Factors Influencing the Financial Performance of
Islamic Rural Banks in Indonesia
Dedek Sri Wahyuni
1
, Hamdi Agustin
2
, Rahmat Setiawan
3
and Hasby
4
1
Master of Management Program student, Islamic University of Riau, Indonesia
2
Magister Management Program, Islamic University of Riau, Pekanbaru, Indonesia
3
Faculty of Economic and Business, Islamic University of Riau, Pekanbaru, Indonesia
4
Faculty of Economic and Business Student, Islamic University of Riau, Pekanbaru, Indonesia
Keywords: NPF, ROA, SIZE, COVID-19.
Abstract: The purpose of this research is to determine the factors that influence the performance of Islamic rural banks
in Indonesia. The aim of this research is to identify the factors that impact the performance of Islamic rural
banks in Indonesia. It is known that banks in developing countries are more vulnerable to external and massive
threats. Therefore, it is very important to study their performance in the era before and during COVID-19. In
this study, there were 163 companies in the population of BPRS. Because the data was incomplete and not
available on the company's website, the sample could not be taken from all populations. There are 74 datasets
that meet the criteria for sampling because they have the most complete financial reports and have been
published during the 2018-2021 period. The results of the study show that the dummy variable COVID-19
has no effect on the financial performance of Sharia Rural Banks. Covid-19 has not had an impact on BPRS
performance due to the segmentation of BPRS consumers, mostly rural communities who earn income from
agriculture, plantations, and trade. The income of BPRS consumers during the Covid-19 period was not
affected by these efforts. Thus, Covid-19 will not have an impact on the financing that has been distributed
by the BPRS. OCOI and SIZE variables affect financial performance. Meanwhile, the CAR, FDR, and NPF
variables have no impact on the financial performance of Sharia Rural Banks.
1 INTRODUCTION
The consequences of COVID-19 for the banking
industry in developing countries could result in major
problems due to COVID-19 there will be a large
increase in the number of people who default on
loans, withdrawals will be difficult, clients will
withdraw funds in savings to finance basic needs, the
amount of funds loan reserves will decrease, and
demand for new investment will also decrease
(Lagoarde-Segot & Leoni, 2013; Su et al., 2020a,
2020b). Although banks are considered as a tool for
growth in any economy, their importance in
facilitating the activities of emerging and developing
economies has increased manifold due to the role of
banks as providing capital financing in both the short
and long term (Rizvi et al., 2020b). The role and
influence of banks is enormous, especially in
countries where financial regulation is immature due
to weak or non-operating security markets, a lack of
effective and tolerable legal regulation, an absence of
contemporary and important financial instruments,
and know-how. and the novelty does an inadequate
part (Barua, 2020). In addition, banks are very
important in developing and developing countries to
stimulate economic growth. If a bank is in a high-risk
condition, then the process of utilizing existing funds
in the bank will be significantly hampered (Naqvi et
al., 2021; Umar et al., 2021a). As a result, in a country
there will be economic development in developing
countries will suffer (Xie, et al., 2022).
Various literature highlighting the potential
implications of COVID-19 for banks has been carried
out in both developed countries (Cecchetti &
Schoenholtz, 2020) and developing countries (Barua
& Barua, 2021). During the COVID-19 pandemic, the
conditions in the banking sector were very vulnerable
because many debtors from various industrial sectors
were affected by COVID-19, so they experienced
problems in carrying out their obligations (Cecchetti
& Schoenholtz, 2020). This will certainly have an
impact on bank performance. However, in this
104
Wahyuni, D., Agustin, H., Setiawan, R. and Hasby, .
Factors Influencing the Financial Performance of Islamic Rural Banks in Indonesia.
DOI: 10.5220/0012628700003798
Paper published under CC license (CC BY-NC-ND 4.0)
In Proceedings of the 2nd Maritime, Economics and Business International Conference (MEBIC 2023) - Sustainable Recovery: Green Economy Based Action, pages 104-110
ISBN: 978-989-758-704-7
Proceedings Copyright © 2024 by SCITEPRESS – Science and Technology Publications, Lda.
condition, banks are still required to continue to
provide good performance because they remember
their important role in carrying out the intermediary
function in various industrial sectors (Hartadinata &
Farihan, 2021).
The following aspects are influenced by this
study's contribution to the literature. First, prior
literature examined the impact of COVID-19 on
macroeconomic prospectives, such as economic
growth (Apergis and Apergis, 2021), International
Trade (Gruszczynski, 2020; Vidya and Prabheesh,
2020), oil price (Mensi et al., 2020; Gharib et al.,
2021), and gold price (Mensi et al., 2020). While at
the firm level, most existing studies focus on the
impact of COVID-19 on a firm’s performance (Fu
and Shen, 2020; Gu et al., 2020; Shen et al., 2020;
Xiong et al., 2020; Škare et al., 2021) and stock
market returns and volatility (Al-Awadhi et al., 2020;
Baek et al., 2020; Zaremba et al., 2020; Harjoto et al.,
2021). The impact of COVID-19 on bank
performance is not widely known (Xiazi and Shabir,
2022).
Understanding the financial performance of all
Sharia Rural Banks or Sharia People's Financing
Banks (BPRS) in Indonesia is absolutely necessary
(Wasiaturrahma et al., 2020). This is because several
previous studies have separately analyzed BPR and
BPRS, such as Muhari and Hosen (2014) and Hartono
et al. (2008) and Septianto and Widiharih (2010).
Researchers who examined the impact of convid -19
on Islamic banks in Indonesia are Ichsan et al (2020),
Azhari & Rofini (2020), Hasan (2020), Efendi &
Harian (2020), Tahlina (2020), Ilhami & Thamrin
(2020 ), Fitriani (2020), Rahmawati et al. (2021). The
performance analysis of Sharia Rural Banks in
Indonesia has been limited by research specializing in
it.
To our knowledge, there is not enough empirical
evidence to support the impact of the pandemic on the
banking sector's performance. The impact of the
Covid-19 pandemic on the performance of the
banking sector has not been examined by any
empirical study to date. From the studies that have
been carried out, it turns out that there is still limited
research on the impact of COVID-19 on the Sharia
Rural Banks in Indonesia, so this research needs to be
done. Therefore, this study contributes to analyzing
the influence of COVID-19 on the performance of
Islamic rural banks in Indonesia. This paper attempts
to identify the impact of the COVID-19 pandemic on
Sharia Rural Banks' financial performance in
Indonesia. This study is an attempt to explore the
implications of the COVID-19 pandemic for the
banking industry in Indonesia. External and massive
threats are more likely to affect banks in developing
countries, as we already know. Therefore, it is very
important to study their performance in the era before
and during COVID-19, especially in Sharia Rural
Banks in Indonesia. The findings in this study offer
valuable implications for banking sector regulation in
Indonesia.
2 LITERATURE REVIEW
BPRS is one of the Islamic banking financial
institutions, whose operational pattern follows sharia
principles or Islamic muamalah. BPRS was
established based on Law no. 7 of 1992 concerning
government regulation (PP) No. 72 of 1992 the bank
is based on the principle of profit sharing. In article 1
paragraph 4 of Law No. 10 of 1998 concerning
changes to Law no. 7 of 1992 concerning banking, it
is stated that BPRS are banks that carry out business
activities based on sharia principles which in their
activities do not provide services in payment traffic.
Before being referred to as an Islamic People's Credit
Bank (BPRS), it was also called At-Tamwil as-Sya'bi
Alislami, namely a bank that conducts business
activities conventionally or based on sharia principles
which in its business activities do not provide services
in payment traffic. Law Number 21 of 2008 regarding
sharia banking defines sharia people's credit banks as
sharia people's financing banks.
Guidelines for the relationship between owners
and management are based on Agency Theory in
Islamic Perspective. Figure 1 shows Islamic sharia is
a guideline for principals (owners) and agencies
(management) in cooperating with companies. Thus,
all actions and policies of principals and agencies
must be based on Islamic sharia. The principle of
agent contract in the Islamic perspective is based on
the ASIFAT concept, namely: Akhidah (obedience to
Allah Ta'ala), Siddiq (true), Fathanah (intelligent),
Amanah (honest/trustful) and Tabligh
(communicative).
Basically, BPRS are banks that carry out business
activities based on Sharia principles, but their
activities do not provide payment traffic services as
in commercial banks. Intermediation is carried out by
raising funds from parties who have excess funds to
those who need funds.
BPRS, as Islamic financial institutions, can
provide financial services similar to those offered by
Islamic commercial banks. In Indonesia, the
development of Islamic banking is based on two
considerations. The first is that the market coverage
is very large in Indonesia, where consumers choose
Factors Influencing the Financial Performance of Islamic Rural Banks in Indonesia
105
not to use conventional banking services because they
prefer to follow Sharia rules. Second, the Islamic
banking system can be implemented as an alternative
to restructuring programs with the help of the
Indonesian government's initiative.
Islamic People's Financing Bank (BPRS) is one of
the Islamic banking financial institutions whose
operational pattern follows Sharia principles or
Islamic Muamalah. Islamic people's financing banks
were established as an active step in the context of
restructuring the Indonesian economy as outlined in
various financial, monetary and banking packages in
general, and specifically to fill opportunities for
conventional bank policies in setting interest rates
(rate of interest). Profit-sharing banking system or
Islamic banking system is widely known.
The COVID-19 pandemic has caused income
from disbursing financing to decrease. COVID-19
has a drawback in that income is lost due to lack of
sales, but expenses must still be made. In Indonesia,
the spread of the Coronavirus has weakened the
performance and capacity of Islamic banks,
especially for debtors. The weak performance of
debtors can increase the risk of financing, which
could disrupt banking and the financial stability of
Islamic banking.
COVID-19 has become the focus of great
attention for the State of Indonesia because of the
problems it continues to cause, there are many losses
due to COVID-19 which have an impact on the
Indonesian economy.
The economic development of a country basically
aims to achieve social welfare through rapid
economic growth and fair distribution of income.
During the COVID-19 pandemic, the economy was
hit, all businesses experienced a slowdown, including
BPRS.
3 RESEARCH METHODOLOGY
This study is focused on a BPRS company that has
been registered with the Financial Services Authority
(OJS) and has financial data from 2018-2021. The
sampling method is based on a purposive sampling
method based on a technique based on certain criteria.
The population of BPRS in this study was 163
companies. Because the data was incomplete and not
available on the company's website, the sample could
not be taken from all populations. so that there are 74
data or 296 observations that meet the criteria for
being sampled because they have the most complete
financial reports and have been published in the 2018-
2021 period. The dependent variable used in this
study is the Return On Assets (ROA). Following past
studies of Sufian and Habibullah (2009) and Sufian
and Noor Mohamad Noor (2012), Agustin et al.
(2018), Fajri et al. (2022), Hassan et al. (2022) we
used bank performance as a dependent variable that
is a proxy of return on asset. COVID-19 is a dummy
variable for the time period since COVID-19 stroke
(Caporalea et al, 2017; Fajri et al., 2022)
The data analysis technique uses using multiple
regression model. To test the hypothesis in this study
is as follows:
𝑅𝑂𝐴 = 𝛼 + 𝛽1𝐷𝐶𝑜𝑣𝑖𝑑 + 𝛽2𝐶𝐴𝑅 + 𝛽3𝐹𝐷𝑅
+ 𝛽4𝑁𝑃𝐹 + 𝛽5𝑂𝐶𝑂𝐼 + 𝛽6𝑆𝐼𝑍𝐸
Notes:
ROA = return on assets
DCOVID = Dummy COVID-19 (1 for 2020 and
2021 and 0 for the other years)
CAR = Capital Adequacy Ratio
FDR = Financing to Deposit Ratio
NPF = Non Performing Financing ratio
OCOI = Operating Costs to Operating Income ratio
SIZE = Logarithm of total assets
4 RESULT AND DISCUSSION
Table 1: Multiple Regression Result.
Variable
Commont Effect
Model
Random Effect
Model
Fixed Effect
Model
Coef.
p-value
Coef.
p-value
Constant
-7.053
0.287
-7.053
0.287
DCOVID
-0.149
0.875
-0.149
0.875
CAR
0.011
0.594
0.011
0.594
FDR
-0.008
0.380
-0.008
0.380
NPF
-0.086
0.150
-0.086
0.149
OCOI
-0.014
** 80.006
-0.014
0.006 ***
SIZE
0.632
*0.076
0.632
0.077*
R-squared
0.060
0.060
Adjusted
R-squared
0.041
0.041
Prob>F
0.006
0.006
Total of
observatio
n
296
296
This study revealed no multicollinearity in the
regression model because the correlation between the
independent variables was less than 0.8 (<unk>0.8).
There is no regression model for the
heteroscedasticity of the Glejser test because the
independent variable is not significant to the absolute
residual (prob > 0.05). The results of data processing
MEBIC 2023 - MARITIME, ECONOMICS AND BUSINESSINTERNATIONAL CONFERENCE
106
also show that there is no autocorrelation because the
Durbin Watson value is 2,365 which is between 1 and
3.
The coefficient of DCOVID pandemic is not
significant. This result does not support Almonifi et
al. The 2021 researcher discovered that COVID-19
had a negative impact on Islamic banks in Saudi
Arabia. Such a low impact is caused by the nature of
Islamic Bank which is based on an interest-free
system and avoiding toxic assets that hugely
influence the performance of mainstream Banks in
the middle of crisis Hassan et al., (2020). The
existence of Profit and loss sharing (PLS) system in
the Islamic Bank also minimizes the effect suffered
by the Islamic Bank as the return for investors is
determined by the profit gained (Chapra, 2011).
Covid-19 has not had an impact on BPRS
performance due to the segmentation of BPRS
consumers, mostly rural communities who earn
income from agriculture, plantations, and trade.
These efforts did not have an impact on reducing the
income of BPRS consumers during the Covid-19
period. Thus, Covid-19 will not have an impact on the
financing that has been distributed by the BPRS.
CAR has no effect on ROA. The results of this
study are in line with the research of Rifai & Suyono,
(2019), Azizah & Manda, (2021), Wahyudi, (2020),
and (Gunawan et al., 2020). There is no effect of CAR
on profitability because banks are very careful in
investing their funds so that the CAR value is in
accordance with the provisions, so that banks
minimize the distribution of funds from their capital.
Furthermore, Bank Indonesia's regulations require a
minimum CAR value of 8%. The size of the capital
does not determine the size of the profit generated, if
the bank is careful in distributing its funds, then CAR
will not affect profitability even though the bank has
capital and a high CAR ratio.
FDR has no effect on ROA. The higher the FDR,
the less likely banks are to achieve high profitability.
This shows that the function of the BPRS to channel
financing has not been properly carried out in all the
BPRS studied. This research is in line with the
research of Rahmawati et al., (2021), (Gunawan et al.,
2020), Rifai & Suyono, (2019) and Astuti (2022).
NPF has no effect on ROA. This is possible
because the non-performing financing of Islamic
banks in Indonesia during the study period was not so
large in nominal value. This is also made possible by
the bank's prudent channeling of funds to the public
during the current pandemic. This research is in line
with the research of Karim & Hanafia, (2020),
Gunawan et al., (2020) and Gusmawanti et al., 2020).
OCOI has a negative effect on ROA. Any increase
in operating costs that is not followed by an increase
in operating income will result in reduced profit
before tax and a decrease in ROA. The operational
cost ratio is used to measure the level of efficiency
and ability of a bank to carry out its operational
activities. The smaller this ratio is, the more efficient
the operational costs incurred by the bank, so that the
possibility of the bank being in troubled condition is
also reduced. The greater the OCOI, the smaller the
bank's ROA, because the profit earned by the bank is
also small. This shows that the increase in the bank's
OCOI ratio indicates an increase in the proportion of
operating expenses to operating income received by
the bank, thus if operating costs increase it will reduce
profit before tax which will ultimately reduce ROA at
the bank concerned, by thus the greater the OCOI, the
smaller the bank's ROA, because the profit earned by
the bank is also small. The presence or occurrence of
inefficiencies in operational performance at Islamic
commercial banks is reflected by this. The results of
this study are in line with the research of Azizah &
Manda, (2021), Yuliana and Listari (2021), Hasibuan
et al (2021) and Astuti (2022).
SIZE has a positive effect on ROA. A bigger
bank has a better performance. A big bank has low
fees because there are economies of scale. In addition,
a large bank can diversify its income source by taking
advantage of various types of investment
opportunities. For example, a large bank can take on
a riskier project or provide a larger loan to a company.
The result of this study is in line with research
conducted by Abduh and Issa (2018), Watuseke et.al
(2019), Sanusi and Zulaikha (2019), Rahman et.al
(2020), Dan and Anh (2020) and Fithriyanto (2021)
but it is different from the result of research by
Supiyadi and Nugraha (2018) and Farooq et.al.
(2021).
5 CONCLUSION
The results of data processing show that Covid-19
will not have an impact on the financing that has been
distributed by the BPRS. OCOI and SIZE variables
affect financial performance. Meanwhile, the CAR,
FDR and NPF variables have no effect on the
financial performance of Sharia Rural Banks. Covid-
19 has not had an impact on BPRS performance due
to the segmentation of BPRS consumers, mostly rural
communities who have income from agriculture,
plantations and trade. The income of BPRS
consumers during the Covid-19 period was not
affected by these efforts. OCOI has a negative effect
Factors Influencing the Financial Performance of Islamic Rural Banks in Indonesia
107
on ROA show that Any increase in operating costs
that is not followed by operating income will result in
reduced profit before tax and will result in ROA. The
operational cost ratio is used to measure the level of
efficiency and ability of a bank to carry out its
operational activities. The smaller this ratio, the more
efficient the operational costs incurred by the bank so
that the possibility of a bank in a troubled condition
also becomes smaller. SIZE has a positive effect on
ROA show that a bigger bank has a better
performance. A big bank has low fees because there
are economies of scale
REFERENCES
Abduh, M., & Issa, M. S. (2018). Financial crisis and
determinants of profitability in islamic and
conventional banks: the study of Kuwait banking
industry. IQTISHADIA, 11(1), 1-26.doi:
10.21043/iqtishadia.v10i2.2863
Agustin, H., Indrastuti, S., Tanjung, A.R., & Said, M.
(2018). Ownership structure and bank performance.
Banks and Bank Systems, 13(1), 80-87
Agustin, H, Rahman, F. A., & Jamil, P.C. (2020). A Critical
Islamic perspective towards agency theory.
International Journal of Economics, Business and
Management Research, 4(08), 43-50
Al-Awadhi, A. M., Alsaifi, K., Al-Awadhi, A., and
Alhammadi, S. (2020). Death and contagious infectious
diseases: impact of the COVID-19 virus on stock
market returns. J. Behav. Exp. Financ. 27:100326. doi:
10.1016/j.jbef.2020.100326
Almonifi, Y. S. A., Rehman, S. ul, & Gulzar, R. (2021). The
COVID-19 Pandemic Effect on the Performance of the
Islamic Banking Sector in KSA: An Empirical Study of
Al Rajhi Bank. International Journal of Management,
12(4), 533547.
https://doi.org/10.34218/IJM.12.4.2021.045
Almonifi, Y. S. A., Rehman, S. ul, & Gulzar, R. (2021). The
COVID-19 Pandemic Effect on the Performance of the
Islamic Banking Sector in KSA: An Empirical Study of
Al Rajhi Bank. International Journal of Management,
12(4), 533547.
https://doi.org/10.34218/IJM.12.4.2021.045
Apergis, E., and Apergis, N. (2021). The impact of COVID-
19 on economic growth: evidence from a Bayesian
panel vector autoregressive (BPVAR) model. Appl.
Econ. 53, 67396751. doi:
10.1080/00036846.2021.1946479
Astuti, R.P. (2022). Pengaruh CAR, FDR, NPF, Dan BOPO
Terhadap Profitabilitas Perbankan Syariah. Jurnal
Ilmiah Ekonomi Islam, 8(03), 3213-3223
Azhari, A, R., & Rofiul, W. (2020). Analisis Kinerja
Perbankan Syariah: Studi Masa Pandemi Covid-19.
Jurnal Ekonomi Syariah Indonesia, Vol.10, No.2,96-
102
Azizah, A., & Manda, G.S (2021). Pengaruh Car Dan Bopo
Terhadap Return on Assets Bank Umum Syariah Tahun
2015-2019. Jurnal Ekonomi Manajemen Perbankan,
3(2), 79-88
Baek, S., Mohanty, S. K., and Glambosky, M. (2020).
COVID-19 and stock market volatility: an industry
level analysis. Financ. Res. Lett. 37:101748. doi:
10.1016/J. FRL.2020.101748
Barua, Bipasha, & Barua, Suborna. (2021). COVID-19
implications for banks: evidence from an emerging
economy. SN Business & Economics, 1(1), 1-28.
Barua, S. (2020). COVID-19 pandemic and world trade:
Some analytical notes. http://dx.doi.
org/10.2139/ssrn.3577627
Caporale, G. M., Lodh, S., & Nandy, M. (2017). The
performance of banks in the MENA region during the
global financial crisis. Research in International
Business and Finance, 42, 583590
Cecchetti, Stephen G, & Schoenholtz, Kermit L. (2020).
Contagion: Bank runs and COVID-19. Economics in
the Time of COVID-19, 77-80
Chapra, M. U. (2011). The Global Financial Crisis: Can
Islamic Finance Help? Islamic Economics and Finance,
135142.
Dan, N.N.M., & Anh, Y.T. (2020). Determinants of bank
profitability empirical evidence from Vietnamese
commercial banks in the periods of 2013 To 2018.
Journal of social science research, 15, 176-184. DOI:
https://doi.org/10.24297/jssr.v15i.8745
Effendi, I & Hariani, P. (2020). Dampak Covid-19
Terhadap Bank Syariah. Ekonomikawan,Vol. 20, No.2,
221-230
Fajri, M. N., Muhammad, A.B., Umam, K., Putri, L. P., &
Ramadhan, M. A. (2022). The effect of covid-19 and
sectoral financing on Islamic Bank profitability in
Indonesia. Journal of Islamic Economic Laws, 5(1), 38-
60
Farooq, M., Khan, S., Siddiqui, A. A., Khan, M. T., &
Khan, M. K. (2021). Determinants of profitability: a
case of commercial banks in Pakistan. Humanities &
Social Sciences Reviews, 9(2), 01-13.
https://doi.org/10.18510/hssr.2021.921
Fithriyanto N. (2021). The Determinant Factors of Bank
Profitability in Indonesia. Working paper Electronic
copy available at: https://ssrn.com/abstract=3736551
Fitriani, P. D. (2020). Analisis Komparatif Bank Umum
Syariah Pada Masa Pandemi Covid-19. Jurnal Ilmu
Ekonomi dan Studi Pembangunan, Vol.20, No. 2, 113-
124
Fu, M., and Shen, H. (2020). COVID-19 and corporate
performance in the energy industry. Energy Res. Lett.
1:12967. doi: 10.46557/001c.12967
Gharib, C., Mefteh-Wali, S., Serret, V., and Ben Jabeur, S.
(2021). Impact of COVID-19 pandemic on crude oil
prices: evidence from Econophysics approach. Res.
Policy 74:102392. doi:
10.1016/j.resourpol.2021.102392
Gruszczynski, L. (2020). The CoviD-19 pandemic and
international trade: temporary turbulence or paradigm
MEBIC 2023 - MARITIME, ECONOMICS AND BUSINESSINTERNATIONAL CONFERENCE
108
shift? Eur. J. Risk Regulat. 11, 337342. doi:
10.1017/err.2020.29
Gu, X., Ying, S., Zhang, W., and Tao, Y. (2020). How do
firms respond to COVID-19? First evidence from
Suzhou, China. Emerg. Mark. Financ. Trade 56, 2181
2197. doi: 10.1080/1540496X.2020.1789455
Gunawan, I., Purnamasari, E. D., & Setiawan, B. (2020).
Pengaruh CAR, NPF, FDR, dan BOPO terhadap
Profitabilitas (ROA) pada Bank Syariah Bukopin
Periode 2012-2018. Jurnal Manajemen SDM,
Pemasaran, Dan Keuangan, 1(1), 1136.
http://doi.org/xxxx/xxxx
Gusmawanti, A., Supaijo, S., Iqbal, M., & Fasa, M. I.
(2020). The Nexus Between FDR, NPF, BOPO Toward
Profitability Of Indonesian Islamic Bank. Al-Amwal:
Jurnal Ekonomi Dan Perbankan Syari’ah, 12(2), 167
180. https://doi.org/10.24235/amwal.v12i2.7155
Harjoto, M. A., Rossi, F., Lee, R., and Sergi, B. S. (2021).
How do equity markets react to COVID-19? Evidence
from emerging and developed countries. J. Econ. Bus.
115:105966. doi: 10.1016/J.JECONBUS.2020.105966
Hartadinata, OS., & Farihah, E. (2021). Indonesian go
public bank performance: before and during covid-19.
Berkala Akuntansi dan Keuangan Indonesia, 06, 111-
131.
Hartono, I., Djohar, S., & Daryanto, H.K. (2008). Analisis
efisiensi Bank Perkreditan Rakyat di Wilayah
Jabodetabek dengan Pendekatan data envelopment
analysis. Jurnal Manajemen & Agribisnis, 5(2), 5263.
Hasan, Z. (2020). The Impact of Covid-19 on Islamic
Banking in Indonesia During the Pandemic Era. Journal
of Entrepreneurship and Bussiness, Vol.8, No.2, 19-32
Hasibuan, A.F., Falahuddin, & Ulva, H. (2021). Pengaruh
Bopo, FDR Dan Npf Terhadap Profitabilitas (ROA)
Pada Bank Syariah Periode 2009-2019. Jurnal el-
Amwal, 4(1), 1-12
Hassan, M. K., Rabbani, M. R., & Ali, M. A. M. (2020).
Challenges for the Islamic Finance and banking in post
COVID era and the role of Fintech M. Kabir Hassan 1,
Mustafa Raza Rabbani 2 and Mahmood Asad Mohd.
Ali 3. Journal of Economic Cooperation and
Development, 41(3), 93116.
Hassan, M. K., Karim, M. S., Lawrence, S., & Risfandy, T.
(2022). Weathering the COVID-19 storm: The case of
community banks. Research in International Business
and Finance, 60, 1-24
Ichsan, R. N., Yusuf, S., & Sitompul. I. (2021).
Determinant of Sharia Bank’s Financial Performance
during the Covid-19 Pandemic. BIRCI Journal, Vol.4,
No.1, 298-309
Ilhami & Thamrin. H (2021). Analisi Dampak Covid-19
terhadap Kinerja Keuangan Perbankan Syariah di
Indonesia. Jurnal Tabbaru’: Islamic Banking and
Finance, Vol.4, No.1, 37-45
Karim, A., & Hanafia, F. (2020). Analisis CAR, BOPO,
NPF, FDR, NOM, Dan DPK Terhadap Profitabilitas
(ROA) Pada Bank Syari’ah Di Indonesia. Target: Jurnal
Manajemen Bisnis, 2(1), 3646.
https://doi.org/10.30812/target.v2i1.697
Lagoarde-Segot, T., & Leoni, P. L. (2013). Pandemics of
the poor and banking stability. Journal of Banking &
Finance, 37(11), 45744583.
https://doi.org/10.1016/j.jbankfin.2013.04. 004
Mensi, W., Sensoy, A., Vo, X. V., and Kang, S. H. (2020).
Impact of COVID-19 outbreak on asymmetric
multifractality of gold and oil prices. Res. Policy
69:101829. doi: 10.1016/j.resourpol.2020.101829
Muhari, S., & Hosen, M.N. (2014). Tingkat Efisiensi BPRS
di Indonesia: Perbandingan Metode SFA dengan DEA
dan Hubungannya Dengan CAMEL. Jurnal Keuangan
Dan Perbankan, 18 (2), 307328.
Naqvi, S. A. A., Shah, S. A. R., Anwar, S., & Raza, H.
(2021). Renewable energy, economic development, and
ecological footprint nexus: Fresh evidence of
renewable energy environment Kuznets curve (RKC)
from income groups. Environmental Science and
Pollution Research International, 28(2), 20312051.
Rahman, H., Yousaf, M.W., & Tabassum, N. (2020). Bank-
Specific and macroeconomic determinants of
profitability: a revisit of pakistani banking sector under
dynamic panel data approach. International of Journal
Financial Studies, 8(42), 1-19.
doi:10.3390/ijfs8030042
Rahmawati, Salim & Priyono. (2021). Analisis Komparatif
Kinerja Keuangan Bank Syariah Sebelum Dan Saat
Pandemi Covid-19 (Studi Pada Bank Syariah Yang
Terdaftar Di OJK). e-Jurnal Manajemen, Vol.10,
No.10, 1-11
Rifai, F., & Suyono, N. A. (2019). Pengaruh Capital
Adequacy Ratio, Non Performing Financing, Financing
To Deposit Ratio Dan Net Operating Margin Terhadap
Profitabilitas Bank Syariah (Studi Empiris Pada Bank
Umum Syariah Dan Unit Usaha Syariah Yang Terdaftar
Di Otoritas Jasa Keuangan Perio. Journal of Economic,
Business and Engineering, 1(1), 150160
Rizvi, S. K. A., Yarovaya, L., Mirza, N., & Naqvi, B.
(2020b). The impact of COVID-19 on valuations of
non-financial European firms.
http://dx.doi.org/10.2139/ssrn.3705462
Sanusi, M., & Zulaikha, S. (2019). The impact of bank-
specific and macroeconomic variables on profitability
of Islamic rural bank in Indonesia. Jurnal Ilmiah
Ekonomi Islam, 5(03), 317-325. DOI:
http://dx.doi.org/10.29040/jiei.v5i3.635
Septianto, H., & Widiharih, T., 2010. Analisis efisiensi
Bank Perkreditan Rakyat di Kota Semarang dengan
Pendekatan data envolepment analysis. Media
Statistika, 3 (1), 4148.
Shen, H., Fu, M., Pan, H., Yu, Z., and Chen, Y. (2020). The
impact of the COVID-19 pandemic on firm
performance. Emerg. Mark. Financ. Trade 56, 2213
2230. doi: 10.1080/1540496X.2020.1785863
Škare, M., Soriano, D. R., and Porada-Rochoń, M. (2021).
Impact of COVID-19 on the travel and tourism
industry. Technol. Forecast. Soc. Chang. 163:120469.
doi: 10.1016/J.TECHFORE.2020.120469
Su, C.-W., Huang, S.-W., Qin, M., & Umar, M. (2021a).
Does crude oil price stimulate economic policy
uncertainty in BRICS? Pacific-Basin Finance Journal,
Factors Influencing the Financial Performance of Islamic Rural Banks in Indonesia
109
66, 101519. https://doi.
org/10.1016/j.pacfin.2021.101519
Su, C.-W., Khan, K., Umar, M., & Zhang, W. (2021b).
Does renewable energy redefine geopolitical risks?
Energy Policy, 158, 112566.
https://doi.org/10.1016/j.enpol.2021.112566
Sufian, F. (2011). Profitability of the Korean banking
sector: Panel evidence of bank-specific and
macroeconomic determinants. Journal Economics and
Management, 7(1), 43-72.
Sufian, F., & Habibullah, M. S. (2010). Assessing the
impact of financial crisis on bank performance
empirical evidence from Indonesia. ASEAN Economic
Bulletin, 27( 3), 245-62.
Sufian, F., & Habibullah, M. S. (2012). Globalizations and
bank performance in China. Research in International
Business and Finance, 26, 221-239.
Supiyadi, D., & Nugraha, M. A. (2018). The Determinants
of Bank Profitability: Empirical evidence from
Indonesian Sharia Banking Sector. 1st International
Conference on Economics, Business,
Entrepreneurship, and Finance (ICEBEF 2018),
Jakarta-Indonesia
Tahlani, H. (2020). Tantangan Perbankan Syariah dalam
Menghadapi Pandemi Covid-19. Madani Syariah,
Vol.3, No.2, 92-113
Umar, M., Ji, X., Kirikkaleli, D., & Alola, A. A. (2021a).
The imperativeness of environmental quality in the
United States transportation sector amidst biomass-
fossil energy consumption and growth. Journal of
Cleaner Production, 285, 124863.
https://doi.org/10.1016/j.jclepro. 2020.124863
Vidya, C. T., and Prabheesh, K. P. (2020). Implications of
COVID-19 pandemic on the global trade networks.
Emerg. Mark. Financ. Trade 56, 24082421. doi:
10.1080/1540496X.2020.1785426
Wahyudi, R. (2020). Analisis Pengaruh CAR, NPF, FDR,
BOPO dan Inflasi terhadap Profitabilitas Perbankan
Syariah di Indonesia: Studi Masa Pandemi Covid-19.
At-Taqaddum, 12(1), 13.
https://doi.org/10.21580/at.v12i1.6093
Wasiaturrahma, Sukmana, R., Ajija, S.R, & Salama, S.C.,
& Hudaifah, A. (2020). Financial performance of rural
banks in Indonesia: A two-stage DEA approach.
Heliyon 6 (2020), 1-9.
Watuseke, C., Worang, F., & Tielung, M. (2019).
Determinants of bank profitability in Indonesia (case
study of Indonesian commercial banks listed in idx
period 20102015). Jurnal EMBA, 7(1), 211 220.
Xiazi, X., & Shabir, M. (2022). Coronavirus pandemic
impact on bank performance. Front. Psychol. 13,. 1-14
doi: 10.3389/fpsyg.2022.1014009
Xie, H., Chang, H., Hafeez, M & Saliba, C. (2022).
COVID-19 post-implications for sustainable banking
sector performance: evidence from emerging Asian
economies. Economic Research-Ekonomska
Istraživanja, 35(1), 4801–4816.
https://doi.org/10.1080/1331677X.2021.2018619
Xiong, H., Wu, Z., Hou, F., and Zhang, J. (2020). Which
firm-specific characteristics affect the market reaction
of Chinese listed companies to the COVID-19
pandemic? 56, 22312242. doi:
10.1080/1540496X.2020.1787151,
Yuliana, I. R., & dan Listari, S. (2021). Pengaruh CAR,
FDR, Dan BOPO Terhadap ROA Pada Bank Syariah
Di Indonesia. Jurnal Ilmiah Akuntansi Kesatuan, 9(2),
309-334
Zaremba, A., Kizys, R., Aharon, D. Y., and Demir, E.
(2020). Infected markets: novel coronavirus,
government interventions, and stock return volatility
around the globe. Financ. Res. Lett. 35:101597. doi:
10.1016/j.frl.2020.101597
MEBIC 2023 - MARITIME, ECONOMICS AND BUSINESSINTERNATIONAL CONFERENCE
110