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This study aims to analyze the effect of green accounting and carbon emission disclosure on firm value in palm oil sector issuers listed on the Indonesia Stock Exchange (IDX) and participating in the PROPER program during the 2020–2024 period. Green accounting is proxied using the PROPER rating, which reflects a company's environmental management performance, while carbon emission disclosure is measured based on the level of carbon emission disclosure in the company's annual report or sustainability report. This study uses a quantitative approach with panel data regression analysis. The sampling technique used was purposive sampling, with the criteria being palm oil companies listed on the IDX, participating in PROPER, and consistently publishing annual reports throughout the study period. The data used are secondary data obtained from financial reports, sustainability reports, and official publications related to PROPER. The results are expected to show that the implementation of green accounting has a positive effect on firm value, as it reflects the company's commitment to sustainability and increases investor confidence. Furthermore, carbon emission disclosure is expected to have a positive effect on firm value, depending on market perception and the quality of environmental information disclosure. This research is expected to contribute to the development of environmental accounting literature and serve as a reference for regulators, investors, and company management in improving transparency and environmental performance to create sustainable corporate value.

This study aims to examine and analyze the role of interest rates in strengthening or weakening the effect of Tax Planning and Financial Distress on Firm Value. This research employs a quantitative approach. The population of this study consists of consumer non-cyclical sector companies listed on the Indonesia Stock Exchange (IDX) during the period 2020-2024, totaling 128 companies. The research sample was selected using purposive sampling, resulting in 42 companies that met the specified criteria, with a total of 210 observations. Panel Data Linear Regression Analysis and Moderated Regression Analysis (MRA) were conducted using Microsoft Excel and E-Views version 12. The results indicate that Tax Planning has no significant effect on Firm Value, while Financial Distress has a significant effect on Firm Value. Regarding the moderating variable, the interest rate is unable to strengthen or weaken the effect of Tax Planning on Firm Value; however, Interest Rates are able to moderate (weaken) the effect of Financial Distress on Firm Value.

This research analyzed the influence of liquidity, leverage, profitability, sales growth, and firm size on cash holdings. The research is quantitative, using secondary data from annual financial reports of primary consumer industries listed on the Indonesia Stock Exchange from 2022 to 2024. Liquidity is measured by the Current Ratio, which is calculated as current assets divided by current liabilities. Leverage, proxied by the Debt-to-Equity Ratio, is measured by total liabilities divided by total equity. Profitability, proxied by Net Profit Margin, is calculated using the formula operating profit divided by sales. Sales Growth is measured as the current total sales minus the previous total sales, divided by the previous total sales, expressed as a %. Firm Size is proxied by the natural logarithm of total assets. Meanwhile, Cash Holding is measured by cash and cash equivalents divided by total assets. This research was conducted using a sample of 174 data points from 58 companies; outliers were removed, resulting in 159 data points from 53 companies. The sampling was done using purposive sampling. The research results indicate that liquidity has a positive effect on cash holding. Leverage has a negative effect on cash holding. Profitability has a positive effect on cash holding. Sales growth has a positive effect on cash holdings. Firm size has a positive effect on cash holding.

This study aims to analyze the influence of internal company factors, including company size, networking capital, operating efficiency, liquidity, and leverage, on financial performance, proxied by Return on Assets. The research population includes 40 food & beverage subsector companies listed on the Indonesia Stock Exchange during the 2019–2024 period. Using purposive sampling, 17 sample companies were selected, yielding a total of 102 data observations. This study adopts a quantitative approach, using secondary data obtained from the company's annual financial statements. Data analysis was performed using multiple linear regression to identify partial and simultaneous influences between variables. Empirical findings show that not all internal factors exert a uniform influence on financial performance, as some variables have been shown to have a significant influence, while others do not show a statistically significant relationship. These results have important implications for managers and investors in formulating internal management strategies to drive sustainable profitability

Attention mechanisms have been widely incorporated into recurrent neural network architectures for financial time series forecasting, with most prior work reporting improvements in price-level error metrics. This study revisits that claim through a controlled empirical comparison of four deep learning architectures on nearly two decades of Telkom Indonesia (TLKM) closing price data from the Indonesia Stock Exchange (IDX). The models evaluated are a three-layer Gated Recurrent Unit (GRU) baseline, a comparable Long Short-Term Memory (LSTM) network, a Bahdanau end-attention GRU (Attn-GRU-V2), and a multi-head self-attention GRU hybrid (Attn-GRU-V3). Each architecture is trained over 30 independent runs with distinct random seeds, and performance is reported as 95% confidence intervals derived from the t-distribution. Statistical comparisons employ the Wilcoxon signed-rank test, a nonparametric paired test appropriate given the confirmed non-normality of residuals. The main finding is a consistent trade-off: the plain GRU achieves the lowest RMSE (94.02 ± 1.22 IDR) across all 30 runs, while Attn-GRU-V2 achieves the highest directional accuracy (45.91 ± 0.09%), surpassing GRU in every independent run. Bahdanau attention weights are nearly uniform across the 30-day lookback window (coefficient of variation: 3.21%), indicating that the mechanism cannot identify selectively informative timesteps in this univariate price series. This finding is consistent with the weak-form Efficient Market Hypothesis for the Indonesian market. An ablation study reveals that a 20-day lookback window maximizes directional accuracy (47.72 ± 0.21%) for the Attn-GRU-V2 model. These results suggest that Bahdanau end-attention consistently and significantly improves directional accuracy relative to a plain GRU baseline, providing an architecturally attributable advantage for direction-based applications, even when absolute price-level error is not reduced. The directional accuracy values remaining below 50% across all models are consistent with a weak-form efficiency characterization of the Indonesian market.

This study aims to analyze the influence of Good Corporate Governance (GCG) mechanisms, proxied by the Board of Commissioners and Audit Committee, as well as Environmental Performance on Financial Performance in food and beverage manufacturing companies listed on the Indonesia Stock Exchange (IDX) for the 2020-2023 period. The research method used is quantitative, with a purposive sampling technique that resulted in 22 companies as samples, totaling 88 observations over the four-year study period. The research data is secondary data obtained through financial statements and annual reports from the official IDX website. Literature reviews indicate inconsistencies in previous studies; however, the hypothesis of this research suggests that the Board of Commissioners, Audit Committee, and Environmental Performance have a positive and significant effect on the company's financial performance. The board of commissioners and audit committee play a role in strengthening the oversight function to minimize agency costs and improve efficiency. Meanwhile, good environmental performance, measured through PROPER ratings, is expected to enhance the company's positive image in the eyes of investors and stakeholders. 

This study aims to analyze and provide empirical evidence on the influence of financial performance on corporate social responsibility (CSR) in healthcare companies listed on the Indonesia Stock Exchange (IDX) during 2020-2024. This quantitative research employs a descriptive explanatory causality approach to examine the relationships between variables. The sample consists of 19 companies selected through purposive sampling, resulting in 95 observations. Data were analyzed using multiple linear regression. Classical assumption tests indicate that the data are normally distributed, while initial autocorrelation issues were addressed using the Cochran Orcutt approach, after which no violations of autocorrelation, multicollinearity, or heteroscedasticity were detected. The results show that return on assets (ROA), current ratio (CR), and net profit margin (NPM) simultaneously influence CSR. Partially, ROA has a negative and significant effect, while CR and NPM have positive and significant effects on CSR. This study contributes to legitimacy theory by providing empirical evidence of the role of financial performance in CSR disclosure within the Indonesian healthcare sector, while the negative effect of ROA offers additional insight into going concern theory. Practically, companies are advised to maintain liquidity levels between 150%-300% and optimize profit margins to support CSR strategies, while investors may use financial ratios as indicators to predict CSR performance.

This study aims to determine the effect of green accounting, profitability, leverage, and company size on tax aggressiveness. The population in this study is energy sector companies listed on the Indonesia Stock Exchange for the financial reporting period 2020-2024. The sampling technique used in this study is purposive sampling, and a sample of 35 companies was obtained. The analysis technique used is multiple linear regression analysis using SPSS version 22.0. The results of this study indicate that green accounting has a positive and significant effect on tax aggressiveness, profitability has a positive and significant effect on tax aggressiveness, leverage does not have a significant effect on tax aggressiveness, and company size does not have a significant effect on tax aggressiveness. The results show that green accounting and profitability have a positive and significant influence on tax aggressiveness, while leverage and firm size do not significantly influence tax aggressiveness. These findings provide insight that companies with a concern for environmental impacts tend to implement more aggressive tax policies, and that more profitable companies have an incentive to optimize their tax management.

The implementation of PSAK 73, which adopted IFRS 16, brought fundamental changes to lease financial reporting, triggering various challenges for financial performance and corporate policy. The primary issue examined in this literature was the impact of lease capitalization on financial ratios, dividend policy, and potential earnings management. The overall objective of this study was to evaluate the differences in financial performance before and after the implementation of the new standard, as well as to identify the determinants of dividend policy across various sectors. The dominant method employed was a quantitative approach using comparative analysis and panel data regression on companies listed on the Indonesia Stock Exchange. Key findings indicated that the implementation of PSAK 73 significantly increased total assets and liabilities (leverage), yet tended to decrease profitability ratios such as Return on Assets (ROA) and Return on Equity (ROE). Furthermore, dividend policy was found to be significantly influenced by profitability and the new capital structure resulting from lease capitalization  

The purpose of this study is to analyze the effect of liquidity, asset efficiency, and capital structure on profitability in pharmaceutical manufacturing companies listed on the Indonesia Stock Exchange, using Return on Invested Capital (ROIC) as an investment-based profitability indicator. This research employs secondary data from the annual financial statements of pharmaceutical manufacturing companies over a specific period, with multiple linear regression analysis and robust models to ensure model feasibility. The results indicate that liquidity has no effect on profitability. Asset efficiency has a significant negative effect, reflecting the characteristics of the pharmaceutical industry with its high asset intensity. Capital structure has a significant positive effect on profitability, suggesting that measured use of debt can enhance the company’s return on investment. These findings provide theoretical contributions by enriching the literature on investment-based profitability determinants and practical implications for corporate management, investors, and stakeholders in understanding internal factors that influence the financial performance of pharmaceutical companies in Indonesia.

Law Number 17 of 2023 concerning Health (the 2023 Health Law) serves as a fundamental regulation governing various aspects of health services in Indonesia, including the operations of private hospitals. For private hospitals whose shares are listed on the Indonesia Stock Exchange (IDX), the implementation of the 2023 Health Law has brought significant changes in both legal and operational dimensions. This study aims to examine the legal aspects of implementing the 2023 Health Law on the operations of IDX-listed private hospitals. Employing a normative legal research method with statutory and conceptual approaches, this study analyzes relevant regulations and doctrines. The results indicate that the 2023 Health Law expands the scope of hospitals' legal liability, comprehensively regulates the obligations and rights of both hospitals and patients, and imposes stricter sanctions for violations. Furthermore, the implementation of this regulation impacts the business and financial aspects of listed private hospitals, including expansion opportunities, shifts in cost structures, and stock market responses. However, challenges remain in its application, such as diverse interpretations of certain provisions and hospitals' readiness to comply with the established requirements.

This study aims to determine the effect of financial performance, capital structure, and company size on company value in healthcare companies listed on the Indonesia Stock Exchange (IDX) for the 2020-2024 period. This study uses an associative quantitative approach with secondary data obtained from the company's financial statements. The sample was determined using purposive sampling, resulting in 9 healthcare companies with 45 observations. Data analysis was performed using EViews 12. Panel data regression analysis was applied using the Random Effect Model (REM), selected based on the Chow test, the Hausman test, and the Lagrange multiplier test. Furthermore, classical assumption testing and hypothesis testing were carried out. The test results show that partially Financial Performance has a significant positive effect on Company Value with a calculated T value of 2.137061 > T table 2.01954 with a prob value of 0.0386 < 0.05, Capital Structure does not have a significant effect on Company Value with a calculated T value of 0.4770233 < T table 2.01954 with a prob value of 0.6407 > 0.05, Company Size has a significant positive effect on Company Value with a calculated T value of 2.134309 > T table 2.01954 with a prob value of 0.0388 < 0.05. Simultaneously, the three independent variables have a significant positive effect on Company Value with an Fcount value of 3.059588 > Ftable 2.83 with a prob value of 0.038758 < 0.05, with a contribution of 12.31% while the remaining 87.69% is influenced by other factors outside this study.

This study aims to examine the factors influencing the level of sustainability report disclosure based on OJK regulations in KBMI 3 banking companies listed on the Indonesia Stock Exchange in 2023. The level of sustainability disclosure is measured using the Sustainability Report Index (SR Index), constructed through content analysis of indicators stipulated in POJK No. 51/POJK.03/2017. The independent variables analyzed in this study include firm size, profitability proxied by Return on Assets (ROA) and Return on Equity (ROE), foreign ownership, and firm age. This research employs a quantitative explanatory approach using secondary data obtained from annual reports and sustainability reports. Data were analyzed using multiple linear regression with SPSS. The results indicate that firm size, foreign ownership, and firm age have a positive and significant effect on the level of sustainability report disclosure. Conversely, profitability measured by ROA and ROE does not have a significant effect. Simultaneously, all independent variables significantly influence sustainability report disclosure. These findings suggest that structural and ownership characteristics play a more dominant role in determining sustainability disclosure than financial performance, reflecting the regulator-driven nature of sustainability reporting in the Indonesian banking sector.

Tax is a major source of government revenue; however, tax avoidance remains a significant issue, particularly in the property and real estate sector, which is characterized by high growth and complex financial structures. This study examines the effects of leverage, profitability, and sales growth on tax avoidance, with firm size as a moderating variable. The study employs a quantitative approach, using secondary data from the annual financial statements of property and real estate companies listed on the Indonesia Stock Exchange for the 2020–2024 period. The sample was selected using purposive sampling, and the data were analyzed using panel data regression techniques. Tax avoidance is proxied by the Cash Effective Tax Rate, leverage is measured by the Debt-to-Equity Ratio, profitability is measured by Return on Assets, sales growth is calculated as the annual change in sales, and firm size is measured using the natural logarithm of total assets. The results indicate that leverage and profitability significantly affect tax avoidance, whereas sales growth does not. Firm size is found to moderate the relationship between leverage and tax avoidance as well as between profitability and tax avoidance, but it does not moderate the relationship between sales growth and tax avoidance. The novelty of this study lies in the inclusion of sales growth as an independent variable and the positioning of firm size as a moderating variable within the property and real estate sector during the post-pandemic period. These findings provide practical implications for corporate tax management strategies and offer insights for regulators in strengthening tax supervision based on firm characteristics.

This study aims to analyze the determinants of tax aggressiveness in construction, property, and real estate companies listed on the Indonesia Stock Exchange (IDX) during 2021–2024. The sample consists of 80 companies with 220 observations, selected using purposive sampling based on criteria such as the availability of financial statements and the absence of losses during the research period. The variables include tax aggressiveness (ETR), profitability (ROA), leverage (DAR), board size, and firm size (SIZE). Data were analyzed using PLS-SEM with WarpPLS 8.0. The results show that profitability has a negative and significant effect on tax aggressiveness, while leverage has a positive and significant effect. Board size does not significantly affect tax aggressiveness but positively influences profitability and leverage. Firm size negatively affects profitability but positively impacts board size and leverage. These findings indicate that financial factors are more dominant in determining tax aggressiveness than board size, a corporate governance mechanism

This study aims to determine the effect of Leverage and Investment Decisions on Profitability at PT Aneka Tambang Tbk for the 2015-2024 period, both partially and simultaneously. This research method uses quantitative with a asosiatif research type. Secondary data obtained comes from the Indonesia Stock Exchange website (www.web.idx.com) and the PT Aneka Tambang Tbk website. The results of this study show that the Leverage variable has a t count of -3.166 > t table 2.365 with a significant value of 0.016 < 0.05, so it can be concluded that the Leverage variable (X1) has a significant effect on Profitability (Y). The Investment Decision variable has a t count of -0.673 < 2.365 and with a significance level of the Investment Decision variable of 0.522 > 0.05, it can be concluded that the Investment Decision variable (X2) does not have a significant effect on Profitability (Y). And the results of the F Test obtained an Fcount value of 6.726 > Ftable 4.737 and a significant value of 0.023 < 0.05, meaning that the Leverage and Investment Decision variables together have a significant effect on Profitability. Therefore, the Leverage (X1) and Investment Decision (X2) variables together have a significant effect on the stock price of PT Aneka Tambang Tbk.

This study aims to examine the effect of leverage and institutional ownership on tax avoidance, with profitability as a moderating variable, in plantation sector and mining sector companies listed on the Indonesia Stock Exchange (IDX) during the 2020–2024 period. This study employs a quantitative research method. The sample was selected using a purposive sampling technique, resulting in 16 companies as the research sample, with a total of 80 observations. Data analysis is conducted using multiple linear regression and moderated regression analysis (MRA). The results indicate that leverage and institutional ownership do not have a significant effect on tax avoidance. Furthermore, profitability is unable to moderate the relationship between leverage and tax avoidance as well as between institutional ownership and tax avoidance. This study has limitations related to the relatively small sample size, as many companies experienced losses during the observation period and therefore did not meet the sample selection criteria.

This research focuses on examining the relationship between environmental accounting practices and firm value creation, considering the role of profitability as an intermediary mechanism. The study was conducted on companies in the basic and chemical industry subsectors listed on the Indonesia Stock Exchange during the 2020–2024 period. Green Accounting in this study is represented through environmental cost disclosure, while firm value is proxied by Price to Book Value (PBV), and profitability is measured by Return on Equity (ROE). The analysis used a panel data regression approach, complemented by a mediation test using the Sobel test. Empirical results indicate that the implementation of Green Accounting has not had a significant impact on profitability or firm value. Conversely, profitability has been shown to have a positive and significant relationship with firm value. Furthermore, the mediation test indicates that profitability plays no role in channeling the influence of Green Accounting on firm value. These findings lead to the interpretation that Green Accounting practices in the studied sectors still reflect regulatory compliance and efforts to gain social legitimacy rather than a strategy to increase short-term economic value.

The property and real estate sub-sector serves as a strategic pillar for investment in Indonesia, despite BPS (2023) data showing a growth slowdown to 2.18% due to macroeconomic pressures. Financial performance throughout the 2021–2024 period exhibited significant volatility, with profit growth contracting to –5% in 2022 before rebounding to 15% in 2024. These fluctuations reflect the dynamics of economic recovery and the success of corporate operational efficiency in navigating interest rate hikes and inflation. This study aims to determine the effect of Company Size, Capital Structure, Return on Assets (ROA), and Total Asset Turnover (TATO) on Profit Growth. The population used in this study is the Property & Real Estate sub-sector companies listed on the Indonesia Stock Exchange for the 2021–2024 period. This study uses secondary data with a population of 68 companies. The sampling technique used a purposive sampling technique, resulting in a research sample of 30 Property & Real Estate sub-sector companies. The analysis technique used is multiple linear regression analysis processed using the Statistical Package for the Social Sciences (SPSS) program. The results show that Capital Structure, Return on Assets, Total Asset Turnover, and Company Size influence Profit Growth.

This study examines the mediating role of SDG disclosure in the relationship between ESG score and financial performance within the mandatory reporting context of non-financial firms listed on the Indonesia Stock Exchange during 2021-2023. Using a purposive sample of 59 companies (177 observations), the analysis employs panel data regression and the Sobel test to evaluate ESG metrics from Refinitiv Eikon alongside disclosure and financial data from corporate reports. Empirical results show that ESG score does not significantly predict SDG disclosure nor directly affect financial performance measured by ROE. Furthermore, SDG disclosure shows no significant association with financial performance and fails to mediate the ESG-ROE relationship. Firm size is the only variable positively related to SDG disclosure, suggesting that reporting practices are more strongly driven by organizational resources and public visibility than by substantive ESG performance. Overall, the findings reveal a decoupling phenomenon, where sustainability reporting in Indonesia tends to reflect symbolic compliance rather than value-creating integration. The study concludes that a credibility gap exists in the capital market, as SDG disclosure has not yet functioned as an effective mechanism for converting ESG performance into financial gains. This study provides evidence on the limitations of SDG disclosure as a value transmission mechanism in emerging market, offering insights for regulators and market participants seeking to enhance the economic relevance and credibility of SDG reporting.