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Savings and Loan Cooperatives (KSP) play a vital role in expanding community access to capital, especially within the informal sector. Nevertheless, non-performing loans remain a persistent challenge that can threaten liquidity and long-term institutional sustainability. KSP CU Mera Ndi Ate faces similar issues, which are assumed to stem not only from administrative weaknesses but also from members’ perceptions and behavioral factors. This research aims to examine the potential causes of non-performing loans through text-based sentiment analysis using an unsupervised learning approach. A quantitative method with a data mining framework was applied. Data were gathered through interviews, observations, documentation, and 200 customer opinion texts processed using the Orange Data Mining application. The analytical stages included preprocessing, corpus development, feature extraction, sentiment clustering, and visualization. Because the dataset lacked predefined labels, unsupervised learning was used to identify naturally emerging sentiment patterns. Findings reveal a predominance of critical sentiments related to credit assessment procedures and service quality. The highest sentiment score (75) concerned insufficient creditworthiness evaluation, followed by concerns about service efficiency (66.6667). These insights suggest that improving assessment accuracy and service quality may help reduce non-performing loans.

This study aims to provide a comprehensive overview of the implementation of green finance and its relationship with the financial performance and profitability of banking institutions in Indonesia. Although sustainable finance policies have been continuously strengthened by regulators and stakeholders, the contribution of green financing to overall banking performance is still developing gradually, making it important to conduct a more focused and systematic analysis of its effectiveness. This research specifically aims to describe the application of green financing practices, assess financial performance conditions, and analyze bank profitability during the 2020–2024 period. The study employs a descriptive quantitative approach using secondary data on green financing distribution, financial performance indicators such as the Capital Adequacy Ratio (CAR), Non-Performing Loans (NPL), and Loan to Deposit Ratio (LDR), as well as profitability measured through Return on Assets (ROA). The findings indicate that the implementation of green finance has the potential to enhance long-term financial stability and improve profitability in the banking sector. This study implies that expanding green financing can serve as a relevant and sustainable business strategy for the banking industry while simultaneously supporting national sustainability and environmental development objectives.

Islamic Financial Institutions play a vital role in strengthening the Islamic economy in Aceh, particularly through financing micro businesses. Article 14 of Qanun Aceh Number 11 of 2018 sets a target of 40% profit-sharing-based financing for Micro, Small, and Medium Enterprises (MSMEs) by 2024. However, the realization of financing with profit-sharing contracts is still low. This study aims to examine the implementation of Qanun Number 11 of 2018 in facilitating micro business financing in Aceh, identify obstacles in its implementation, and analyze the roles of the government, society, and the private sector in supporting this process. The study uses an empirical juridical method, collecting data through literature studies, interviews, and observations. Data analysis is conducted qualitatively with a prescriptive analytical approach. Challenges to financing distribution include business actors not meeting credit quality assessments and prudential banking standards, causing banks to implement risk management strategies to prevent non-performing loans. Additionally, low financial literacy among business actors remains a significant barrier. The local government supports micro business financing by establishing the Technical Implementation Unit of the Integrated Business Service Office, providing financial assistance, and introducing the draft Qanun of Aceh Sharia Financing Guarantee. Bank Aceh Syariah offers training and coaching for MSMEs, while Bank Syariah Indonesia aids MSMEs through the MSME Center and the Muslim Entrepreneur program. Improving financial literacy is essential for business development. The study recommends that the Aceh Government strengthen the implementation of Qanun Sharia Financial Institutions, increase profit-sharing-based MSME financing, and promote financial literacy.

This study analyzes the dynamics of Non-Performing Loans (NPLs) in the Indonesian banking sector by examining both internal and external factors affecting financial stability. The variables included in the research are NPL, Loan to Deposit Ratio (LDR), lending interest rate, inflation, Household Debt to Income (HDTI), fintech lending, and Capital Adequacy Ratio (CAR). Using annual secondary data from 2005 to 2024, sourced from the World Bank and Statistics Indonesia (BPS), the study employs a Vector Autoregression (VAR) method. This method includes stationarity tests, optimal lag selection, cointegration tests, Impulse Response Function (IRF), and Forecast Error Variance Decomposition (FEVD). The results show that most variables demonstrate a dominant contribution from their own shocks, although interactions between variables remain significant. The IRF analysis reveals that CAR and HDTI are relatively stable and quickly return to equilibrium, while fintech lending, inflation, and NPLs show more volatile responses, making them more susceptible to external shocks. LDR and lending interest rates are sensitive in the short term but tend to stabilize over the long run. FEVD further indicates that inflation plays a significant role in driving NPL variations, while fintech lending is closely associated with CAR in the long term. The study concludes that the stability of Indonesia’s banking sector is influenced by both internal factors like CAR and LDR, as well as external factors such as inflation, fintech lending, and household debt. Thus, a coordinated approach involving monetary policy, macroprudential measures, and financial supervision is crucial to enhance the resilience of the banking sector against global and domestic economic shifts.

This study aims to analyze the effect of liquidity and credit risk on the profitability of banks listed on the Indonesia Stock Exchange (IDX) during the period 2018–2022. Profitability is measured by Return on Assets (ROA), liquidity is proxied by the Loan to Deposit Ratio (LDR), while credit risk is measured using the Non-Performing Loan (NPL) ratio. The research employs a quantitative approach with multiple linear regression analysis to test the partial and simultaneous influence of the independent variables on profitability. Data were obtained from the annual financial reports of banks published on the IDX, covering a five-year observation period. The results of the analysis show that credit risk, as measured by NPL, has a significant negative effect on bank profitability. This finding reflects that the higher the NPL ratio, the lower the bank’s ability to generate returns on assets, emphasizing the importance of effective credit quality management. In contrast, the liquidity level measured by LDR demonstrates a positive but statistically insignificant effect on ROA. This suggests that although liquidity plays a role in supporting banking operations, its direct impact on profitability is relatively weak when considered independently. However, when examined simultaneously, both credit risk and liquidity significantly affect bank profitability. These findings imply that effective credit risk management is a crucial determinant of financial performance in the banking sector. High levels of non-performing loans can erode bank profits, while optimal liquidity management supports operational efficiency, even if its impact is not strongly significant in isolation. From a managerial perspective, banks need to strengthen monitoring of loan quality, implement more prudent credit policies, and adopt sustainable liquidity strategies to enhance profitability. For regulators, the results highlight the importance of supervising asset quality and ensuring adequate liquidity management in the banking system. This study contributes to the literature on banking performance by providing empirical evidence on the interaction between credit risk, liquidity, and profitability in the Indonesian banking sector.

This research focuses on analyzing the impact of fundamental financial ratios on stock prices in the banking sector, specifically examining PT. Bank Mandiri Tbk. The key financial ratios investigated include Return On Assets (ROA), Loan to Deposit Ratio (LDR), Non-Performing Loans (NPL), and the ratio of Operating Expenses to Operating Income (BOPO). The study employs a quantitative descriptive research method, utilizing secondary data sourced from annual reports spanning the period from 2014 to 2023. Multiple linear regression analysis is utilized as the primary analytical tool to address the research questions and hypotheses. The findings of the study reveal that the independent variables—ROA, LDR, NPL, and BOPO—significantly influence stock prices, both in isolation and collectively. This indicates that these financial ratios are critical indicators for investors and stakeholders when evaluating the performance and market value of banking institutions. The research highlights the importance of these financial metrics in shaping market perceptions and stock valuations, providing valuable insights for investors, financial analysts, and decision-makers in the banking industry. Furthermore, the study contributes to the existing body of knowledge regarding the relationship between financial performance indicators and stock market behavior. By emphasizing the correlation between these ratios and stock prices, the research underscores the necessity for stakeholders to monitor and analyze these key financial metrics to make informed investment decisions. Overall, the results affirm the relevance of fundamental financial ratios in assessing the financial health and competitive positioning of banks, particularly in the context of PT. Bank Mandiri Tbk. This analysis not only enriches the literature on banking finance but also serves as a practical guide for stakeholders aiming to optimize their investment strategies based on financial performance indicators.

This study aims to analyze the influence of the lifestyle of credit relationship managers (RMs) and the potential for fraud on the occurrence of non-performing loans in the banking sector. Relationship managers are the spearheads of credit distribution, interacting directly with customers, so their behavior, lifestyle, and integrity have a significant impact on the quality of a bank's credit portfolio. This study uses a qualitative descriptive method with a systematic literature review approach, reviewing various recent studies related to bank employee lifestyles, factors driving fraud, and their correlation with non-performing loans. The results indicate that a consumptive lifestyle disproportionate to income can increase the risk of fraudulent behavior, such as manipulation of credit analysis or collusion with customers, which ultimately results in an increase in non-performing loans. Furthermore, weak internal control systems, pressure to achieve credit targets, and moral hazard exacerbate this risk. A lifestyle that prioritizes social symbols and self-image can also encourage employees to engage in deviant behavior to maintain this lifestyle. Several studies have shown that RMs trapped in a hedonistic lifestyle are more vulnerable to conflicts of interest and violations of professional ethics. Meanwhile, the potential for fraud in banking practices is also influenced by employees' weak personal financial literacy, as well as limited training in risk management and ongoing work ethics. In an organizational context, a work culture oriented toward achieving targets without regard for the quality of credit analysis has the potential to create a work climate that is permissive of irregularities. This study recommends strengthening a culture of integrity through the establishment of a firm code of ethics, technology-based supervision (such as an AI-based fraud detection system), and regular training on a healthy financial lifestyle and risk management for RMs.

The objective of this study is to examine and compare the financial performance of Islamic banks and conventional banks in Indonesia during the 2019–2023 period. This research is motivated by the rapid growth of the Islamic banking industry; however, its market share remains relatively small compared to conventional banks. The study evaluates various financial ratio indicators, including Return on Assets (ROA), Net Interest Margin (NIM), Capital Adequacy Ratio (CAR), BOPO, Non-Performing Loans (NPL), and Non-Performing Financing (NPF), using a quantitative approach and comparative method. Data were collected from the annual financial reports of several major banks selected through purposive sampling. The results of the analysis indicate that conventional banks generally outperform in terms of profitability and operational efficiency, as reflected in the ROA and BOPO ratios. On the other hand, Islamic banks demonstrate more stable financing quality and liquidity, as indicated by relatively stable NPF and FDR ratios. These performance differences stem from the distinct operational principles of the two banking systems: interest-based operations for conventional banks and profit-sharing principles for Islamic banks. The study concludes that a more comprehensive evaluation method, integrating both sharia compliance and financial elements, is essential to provide a fair and accurate assessment of bank performance. The findings are expected to be valuable for regulators, academics, and industry practitioners in formulating policies that support a more inclusive and sustainable banking system.

This study aims to analyze the marketing strategies, operational mechanisms, and key challenges faced by the Multipurpose Cooperative (KSU) BONA MANDIRI JAYA. A qualitative research approach was employed, utilizing in-depth interviews, direct observation, and document analysis as data collection methods. The results show that the cooperative adopts a direct marketing strategy targeting underserved and remote areas, combined with a personalized approach in monitoring its clients. Despite its growth, the cooperative encounters several challenges, including limited capital, low member financial literacy, non-performing loans, and the need to adapt to digital transformation. To overcome these obstacles, the cooperative implements credit restructuring policies and intensive field monitoring. The study recommends strengthening institutional capacity and adopting digital systems to enhance the sustainability and efficiency of cooperative operations.

This study aims to analyze credit management strategies in reducing non-performing loans (NPL) at PT. BPR Ambulu Dhanaartha in Jember Regency. This study uses a descriptive method with a qualitative approach. Data collection was carried out through direct interviews with the bank, observation, and documentation studies from various relevant sources. The results of the study indicate that PT. BPR Ambulu Dhanaartha implements credit management strategies through the stages of planning, organizing, implementing, and monitoring. The factors causing non-performing loans come from internal aspects, such as credit analysis errors, as well as external factors, such as economic conditions and disasters. The handling strategies implemented include restructuring, rescheduling, and confiscation of collateral. By implementing strict credit analysis, structured credit policies, periodic supervision, and effective collection strategies, PT. BPR Ambulu Dhanaartha is able to minimize the risk of non-performing loans and maintain its operational stability.  

The stability of the banking sector is crucial in maintaining a country’s financial system and economic sustainability. This study analyzes the impact of Net Interest Margin (NIM), Non-Performing Loans (NPL), and Capital Adequacy Ratio (CAR) on banking stability in Indonesia. The inconsistency of previous research findings indicates a research gap that requires further exploration. This study employs a quantitative approach using secondary data from financial reports of conventional banks listed on the Indonesia Stock Exchange (IDX) from 2019 to 2023. The sample was selected using purposive sampling, resulting in 39 banks with 195 observations. Data analysis was conducted using multiple linear regression with classical assumption tests, including normality, heteroscedasticity, multicollinearity, and autocorrelation, to ensure model validity. The results show that NIM positively but not significantly affects banking stability, while NPL has a negative and significant effect. CAR also significantly influences banking stability. Enhancing banking intermediation effectiveness through NIM and CAR can strengthen financial stability, whereas increasing credit risk, reflected in NPL, can weaken stability. This study provides insights for regulators and banking management in designing more effective policies to maintain banking sector stability in Indonesia.

This study aims to analyze the implementation of credit risk management in Islamic banking, which is a crucial aspect in maintaining business stability and sustainability. The research focuses on identifying credit risk control strategies, such as supervisory oversight by the board of commissioners, risk management policies, and internal control systems. The research method used is a literature review, examining various sources, including journals, books, and official documents. The article shows that credit risks in Islamic banking arise from customers' failure to meet payment obligations and involve concentration and counterparty risks. Islamic banks apply several strategies to address non-performing loans, such as rescheduling, restructuring, reconditioning, and, when necessary, collateral seizure. The implementation of credit risk management helps banks reduce potential losses and improve operational efficiency. Effective credit risk management enables Islamic banks to mitigate losses and maintain customer trust while adhering to Sharia principles and OJK regulations. With the right strategies, Islamic banks can ensure financial stability and sustain long-term growth..

Masita Wahyuni Asih 2024, The Effect of Non Performing Loan (NPL), Return on Asset (ROA), and Capital Adequacy Ratio (CAR) on Price to book value (PBV) at BUMN Banks listed on the Indonesia Stock Exchange for the 2018-2023 Period. Makassar STIM-LPI Management Science Study Program (supervised by Fausiah, S.E., M.Si. and Andi Herman Tellu, S.E., M.M.). The purpose of this study was to determine the effect of Non Performing Loan (NPL), Return on Asset (ROA), and Capital Adequacy Ratio (CAR) on Price to Book Value (PBV) at BUMN banks listed on the Indonesia Stock Exchange both partially and simultaneously. Price to Book Value (PBV) is the dependent variable (Y), and three independent variables (X) are used, namely Non Performing Loan (NPL), Return on Asset (ROA), and Capital Adequacy Ratio (CAR). Saturated sampling was used to obtain secondary data from a population of 4 banking companies listed on the Indonesia Stock Exchange. Descriptive statistics and classical assumptions, such as multicollinearity assumption and heteroscedasticity assumption, have been tested in relation to the research findings. The data analysis approach uses panel data regression, hypothesis testing, and the Fixed Effect Model (FEM) test. The partially tested study results show that while non-performing loans (NPLs) do not affect price to book value (PBV) significantly, there are return on assets (ROA) and capital adequacy ratio (CAR) that do. The findings of this study also simultaneously show that PBV is significantly affected by NPL, ROA, and CAR.

The development of the banking industry in Indonesia is highly regarded, making the presence of banking institutions essential. It is known that the banking industry plays a strategic role in supporting the implementation of national development to enhance equitable development. To become a sufficiently good bank, measuring performance as an indicator of success is an absolute requirement. This research aims to determine whether the Risk Based Bank Rating approach can measure Financial Performance and the Risk Based Bank Rating moderated by Capital Structure can measure Financial Performance. Case study of state-owned banks listed on the Indonesia Stock Exchange in 2019-2022. This research uses secondary data and research methods used is quantitative. The results show that Non-Performing Loans have a negative impact on financial performance, the Loan to Deposit Ratio (LDR) has a significant impact on Return On Assets (ROA), the Net Interest Margin (NIM) has a positive and significant impact on financial performance measured by Return On Assets (ROA). Operating Expenses to Operating Income (BOPO) has a negative and significant impact on financial performance measured by Return On Assets (ROA). The Capital Adequacy Ratio (CAR) has a significant impact on financial performance. Capital Structure has a significant impact on Non-Performing Loans (NPL) compared to financial performance. Capital Structure significantly affects the Net Interest Margin (NIM) concerning financial performance. The capital structure between operating expenses and operating income can influence a company's performance.    

This study aims to analyze the factors that influence earnings management in banking companies listed on the Indonesia Stock Exchange. The Covid-19 pandemic has had a significant impact on the financial sector in Indonesia, causing a decrease in profitability, an increase in non-performing loans, and credit restructuring policies that affect company operations. In the face of these challenges, companies try to maintain a good image and investor satisfaction through earnings management. This study focuses on four factors that influence earnings management: profitability is measured by Return on Assets (ROA), dividend policy by Dividend Payout Ratio (DPR), tax planning by tax retention rate, and deferred tax expense by comparison of deferred tax expense to total assets. The inconsistency of previous research results regarding the relationship between these variables encourages further research. The sampling method uses purposive sampling on financial companies listed on the IDX. The analysis in this study used multiple linear regression analysis. The samples used in this study included 15 financial companies and were analyzed using the classical assumption test, multiple linear regression using SPSS software version 25. The results of this study (1) Profitability and dividend policy partially do not affect total assets. (2) Tax planning and deferred tax expense partially have a significant effect on earnings management. (3) Profitability, dividend policy, tax planning and deferred tax expense simultaneously have a significant effect on earnings management.

This study aims to determine how the independent variables, namely Operating Cost and Operating Income, Non Performing Loan, and Loan to Deposit Ratio, influence the dependent variable, namely Company Value (Price to Book Value) in BUMN Conventional Banks listed on the IDX in 2019-2022. The type of research used is associative with a quantitative approach with a total population of 42 companies. The sampling technique uses purposive sampling so that the number of samples obtained is 4 companies. This study uses panel data regression analysis techniques using the help of Eviews 10 software. Based on the results of the study, it can be concluded that partially operating cost and operating income affect company value (Price to Book Value), while non-performing loans and loan to deposit ratios do not affect company value. Simultaneously operating cost and operating income, non-performing loans and loan to deposit ratios have a significant effect on company value (Price to Book Value).

This research aims to examine the effect of non-performing loans on economic profitability in the Balo' Toraja Savings and Loans Cooperative, Makale District, Tana Toraja Regency. The type of research used in this research is quantitative descriptive research. The unit of observation in this research is the financial report and non-performing loans for 2016-2020. The results of this research show that there is an influence of non-performing loans on economic profitability, which means that if non-performing loans increase, economic profitability will decrease, and vice versa, if non-performing loans decrease, economic profitability will increase.

This research aims to determine the effect of Loan to Deposit Ratio (LDR) and Non-Performing Loans (NPL) on stock at PT Bank Negara Indonesia (BNI) Tbk for 2013-2022. This research uses 2 (two) independent variables That is Loan to Deposit Ratio (LDR) and Non Performing Loan (NPL) and 1 (one) dependent variable stock's price. This research is using quantitative methods, data analysis uses descriptive statistical techniques, classical assumption tests, multiple linear regression, hypothesis testing and coefficient of determination. Data processing uses SPPS 26 software. Based on test results on variables with 10 years of data. The Multiple Linear Regression Test Equation is Y = 19,248.185 – 106.314X1 – 1,563.302X2. In the coefficient of determination test, it was found that the influence of LDR and NPL on share prices was 10%, while the remaining 90% was influenced by other factors. Based on the results of the t test, tcount for LDR was 0.612 < ttable 2.365 and the value of Sig. 0.560 > 0.05 means that there is no partial significant influence between LDR on share prices. and NPL tcount of 0.872 < ttable 2.365 and Sig value. 0.412 > 0.05, which means that there is no partial significant influence between NPL on share prices. In the simultaneous test the LDR and NPL variables do not have a significant effect on share prices with Fcount being smaller than Ftable (0.693 < 4.74).

This research aims to determine the effect of Loan to Deposit Ratio (LDR) and Non-Performing Loans (NPL) on stock at PT Bank Negara Indonesia (BNI) Tbk for 2013-2022. This research uses 2 (two) independent variables That is Loan to Deposit Ratio (LDR) and Non Performing Loan (NPL) and 1 (one) dependent variable stock's price. This research is using quantitative methods, data analysis uses descriptive statistical techniques, classical assumption tests, multiple linear regression, hypothesis testing and coefficient of determination. Data processing uses SPPS 26 software. Based on test results on variables with 10 years of data. The Multiple Linear Regression Test Equation is Y = 19,248.185 – 106.314X1 – 1,563.302X2. In the coefficient of determination test, it was found that the influence of LDR and NPL on share prices was 10%, while the remaining 90% was influenced by other factors. Based on the results of the t test, tcount for LDR was 0.612 < ttable 2.365 and the value of Sig. 0.560 > 0.05 means that there is no partial significant influence between LDR on share prices. and NPL tcount of 0.872 < ttable 2.365 and Sig value. 0.412 > 0.05, which means that there is no partial significant influence between NPL on share prices. In the simultaneous test the LDR and NPL variables do not have a significant effect on share prices with Fcount being smaller than Ftable (0.693 < 4.74).

The aim of this research is to analyze and test the influence of CAR, NPL, BOPO on LDR PT. Bank Tabungan Negara Indonesia Tbk. This type of research is explanatory research. The sample used in this research was PT. Bank Mandiri (Persero) Tbk published its financial reports for the 2006-2013 period. Data collection techniques are library research and field research techniques. This research uses descriptive analysis, classical assumption tests and multiple linear regression for data analysis with the help of the Eviews 8 program. From the analysis test results it is known that the CAR, BOPO and NPL ratios have no influence on the LDR ratio during the 2006-2013 period.