronica & Pebriani, 2020) stock market performance is also influenced by external
factors seen from a fundamental and macroeconomic perspective, not only influenced by
the company's internal ability to manage risk and generate profits. This significant
negative influence can also be caused by the evaluation by investors of the DER value
indicated in the descriptive results with a maximum value of up to 3.56 and an average of
0.92. In addition, this result can also be caused because this study includes the COVID-
19 period, namely 2020 to 2023 based on official information from the Cabinet Secretariat
of the Republic of Indonesia (2023), which has an impact on the company's market
performance.
Effect of DER (Debt to Equity Ratio) on Tobin's Q
The results of the significance value analysis found that the DER variable had a
positive and significant effect on Tobin's Q = 0.241.037, ρ = .000). Thus, Ha2 is
accepted. These results indicate that the company's capital structure affects the market
against companies in the non-cyclical sector, companies with high DER have a good
market value as well. The signalling theory states that when a company uses external
funds (debt) to fund its business, then investors will see it as a positive signal because of
the investor's perception that when the company uses debt, the company is trusted by
investors. Investors assess the existence of creditor confidence in this sector by providing
a relatively large amount of credit, which is certainly a big risk. The level of creditor trust
by providing large credit has an impact on the level of investor confidence.
The results of this study are in line with research conducted by Dwiastuti and Dillak
(2019) and Devianasari and Suryantini (2015) that DER has a positive and significant
value on market performance because high debt in a company is not always considered
bad if the company can pay its obligations, the company is considered to have a good
Predictive Ability of Managerial Effectiveness and Credit Risk on Market Performance
of Manufacturing Industry
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3107
value, and companies that use a capital structure with increased debt can be seen as
companies that are confident in the company's prospects. However, this result is not in
line with research conducted by Rahman and Sunarto (2019) that DER is a factor that
influences investors' decisions in making investment decisions, a high DER is a negative
signal for investors about the company's financial condition.
Conclusion
The results of this study conclude that managerial effectiveness and credit risk play
a crucial role in determining market performance and directing the company towards
sustainable success, including running operations, generating profits, and managing credit
risks that have an impact on the company's performance. Make an important contribution
to understanding the relationship between managerial effectiveness as well as corporate
capital structure and market performance in non-cyclical companies. These non-cyclical
sector companies need to conduct an in-depth evaluation of the manager's performance
and adjust strategies in order to improve the company's market performance even though
the company's RNOA value is lower, it is also important to pay attention to the debt in
the company's capital structure which provides benefits for the company's value, where
the use of debt as a source of funding can improve the company's performance.
The limitation of the research is that it only considers two variables as independent
variables and can only be concluded for the non-cyclical sector, the next research is
expected to add other types of independent variables so that it covers a wider range
because market performance as a picture of investors' perception of the company can be
influenced by other factors such as external risks and market conditions, not only the
company's internal ability to produce advantage. The use of RNOA as a variable to
measure manager effectiveness is still relatively poorly researched, so other studies may
be able to consider RNOA as a tool to measure manager effectiveness because it describes
the returns generated from the use of operating assets that are the responsibility of
management to generate profits from the company's asset capital. Further research may
also be able to examine sectors other than the non-cyclical sector listed on the IDX and
is recommended to use the period without the COVID-19 period or compare the COVID-
19 period with the period of normal conditions.
Cry Cinta Putri Anjel, Hanna Gratia Kambey, Fanny Soewignyo
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3108
Bibliography
Aifuwa, Hope Osayantin. (2020). Sustainability reporting and firm performance in
developing climes: A review of the literature. Copernican Journal of Finance &
Accounting, 9(1), 929.
Annisa, Winda Esra, & Asyik, Nur Fadjrih. (2019). Pengaruh Good Corporate
Governance Dan Pengungkapan Tanggung Jawab Sosial Perusahaan Terhadap
Kinerja Keuangan. Jurnal Ilmu Dan Riset Akuntansi (JIRA), 8(2).
Aryasa, Hence Made, Fenisa, Delta, Astriana, Giarti, Linanda, Pratika, & Sumaryanti,
Atin. (2024). Profitabilitas dalam sektor manufaktur barang konsumsi Indonesia:
Investigasi empiris. Jurnal Akuntansi Dan Manajemen, 21(1), 1126.
https://doi.org/10.36406/jam.v21i1.1296
Bintara, Rista. (2020). The effect of working capital, liquidity and leverage on
profitability. Saudi Journal of Economics and Finance, 4(01), 2835.
Hulu, IKIT, Nazmi, Hendra, & Saragih, Jhon Raphael. (2023). Pengaruh debt to equity
ratio (DER) terhadap harga saham pada perusahaan manufaktur yang terdaftar di
Bursa Efek Indonesia (BEI) periode 2019-2021. Jurnal Ekonomi Bisnis Digital,
2(2), 273280.
Inam Bhutta, Aamir, Sheikh, Muhammad Fayyaz, Munir, Aroosa, Naz, Arooj, & Saif,
Iqra. (2021). Managerial ability and firm performance: Evidence from an emerging
market. Cogent Business & Management, 8(1), 1879449.
Muallifin, Ovi Rizki, & Priyadi, Maswar Patuh. (2016). Dampak Pengungkapan
Sustainability Report terhadap kinerja keuangan dan kinerja pasar. Jurnal Ilmu Dan
Riset Akuntansi (JIRA), 5(12).
Muliana, Muliana, & Ikhsani, Khilyatin. (2019). Pengaruh Struktur Modal, Pertumbuhan
Perusahaan Dan Ukuran Perusahaan Dengan Profitabilitas Sebagai Variabel
Intervening Terhadap Nilai Perusahaan Sektor Infrastruktur Di Bei. Jurnal Ilmu
Manajemen Terapan, 1(2), 108121. https://doi.org/10.31933/jimt.v1i2.52
Ng, Suwandi, & Daromes, Fransiskus E. (2016). Peran kemampuan manajerial sebagai
mekanisme peningkatan kualitas laba dan nilai perusahaan. Jurnal Akuntansi Dan
Keuangan Indonesia, 13(2), 4.
Sofyan, MOHAMMAD. (2019). Rasio keuangan untuk menilai kinerja keuangan.
Akademika, 17(2), 115121.
Subramanyam, K. R. (2014). Financial statement analysis. McGraw-Hill.
Ting, Irene Wei Kiong, Tebourbi, Imen, Lu, Wen Min, & Kweh, Qian Long. (2021). The
effects of managerial ability on firm performance and the mediating role of capital
structure: evidence from Taiwan. Financial Innovation, 7, 123.
Predictive Ability of Managerial Effectiveness and Credit Risk on Market Performance
of Manufacturing Industry
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 7, July 2024 3109
Veronica, Meilin, & Pebriani, Reny Aziatul. (2020). Pengaruh faktor fundamental dan
makro ekonomi terhadap harga saham pada perusahaan industri properti di Bursa
Efek Indonesia. Islamic Banking: Jurnal Pemikiran Dan Pengembangan
Perbankan Syariah, 6(1), 119138.