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This research investigates the effect of fundamental factors, namely the current ratio, debt to equity ratio, and return on equity on stock returns of mining firms listed on the Indonesia Stock Exchange (IDX) during 2021–2023. The research highlights the utility of understanding a firm’s financial performance in guiding investment selection within the capital market. Although the mining industry contributes significantly to Indonesia’s economy, stock movements in this sector are often subject to uncertainty due to market fluctuations and commodity price volatility. This research utilizes secondary data from annual financial statements and stock price records of 51 IDX-listed mining companies over the study period. Panel data regression, combined with descriptive and quantitative statistical techniques, was employed using E-Views 12 software. The findings reveal that stock returns are significantly influenced by the current ratio, debt to equity ratio, and return on equity. These results provide useful insights for investors, financial analysts, and corporate management by emphasizing the function of fundamental indicators in assessing stock performance, particularly within the mining sector.

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.

This study examines the factors that cause fraud in financial reporting. The study analyzed 195 data points from 39 financial institutions listed on the Indonesia Stock Exchange (IDX) during the period 2019 to 2023 using a purposive sampling technique. The research applied multiple linear regression analysis to analyze the impact of governance independence and performance variables on the likelihood of fraudulent financial reporting. The independent variables include financial targets assessed by profitability (return on assets [ROA]), financial stability measured by changes in assets, external pressure measured by the debt-to-equity ratio (DER), and the proportion of independent commissioners as a measure of good corporate governance. The study proves that financial targets affect fraudulent financial reporting, while financial stability, external pressure, and independent commissioners do not influence fraudulent financial reporting. The findings of this study provide valuable insights for regulators, investors, and management to enhance oversight and reduce the risk of fraud in the banking sector.

Budget efficiency is an important issue in state financial management because it is directly related to government spending priorities and their impact on public service programs. Discussions about budget efficiency policies are widespread on social media platform X, generating diverse public responses, thus necessitating an automated approach to understand public opinion trends more quickly and objectively. This research aims to analyze the sentiment of Indonesian people toward budget efficiency policies and compare the performance of the Naïve Bayes and Support Vector Machine (SVM) algorithms in classifying sentiment. The research data used 10,909 Indonesian-language tweets sourced from a public dataset, which were then processed thru the preprocessing stages including cleaning, case folding, normalization, tokenization, stopword removal, and stemming. Sentiment labeling is performed automatically using the Indonesian Sentiment Lexicon (InSet) approach to categorize data into positive, negative, and neutral sentiments. Feature extraction was performed using Term Frequency–Inverse Document Frequency (TF-IDF), and then the data was divided into training and testing sets with an 80:20 ratio. Model performance evaluation was conducted using a confusion matrix and the metrics of accuracy, precision, recall, and F1-score. The research results show that sentiment distribution is dominated by negative sentiment at 56.78%, followed by positive sentiment at 37.40%, and neutral sentiment at 5.83%. In the classification stage, SVM performed best with an accuracy of 86%, while Naïve Bayes achieved an accuracy of 74%. These findings indicate that SVM is more optimal for sentiment classification on social media text data and can be utilized to more effectively support the analysis of public response to budget efficiency policies.

This study aims to analyze the effect of profitability, leverage, and liquidity on firm value in food and beverage sub-sector companies listed on the Indonesia Stock Exchange (IDX) for the 2020–2024 period. Profitability is measured by Return On Assets (ROA), leverage by Debt to Equity Ratio (DER), and liquidity by Current Ratio (CR), while firm value is proxied by Price to Book Value (PBV). The study employs a quantitative approach using multiple linear regression analysis. The sample consists of 25 companies selected through purposive sampling, with a total of 125 secondary data observations obtained from annual financial statements. The results indicate that, partially, profitability, financial risk, and liquidity have a positive and significant effect on firm value. Simultaneously, the three independent variables also significantly affect firm value, with an adjusted R² of 43.4%, meaning that 56.6% of the variation in firm value is explained by other factors outside the model. These findings support agency theory and signaling theory, which suggest that strong financial performance, optimal debt management, and adequate liquidity provide positive signals to investors, thereby enhancing firm value.

This study examines how company size, asset growth, tangibility, leverage, and total asset turnover affect profitability in consumer manufacturing companies listed on the Indonesia Stock Exchange from 2019 to 2023, using secondary data collected via purposive sampling. The independent variables in this study include the natural logarithm of total assets, asset growth (this year’s total assets relative to the previous year), and tangibility (the fixed asset ratio to total assets). Leverage uses the debt-to-asset ratio, and total asset turnover uses the total asset turnover ratio, while the dependent variable of profitability uses return on assets. Of the 108 companies in the population, 19 that met the research sample criteria were selected, yielding 95 observations. Data analysis was conducted using multiple linear regression, accompanied by classical assumption tests and hypothesis testing through F-tests and t-tests. The findings of this study reveal that asset growth has a significant positive effect on profitability, while leverage shows a significant negative effect. However, firm size, tangibility, and total asset turnover do not exhibit significant relationships with profitability. This study contributes both theoretically and practically to understanding the internal determinants of financial performance in the consumer sector and serves as a reference for management.

This study aims to identify and describe the factors contributing to the decline in the distribution of Kredit Cepat Aman (KCA) at PT Pegadaian (Persero), Pasar Pagi Service Unit, during the period of January 2022 to December 2024. This research employs a descriptive qualitative method with a case study approach, involving purposively selected informants consisting of the unit manager, appraisers, and customers. Data were collected through in-depth interviews, participatory observations, and documentation analysis (KCA realization data from 2022 to 2024). The data were analyzed using thematic analysis through the stages of data reduction, data display, and conclusion verification/triangulation. The results indicate that the decline in KCA distribution is influenced by internal factors including interest rate (service fee) policies, collateral appraisal standards, credit provision procedures, non-performing loan ratios, service quality, and marketing activities as well as external factors such as competition among financial institutions, fluctuations in collateral prices, product availability, and local economic conditions affecting community purchasing power. These findings suggest the need for improvements in collateral appraisal procedures, enhancements in service quality and localized marketing strategies, and adjustments to interest rate policies that are responsive to local economic dynamics in order to restore and increase KCA distribution performance.

This study examines how changes in company value are affected by profitability, liquidity, and asset structure using a case study of PT Bank Central Asia Tbk from 2017 to 2024. The Fixed Asset Ratio (FAR), which serves as a proxy for asset structure, the Return on Assets (ROA), which measures profitability, and the Current Ratio (CR), which measures liquidity, are the independent variables in the Price to Book Value (PBV) ratio. The study data came from BCA's public annual financial reports, and SPSS software was used to do multiple linear regression analysis. The findings demonstrate that changes in firm valuation are significantly positively impacted by profitability, suggesting that improved profit performance fosters favorable investor attitudes. On the other hand, throughout the observation period, changes in the company's value are not significantly impacted by liquidity or asset structure. This result is consistent with some earlier research, although it varies in the area of liquidity's impact, indicating a lack of consistency among investigations. Practically speaking, banking management may utilize the study's findings to develop financial plans that emphasize boosting profitability in order to optimize business value. Academically, this study adds to the body of knowledge on the elements that influence corporate value, particularly in the Indonesian banking sector, and addresses the present research gap on the impact of liquidity and asset structure.

This study aims to see the effect of Debt to Equity Ratio (DER) and Return on Assets (ROA) on Stock Price in PT. Wilmar Cahaya Indonesia, Tbk which is listed on the IDX during the period 2015–2022. The data used in this study is in the form of the company's annual financial statements obtained through secondary sources. This study uses a quantitative approach with multiple linear regression analysis methods, while data processing is carried out using the SPSS application. The results of the study show that partially the Debt to Equity Ratio (DER) variable has a negative effect on the Share Price, while the Return on Assets (ROA) does not have a positive effect on the company's Share Price. However, the results of the simultaneous test show that DER and ROA together have a positive and significant influence on the Stock Price. These findings provide an idea that the combination of capital structure and profitability remains an important indicator in assessing the performance of a company's shares even though their partial relationships show different tendencies. In addition, this research can be a reference for investors in considering the company's fundamental condition before making investment decisions, as well as provide additional insights for management in managing the capital structure more optimally.

This study aims to examine the influence of capital structure and liquidity on the profitability of manufacturing companies listed on the Indonesia Stock Exchange (IDX) during the 2019–2023 period. Capital structure is represented by the Debt to Equity Ratio (DER), while liquidity is measured using the Current Ratio (CR). Profitability is assessed through Return on Assets (ROA) and Return on Equity (ROE). This research employs a quantitative approach with a causality design and uses multiple linear regression as the analytical method. The sample consists of three manufacturing companies—PT Chandra Asri Pacific Tbk (TPIA), PT Aneka Tambang Tbk (ANTM), and PT Gudang Garam Tbk (GGRM)—selected through purposive sampling based on predetermined criteria. Prior to hypothesis testing, classical assumption tests including normality, multicollinearity, heteroscedasticity, and autocorrelation were conducted, and all variables met the requirements for regression analysis. The findings reveal that DER has a negative and significant effect on both ROA and ROE, indicating that higher leverage reduces the company’s ability to generate profits. Conversely, CR has a positive and significant effect on profitability, suggesting that companies with stronger liquidity positions are more capable of sustaining operational activities and improving financial performance. The F-test results show that DER and CR simultaneously have a significant influence on profitability. Furthermore, the coefficient of determination demonstrates that more than half of the variation in profitability can be explained by the two independent variables. Overall, the study emphasizes the importance of maintaining an optimal balance between debt utilization and liquidity management. Effective capital structure policies and sufficient liquidity levels are essential for enhancing profitability and ensuring financial stability within the manufacturing industry. These findings provide valuable implications for corporate decision-makers, investors, and stakeholders in formulating financial strategies that support long-term performan.  

This study examines the influence of firm size, profitability, solvency, and public accounting firm (KAP) size on audit report lag among food and beverage companies listed on the Indonesia Stock Exchange (IDX) during the 2021–2024 period. The research employs purposive sampling, involving 68 companies with a total of 272 observations, and uses multiple linear regression analysis after passing all classical assumption tests. The findings reveal that profitability measured by Return on Equity (ROE), solvency measured by Debt to Assets Ratio (DAR), and KAP size have a significant effect on audit report lag. Meanwhile, firm size (measured by total assets and total sales), profitability measured by Return on Assets (ROA), and solvency measured by Debt to Equity Ratio (DER) show no significant effect. These results indicate that companies with higher ROE, greater DAR, and those audited by Big Four accounting firms tend to complete their audit process more promptly. The study highlights that both financial performance and auditor characteristics play essential roles in determining audit timeliness. Overall, this research provides valuable insights for management, auditors, investors, and regulators to enhance the efficiency and reliability of financial reporting.  

Research aims to explore the influence of robo-advisor usage, trust in artificial intelligence (AI), financial literacy, and risk tolerance on investment behavior and its impact on the portfolio performance of retail investors in Indonesia. This study applies a quantitative approach, collecting data from 100 respondents who use investment applications such as Bibit, Ajaib, and Bareksa through the distribution of structured questionnaires with a 5-point Likert scale. Data analysis was carried out using the Structural Equation Modeling (SEM) technique. The results indicate that the four independent variables robo-advisor usage, trust in AI, financial literacy, and risk tolerance significantly affect investment behavior, which in turn has a positive effect on portfolio performance. High trust in AI combined with strong financial literacy fosters more disciplined and rational investment behavior. These findings highlight the importance of effective AI technology integration, improving financial literacy, and managing risk preferences to enhance investment decision-making quality and financial well-being. The study contributes to behavioral finance literature and offers practical implications for fintech developers and policymakers in emerging markets.

This study aims to analyze the effect of Non-Performing Loans (NPLs) and the Loan-to-Deposit Ratio (LDR) on bank financial performance, as measured by Return on Assets (ROA), with Net Interest Margin (NIM) as an intervening variable in banking companies listed on the Indonesia Stock Exchange during the 2021-2023 period. The research method used is quantitative research with a causal-comparative approach. The data used in this study is secondary data sourced from the financial reports of banking companies accessible through the official IDX website. The population in this study is banking sector companies listed on the Indonesia Stock Exchange, with a sample of 35 companies selected using a purposive sampling method based on certain criteria. The independent variables in this study are Non-Performing Loans (X1) and Loan to Deposit Ratio (X2), while the dependent variable is Return on Assets (Y) and the intervening variable is Net Interest Margin (Z). Data analysis techniques in this study use panel data regression, classical assumption tests, t-tests, coefficients of determination, and Sobel tests. The results of this study indicate that NPL has no effect on NIM, while LDR has an effect on NIM, NPL has an effect on ROA, LDR has no effect on ROA, NIM has an effect on ROA, NIM does not mediate the relationship between NPL and ROA, and NIM mediates the relationship between LDR and ROA.

This study aims to analyze the influence of profitability as proxied by Return on Equity (ROE), solvency as proxied by Debt to Equity Ratio (DER), and liquidity as proxied by Current Ratio (CR) on firm value as proxied by Price to Book Value (PBV) in the Indonesian food and beverage sector. The study focuses on the 2019-2023 period, a timeframe uniquely defined by the economic disruption of the COVID-19 pandemic and its initial recovery phase. The research method employed is a quantitative approach using multiple linear regression analysis. The sample consists of 10 companies listed on the Indonesia Stock Exchange (IDX), selected through a purposive sampling technique, resulting in 50 firm-year observations. The results indicate that both partially and simultaneously, the variables of profitability, solvency, and liquidity have a significant positive influence on firm value. This finding suggests that during a period of systemic crisis, the capital market places a valuation premium on companies that can demonstrate holistic and comprehensive signals of financial health. The novelty of this research lies in its contextualization of the dynamic role of financial ratios as crucial signals amidst an unprecedented economic shock. This study provides an empirical explanation for why investors prioritized stability and resilience, thereby reconciling conflicting findings in prior literature regarding the impact of liquidity on firm value.

Thisl study aims lto determine lthe health llevel of lPT. Bank lSyariah Indonesia (lBSI) Tbk inl 2021-2024. The assessmentl indicators usedl in lthis study lare Capital, lAsset Quality, lManagement, Earning, andl Liquidity lor abbreviated las CAMEL. Thel Camel methodl is one of the factors lthat greatly ldetermines the healthl of la bank. Thisl study wasl conducted withl a lquantitative descriptive lapproach, namely usingl secondary ldata obtained lfrom library sources such as academic journals, government publications and annual lfinancial reports published lon the lcompany's officiall website, lby analyzing lthe CAR, lNPF, PDN, lROA, ROE, lBOPO, NI, land FDR lratios. The resultsl of thel study lshowed that lthe CAR lratio for the 2021-2024 periodl was given the predicatel "very lhealthy". The lNPF ratio lfor the 2021-2023l period was given thel predicate "lhealthy", whilel in 2024 lit was lgiven the lpredicate "veryl healthy". lThe PDN ratiol for thel 2021-2024 period lwas given lthe predicate "quite lhealthy". The ROAl ratio lin 2021-2024 was givenl the lpredicate "very healthy". lThe ROE lratio in 2021-2024 lwas given lthe predicate "lhealthy". The BOPO ratio in 2021-2024 lwas given lthe predicate "veryl lhealthy". The lNI ratio lin 2021-2024 lwas given lthe predicate "lhealthy". The lFDR ratio lin 2021 was lgiven the lpredicate "very lhealthy". However, inl 2022-2024 itl decreased and was givenl the lpredicate "healthy". lThe findings show lthat based lon these lindicators, the performance of Bank Syariahl Indonesial lTbkl in 2021-2024 was on average in the "very healthy" category, which indicates goodl financial health laccording to lthe overall lassessment.

This study aims to assess the financial performance of PT Mayora Indah Tbk from 2022 to 2024 using several financial ratios, including liquidity, solvency, and profitability. The method used in this study is a quantitative approach. In this study, the data analyzed is secondary data, where the population includes all financial statements of PT Mayora Indah Tbk. The sample taken for this study is the financial statements of PT Mayora Indah Tbk in 2022-2024. The results of the analysis show that the company's liquidity ratio is in good condition with Current Ratio (CR) reaching 298.3% and Quick Ratio (QR) of 216.8%, which exceeds existing industry standards. On the solvency ratio, the Debt To Asset Ratio (DAR) was recorded at 40.3%, which is significantly higher than the industry standard of 35%, indicating a situation that is not ideal. Conversely, the Debt To Equity Ratio (DER) of 67.9% shows a positive performance, which is below the industry standard of 90%. For profitability ratios, the company recorded a Net Profit Margin (NPM) of 8.4%, Return On Assets (ROA) of 10.9%, and Return On Equity (ROE) of 18.2%, all of which are below industry standards, indicating that profitability conditions are still low

ROA in the company's financial performance generates profit from total assets owned can be seen from the current ratio and total asset turnover. This study aims to analyze the effect of Current Ratio and Total Asset Turnover on Return On Asset in Food and Beverage Companies listed on the Indonesia Stock Exchange for the period 2020- 2024. This research method is a quantitative statistical research of data types, secondary data. Purposive Sampling sampling technique. The results of this study indicate that Current Ratio (XI) has a significant effect on Return On Asset (Y) with a t-count value > 1-table, namely 4. 416-1.760, and a probability value of t-statistics of 0.000 < 0.05, Total Asset Turnover (X2) does not have a significant effect on Return on Assets (Y) with a t-table value of (0.892 < 1.760) and a probability value of 0.374 > 0.05., The results of the simultaneous Current Ratio and Total Asset Flow on Return On Assets have an effect on Return On Assets. This is indicated by the F-statistic F- table of (10.093 > 3.37) and the probability value of F-statistics of 0.000 < 0.05. The coefficient of determination (R²) is 63.3%" and the expectation is 36.7% influenced by other factors that were not examined in this study. The coefficient value of the multiple linear regression analysis Y = -129 + 0.21X1 + 1.464X2 + e

This study aims to analyze the financial performance of the Medan City Government based on six key indicators: (1) growth ratio, (2) degree of fiscal decentralization ratio, (3) regional financial dependency ratio, (4) regional financial independence ratio, (5) regional original revenue (PAD) effectiveness ratio, and (6) regional financial efficiency ratio. The research employs a quantitative descriptive method using secondary data obtained from the Medan City Government’s budget realization reports over the study period. The analysis results indicate that the financial performance of the Medan City Government shows fluctuations across several aspects. The growth ratio reveals an unstable trend, indicating inconsistency in the increase of revenue and expenditure. The degree of fiscal decentralization ratio is 36.66%, suggesting a moderate contribution of PAD to total regional income. The regional financial dependency ratio stands at 61.64%, while the financial independence ratio reaches 59.54%. The PAD effectiveness ratio of 81.36% reflects fairly effective revenue management, and the financial efficiency ratio of 98.44% indicates that financial management has been carried out efficiently. Overall, these findings demonstrate that while Medan City’s financial performance is relatively sound, there remains room for improving fiscal independence and stability.

This study aims to analyze the effect of liquidity, firm size, and capital structure on firm value in the banking sector listed on the Indonesia Stock Exchange (IDX) during the 2020–2024 period. The background of this research lies in the crucial role of the banking sector in maintaining national economic stability and the need for investors to access financial information that accurately reflects a company’s value. Referring to signaling theory, financial reports are viewed as signals to investors regarding the firm’s prospects and performance. This study employs a quantitative method using secondary data from the annual financial reports of nine banks selected through purposive sampling, resulting in 45 observations. The independent variables include liquidity (Loan to Deposit Ratio), firm size (log of total assets), and capital structure (Debt to Equity Ratio), while the dependent variable is firm value measured by the Price to Book Value (PBV). Data analysis was conducted using panel data regression with SPSS. The results show that firm size has a significant positive effect on firm value, while liquidity and capital structure have no significant impact. Simultaneously, all three variables significantly affect firm value, with an Adjusted R² of 0.493. These findings highlight that effective asset management and optimal funding policies are key to enhancing the firm value of banking institutions in Indonesia.

This research examines the effect of current ratio and company size on profit growth in food and beverage sub-sector companies listed on the Indonesia Stock Exchange during the period 2015 to 2023. All companies in this sub-sector are the research population, with sample selection using purposive techniques based on certain criteria. A total of 72 observation data were analyzed using a quantitative approach through multiple linear regression. Data were obtained from the annual financial reports that have been officially published. The results of the analysis show that the current ratio does not have a significant effect on profit growth, indicating that the level of liquidity does not always contribute directly to profitability. On the other hand, company size has a significant effect, indicating that a larger operational scale and the availability of adequate resources have a positive impact on profit performance. These findings are expected to be a reference in making corporate financial decisions and considerations for further research in the field of corporate finance.