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Analytics

Natalia Natalia; Aris Eddy Sarwono

Jurnal Manajemen Sosial Ekonomi 2026 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

Accounting students’ job readiness is a crucial issue in facing the demands of an increasingly digitalized professional world. This study evaluates the role of Accounting Information Systems (AIS) use, accounting competencies, and digital literacy in shaping student job readiness. A quantitative approach using survey method was applied to 153 accounting students at private universities in Surakarta City who had taken courses related to Accounting Information Systems. Data were analyzed using multiple linear regression. The study findings indicate that these three variables significantly contribute to job readiness. Individually and collectively, mastery of technical competencies and digital skills is positively correlated with increased student readiness to enter the workforce. This underscores the importance of integrating accounting skills and technological literacy into yhe learning process. This study was limited to accounting students at privet universities in Surakarta City, so the results cannot be broadly generalized to the entire accounting student population

Rinto Francius Sirait; Merlin Santinus

Jurnal Pendidikan, Bahasa dan Budaya 2026 Pusat Riset dan Inovasi Nasional

Pastoral care within the Voice of Truth Gospel Church throughout North Sumatra has experienced a decline in quality in fostering the maturity of faith and the spiritual life of the congregation. The purpose of this study is to determine the extent to which emotional intelligence influences the quality of pastoral care within the Voice of Truth Gospel Church throughout North Sumatra. This study uses a quantitative approach. The data obtained were analyzed using simple linear regression techniques. This study proves that: Based on data reduction, it is known that the emotional intelligence of pastors, administrators, and servants of the Voice of Truth Gospel Church in the North Sumatra region is in the high category; Based on the results of data reduction, it is also known that the majority of respondents assess that pastoral care within the Voice of Truth Gospel Church throughout North Sumatra has been running quite effectively; Emotional Intelligence has a positive and significant effect on the variable of Pastoral Care Quality. This can be seen from the calculated t (8.857) > t table (1.65437) and Sig. (0.000) < 0.05, and based on the results of the coefficient of determination test, it is known that the Quality of Herding is influenced by the Emotional Intelligence variable with a value of 61.2% and the remaining 39.8% is influenced by other variables outside this study.

Budi Abdullah; Reysya Yusdianingsih; Nandita Saskya; Muhammad Muarif; Juliana Handayani br. Simatupang +2 more

Jurnal Hukum dan Sosial Politik 2026 International Forum of Researchers and Lecturers

This study aims to analyze the unemployment rate in Indonesia during the 2024–2025 period using a linear regression approach based on data from the National Labor Force Survey (Sakernas). The variables used include the labor force, employed population, labor force participation rate (LFPR), and open unemployment rate (OUR). The results show that the labor force increased from 149.38 million in February 2024 to 155.27 million in November 2025, followed by an increase in employed population from 142.18 million to 147.91 million in the same period. Meanwhile, the open unemployment rate decreased from 4.76 percent in February 2025 to 4.74 percent in November 2025. The analysis indicates that the increase in labor force accompanied by higher employment absorption contributes to reducing unemployment, although the decline remains relatively small. Overall, the regression results show that labor market dynamics are influenced by the interaction between labor force growth and the economy’s capacity to absorb labor.

Anggun Fitrah Sari; Ade Widiyanti; Ratna Septiyanti; Sari Indah Oktanti

Jurnal Ekonomi, Akuntansi, dan Perpajakan 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The purpose of this study is to examine the effect of Good Corporate Governance (GCG), financial performance, and Earning Per Share (EPS) on firm value. The object of this research consists of state-owned enterprises (SOEs) listed on the Indonesia Stock Exchange during the period of 2021–2024. This study employs a quantitative approach using secondary data in the form of annual financial statements as the primary source. The sample was selected using purposive sampling based on predetermined criteria, ensuring that only companies with complete data and consistent reporting were included in the analysis. The independent variables analyzed include the audit committee, independent commissioners, institutional ownership, Return on Assets (ROA), and Earning Per Share (EPS). Multiple linear regression analysis was used to process the data in this study, allowing the researchers to examine the simultaneous and partial effects of the variables on firm value. The findings indicate that firm value is significantly influenced by financial performance, particularly ROA, highlighting the importance of operational efficiency and profitability in enhancing shareholder wealth. While certain GCG variables such as institutional ownership showed positive influence, other elements like audit committees and independent commissioners produced mixed results, suggesting that governance mechanisms may have varying effects depending on organizational context. Meanwhile, EPS demonstrated inconsistent results in relation to firm value, implying that market perceptions of earnings may not fully capture the impact on overall firm valuation. This study provides insights for policymakers, investors, and corporate managers on the relative importance of governance and financial indicators in value creation for state-owned enterprises.

Qori Adha Fatimatus Zahro; Ratnaningrum Ratnaningrum

Jurnal Manajemen dan Ekonomi Bisnis 2026 Pusat Riset dan Inovasi Nasional

Micro, small, and medium enterprises (MSMEs) are crucial for driving regional economic expansion. Many MSMEs have not yet optimally utilized accounting data in selecting investments. This study aims to analyze the influence of accounting knowledge, entrepreneurial traits, and subjective norms on the use of accounting information in investment decision-making among MSMEs in Semarang City. Using a quantitative approach, this study surveyed 80 MSMEs selected through purposive sampling. Data were obtained through questionnaires with a five-point Likert scale and analyzed using multiple linear regression with the help of SPSS after undergoing validity, reliability, and classical assumption tests. The results showed that partially accounting knowledge (t = 3.337; sig = 0.001) and entrepreneurial traits (t = 2.272; sig = 0.026) had a positive and significant effect on the use of accounting information, while subjective norms had no significant effect (t = -0.788; sig = 0.433). Simultaneously, the three independent variables significantly influence the use of accounting information (F = 5.306; p = 0.002) with a coefficient of determination (R²) of 0.173. This finding indicates that increasing accounting and entrepreneurial knowledge can encourage the use of accounting information in investment decision-making in MSMEs.

Hidayat, Nurul; Afuan, Lasmedi; Jannah , Helmi Roichatul

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

Student dropout in higher education remains a persistent socioeconomic challenge, yet many predictive models reported in the literature are methodologically compromised by randomized cross-validation schemes that introduce temporal data leakage and artificially inflate predictive performance. This study proposes a longitudinal prescriptive learning analytics framework integrating three complementary methodological components: a Leave-One-Cohort-Out (LOCO) temporal validation protocol, a hybrid SMOTE-ENN class balancing strategy, and temporal velocity feature engineering derived from Learning Management System (LMS) behavioral trajectories. The framework was evaluated on a longitudinal dataset comprising 464,739 enrollment records and 77 features. Five predictive algorithms—XGBoost, LightGBM, CatBoost, Random Forest, and Logistic Regression—were comparatively assessed on a strictly isolated blind holdout cohort (2022), with CatBoost emerging as the champion estimator, achieving a PR-AUC of 0.8859, a Macro F1-Score of 0.9143, and the lowest Brier Score (0.0221), thereby demonstrating superior calibration and discriminative capability under severe class imbalance (93:7 ratio). Comprehensive ablation analysis revealed that temporal velocity features function not merely as additive predictors, but as a structural prerequisite enabling Synthetic Minority Oversampling Technique with Edited Nearest Neighbors (SMOTE-ENN) to generate high-quality synthetic boundary instances; removing these features reduced minority-class precision from 0.8302 to 0.6721. To operationalize predictive outputs into actionable intervention pathways, Diverse Counterfactual Explanations (DiCE) were implemented under a three-tier causal constraint architecture on 96 borderline high-risk students, generating 384 feasible intervention scenarios exclusively targeting forward-looking behavioral velocity metrics without constraint violations. Collectively, these findings advance the paradigm of prescriptive learning analytics by providing educational institutions with interpretable risk diagnostics and operationally feasible intervention guidance grounded in empirically validated behavioral and temporal dynamics.

Pinkan Novtalia Zaskia; Indah Hapsari

Jurnal Manajemen dan Ekonomi Bisnis 2026 Pusat Riset dan Inovasi Nasional

This study aims to examine the effect of debt policy and transfer pricing on tax avoidance, with audit quality as a moderating variable. The object of this study is non-banking companies included in the LQ45 index listed on the Indonesia Stock Exchange during 2021-2024, with a total sample of 117 firm-year observations. The data were analyzed using multiple linear regression and subgroup analysis (and chow test), by comparing the regression results between companies audited by Big Four and non-Big Four audit firms. The results indicate that debt policy has a positive and significant effect on tax avoidance, while transfer pricing does not have a significant effect on tax avoidance. Audit quality is proven to moderate the relationship between debt policy and tax avoidance by weakening the effect. However, audit quality does not moderate the relationship between transfer pricing and tax avoidance. These findings suggest that corporate financing decisions through debt remain an important mechanism in tax planning practices, while audit quality plays a crucial role as an external monitoring mechanism in limiting aggressive tax avoidance behavior.

Siti Aminah; Basri Aramico Ib; Nopa Arlianti

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

Stunting is a major indicator of chronic nutritional problems that affect children’s growth and development. In Indonesia, stunting prevalence remains high and is a national public health concern. This study aimed to analyze the relationship between socio-demographic factors and stunting incidence among toddlers in the working area of the Tanoh Alas Health Center, Southeast Aceh Regency, in 2025. This study used an analytical quantitative design with a cross-sectional approach. The sample consisted of 93 mothers with children under five selected through simple random sampling. Data were collected using questionnaires and observation sheets from June 19 to July 3, 2025. Statistical analyses included Chi-Square and multiple logistic regression tests. The results showed that 33.3% of children were stunted, 34.4% had poor access to health services, and 68.8% lived in unhealthy housing conditions. Bivariate analysis indicated significant relationships between maternal age (p = 0.007), maternal education (p = 0.012), maternal occupation (p = 0.002), access to health services (p = 0.001), family income (p = 0.032), and healthy housing conditions (p = 0.007) with stunting incidence. Multivariate analysis revealed that access to health services was the strongest factor associated with stunting (p = 0.010; OR = 4.294; 95% CI: 1.411–13.06). Children with limited access to health services were 4.3 times more likely to experience stunting. The study recommends improving the accessibility and quality of maternal and child health services and strengthening multisectoral interventions and health education programs to prevent stunting.

Nurul Handayani; Sabri Sabri; Amirullah Amirullah

Jurnal Manajemen dan Ekonomi Bisnis 2026 Pusat Riset dan Inovasi Nasional

This research is motivated by the vital role of clean water services and the need to optimize operational revenue at BLUD UPT Water Supply Management in Batam City. The study aims to analyze the influence of willingness to pay, ability to pay, and payment awareness on BLUD revenue achievement. A quantitative associative approach was employed, involving a population of 29,047 customers. A sample of 100 respondents was determined using the Slovin formula, and data were analyzed via multiple linear regression using SPSS software. The results indicate that, simultaneously, all three independent variables significantly affect revenue achievement with an F-value of 56.825 and a significance of 0.000. Partially, willingness to pay (t=8.279), ability to pay (t=11.020), and payment awareness (t=10.435) also exert a significant influence. These findings imply that higher community payment behavior directly increases institutional revenue. It is recommended that BLUD improves service quality and payment socialization to ensure sustainable revenue achievement.

Elly Joenarni; Eny Rachmawati; Mega Darmi Novita; Ahfi Nova Ashriana

Journal of Management and Social Sciences (JIMAS) 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

This study explores the relationship between service quality dimensions and customer loyalty in high-contact service industries, including healthcare, hospitality, and financial services, particularly in emerging markets. Using the SERVQUAL model, which identifies five key dimensions tangibles, reliability, responsiveness, assurance, and empathy the research examines how these dimensions influence customer loyalty. A quantitative research design is employed, with data collected through a cross-sectional survey of 400 respondents using a structured questionnaire. The study analyzes service quality, customer satisfaction, and loyalty using Structural Equation Modeling (SEM), regression analysis, and Exploratory Factor Analysis (EFA). Findings reveal that reliability and empathy are the most influential factors in fostering loyalty, with customer satisfaction acting as a mediator. Additionally, the research highlights the role of perceived value and customer experience in moderating these effects, particularly in sectors like healthcare and hospitality. The study extends the SERVQUAL model by integrating new dimensions such as customer experience and perceived value, offering a more comprehensive framework for understanding service quality in high-contact industries. These insights provide actionable recommendations for service managers to enhance customer loyalty by addressing both functional and emotional aspects of service quality

Lucky Anggia Chairunisah Sipahutar; Sabri Sabri; Nurmayunita Nurmayunita

Jurnal Manajemen dan Ekonomi Bisnis 2026 Pusat Riset dan Inovasi Nasional

This research is motivated by the phenomenon of decreasing number of customers at Emdee Easy Beauty Clinic Batam, which indicates the need for an evaluation of marketing strategies. The purpose of this study is to analyze the influence of price, promotion, brand image, and product quality on consumer satisfaction. The research method used is quantitative associative with a sample of 91 respondents taken using simple random sampling technique. Data were collected through questionnaires and analyzed using multiple linear regression. The results showed that simultaneously, price, promotion, brand image, and product quality had a significant effect on consumer satisfaction (F count 14.111 > F table 2.47). Partially, the variables of price, promotion, and brand image have a positive and significant influence, but product quality does not have a significant effect on consumer satisfaction in this study. The implication of these findings is that clinic management needs to prioritize competitive pricing strategies, strengthen promotional activities, and maintain a positive brand image to sustain and increase customer satisfaction.

Threesya Erin; Muhammad Fadli Luran; Amirullah Amirullah

Jurnal Manajemen dan Ekonomi Bisnis 2026 Pusat Riset dan Inovasi Nasional

This study is motivated by the importance of maintaining consumer satisfaction amidst increasingly fierce competition in the culinary business, where Warteg Bunana faces challenges in the form of a decline in the number of customers over the past two years. The objective of this research is to determine and analyze the influence of social media promotion, location, and perceived value on consumer satisfaction at Warteg Bunana in Batam City. The research method used is a quantitative approach with a survey method through the distribution of questionnaires to 100 respondents selected using simple random sampling techniques. Data were analyzed using multiple linear regression analysis via SPSS software. The findings indicate that simultaneously, social media promotion, location, and perceived value have a significant effect on consumer satisfaction with an F value of 21,940 and a significance value of 0.000 < 0.05. Partially, all three variables also have a significant influence on consumer satisfaction. The coefficient of determination (R Square) of 0.407 shows that these variables explain 40.7% of consumer satisfaction. The implications of this research suggest that Warteg Bunana management needs to increase social media promotion consistently and maintain location comfort and service quality to improve consumers' perceived value on a sustainable basis

Bintang Yoga Ramadhani; Ambar Kusumaningsih

DHARMA EKONOMI 2026 sekolah Tinggi Ilmu Ekonomi Dharmaputra Semarang

This study aims to investigate the influence of audit committee characteristics—including the proportion of independent audit committee members, audit committee size, and the frequency of audit committee meetings—on the risk of financial statement fraud in companies in the real estate and infrastructure sectors listed on the Indonesia Stock Exchange from 2020 to 2024. This study is grounded in agency theory and signaling theory. The sample was selected using purposive sampling, involving 62 companies or 310 observations. Data analysis was conducted using multiple linear regression via SPSS version 27. The findings of the study indicate that, collectively, the three audit committee characteristic variables, along with the control variables, have a significant impact on financial statement fraud risk. However, when examined individually, the proportion of independent audit committee members, the size of the audit committee, and the frequency of audit committee meetings do not show an influence. Meanwhile, the profitability control variable (ROA) showed an influence on financial statement fraud risk. This study concludes that the extent to which an audit committee can prevent fraud depends not only on quantitative factors such as the number of members or meeting frequency, but is also more influenced by the quality of the audit committee members’ capabilities and commitment in carrying out their oversight duties.

Akbarudin Akbarudin; Mohamad Safii

Maeswara : Jurnal Riset Ilmu Manajemen dan Kewirausahaan 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze the effect of Good Corporate Governance (GCG), Firm Size, and Sales Growth on Financial Performance at PT Ace Hardware Indonesia Tbk listed on the Indonesia Stock Exchange (IDX) during the 2015–2024 period. Good Corporate Governance (GCG) in this study is proxied by institutional ownership, financial performance is measured using Return on Assets (ROA), firm size is measured by the natural logarithm of total assets, and sales growth is measured using the sales growth ratio. This study employed a quantitative method with a descriptive approach. The data used were secondary data in the form of annual financial statements obtained from the official websites of the IDX and the company. Data analysis techniques included descriptive statistics, classical assumption tests, multiple and simple linear regression analysis, and hypothesis testing consisting of t-test, F-test, and coefficient of determination with the assistance of SPSS version 27 software. The results of the study indicate that partially, the Good Corporate Governance (GCG) variable has a t-value of -1.526 < t-table 2.447, meaning that it has no significant effect on financial performance. The firm size variable has a t-value of -2.857 > t-table 2.447, indicating a significant negative effect on the company’s financial performance. The sales growth variable has a t-value of 1.593 < t-table 2.447, meaning that it has no significant effect on financial performance. Simultaneously, Good Corporate Governance (GCG), firm size, and sales growth have a significant effect on financial performance, with an F-value of 13.023 > F-table 4.76 and a significance value of 0.005 < 0.05. This study is expected to provide consideration for management and investors in decision-making and serve as a reference for future research in related fields.

Siti Aminah; Basri Aramico Ib; Nopa Arlianti

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

Stunting is a major indicator of chronic nutritional problems that affect children’s growth and development. In Indonesia, stunting prevalence remains high and is a national public health concern. This study aimed to analyze the relationship between socio-demographic factors and stunting incidence among toddlers in the working area of the Tanoh Alas Health Center, Southeast Aceh Regency, in 2025. This study used an analytical quantitative design with a cross-sectional approach. The sample consisted of 93 mothers with children under five selected through simple random sampling. Data were collected using questionnaires and observation sheets from June 19 to July 3, 2025. Statistical analyses included Chi-Square and multiple logistic regression tests. The results showed that 33.3% of children were stunted, 34.4% had poor access to health services, and 68.8% lived in unhealthy housing conditions. Bivariate analysis indicated significant relationships between maternal age (p = 0.007), maternal education (p = 0.012), maternal occupation (p = 0.002), access to health services (p = 0.001), family income (p = 0.032), and healthy housing conditions (p = 0.007) with stunting incidence. Multivariate analysis revealed that access to health services was the strongest factor associated with stunting (p = 0.010; OR = 4.294; 95% CI: 1.411–13.06). Children with limited access to health services were 4.3 times more likely to experience stunting. The study recommends improving the accessibility and quality of maternal and child health services and strengthening multisectoral interventions and health education programs to prevent stunting.

Yuniar Fatmaningsih; Ria Etikasari; Ahmad Suriyadi Muslim

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

Hypertension is a chronic disease whose management is substantially determined by an individual's capacity to access and utilize health-related information. Inadequate health literacy may lead to poor medication adherence and diminished quality of life. This study aimed to examine the association between health literacy, medication adherence, and quality of life among hypertensive patients at Polresta Sleman. An observational analytic quantitative design with a cross-sectional approach was employed, involving 80 respondents selected through purposive sampling. Data were collected using the HLS-ID-SF12, MARS-5, and WHOQOL-BREF instruments. Bivariate analysis was conducted using Pearson correlation, while multivariate analysis applied multiple linear regression. Results revealed that health literacy significantly correlated with medication adherence (r = 0.469; p < 0.05) and quality of life (r = 0.447; p < 0.05). Medication adherence also demonstrated a significant correlation with quality of life (r = 0.615; p < 0.05). Simultaneously, both variables accounted for 41.1% of the variance in quality of life (R² = 0.411; p < 0.05). These findings underscore the importance of jointly improving health literacy and medication adherence as an evidence-based strategy to optimize quality of life in hypertensive patients.

Yuniar Fatmaningsih; Ria Etikasari; Ahmad Suriyadi Muslim

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

Hypertension is a chronic disease whose management is substantially determined by an individual's capacity to access and utilize health-related information. Inadequate health literacy may lead to poor medication adherence and diminished quality of life. This study aimed to examine the association between health literacy, medication adherence, and quality of life among hypertensive patients at Polresta Sleman. An observational analytic quantitative design with a cross-sectional approach was employed, involving 80 respondents selected through purposive sampling. Data were collected using the HLS-ID-SF12, MARS-5, and WHOQOL-BREF instruments. Bivariate analysis was conducted using Pearson correlation, while multivariate analysis applied multiple linear regression. Results revealed that health literacy significantly correlated with medication adherence (r = 0.469; p < 0.05) and quality of life (r = 0.447; p < 0.05). Medication adherence also demonstrated a significant correlation with quality of life (r = 0.615; p < 0.05). Simultaneously, both variables accounted for 41.1% of the variance in quality of life (R² = 0.411; p < 0.05). These findings underscore the importance of jointly improving health literacy and medication adherence as an evidence-based strategy to optimize quality of life in hypertensive patients.

Muhammad Rafi Zaidan Ariq; Igo Febrianto

International Journal of Economics and Management Sciences 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Using Non Performing Financing (NPF) as a moderating variable, this study looks at how profit sharing and profit margin financing affect the effectiveness and stability of Islamic banks in Indonesia. The primary topic discussed is how various Islamic financing arrangements affect the operational effectiveness and financial stability of banks, as well as whether credit risk enhances or diminishes these connections. This study aims to examine the direct impacts of financing modalities as well as the moderating influence of NPF on the performance of Islamic banks. Based on secondary data from eight Islamic banks in Indonesia between 2018-2024, this study employs a quantitative methodology using panel data regression and Moderated Regression Analysis (MRA). The findings indicate that while profit margin financing has no discernible impact on efficiency, profit sharing financing has a favorable and considerable impact. Profit margin financing has a negative and negligible impact on stability, whereas profit sharing financing has a positive but negligible impact. Additionally, by changing the direction of influence, NPF significantly moderates the association between profit sharing financing and both efficiency and stability. However, it does not significantly moderate the effect of profit margin financing on efficiency, but it does on stability. In summary, the effectiveness of Islamic financing is heavily reliant on risk management, especially credit risk control, where NPF is a key factor in evaluating whether financing can improve stability and efficiency in Islamic banks.

Galang Hildan; Arief Budiyanto

Maeswara : Jurnal Riset Ilmu Manajemen dan Kewirausahaan 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze the effect of price and e-service quality on e-satisfaction at Ninetech Store on the Shopee marketplace, both partially and simultaneously. This study uses a quantitative method with an associative approach. The research subjects were Ninetech Store customers, with a sample size of 96 respondents obtained through sampling techniques using the Rao Purba formula. Data were collected through questionnaires and analyzed using validity tests, reliability tests, classical assumption tests, simple and multiple linear regression analysis, correlation coefficients, determination coefficients, and hypothesis testing. The results show that price has a positive and significant effect on e-satisfaction, as does e-service quality, which also has a positive and significant effect on e satisfaction. In addition, price and e-service quality were simultaneously proven to have a significant effect on the e-satisfaction of Ninetech Store customers on the Shopee marketplace. The results of this study are expected to be taken into consideration by Ninetech Store in formulating pricing strategies and improving the quality of electronic services to increase customer satisfaction.

Riyani, Etik Ipda; Prasetiyo, Yudhi; Pradana, Novta Winkey

Dinamika Akuntansi Keuangan dan Perbankan 2026 Faculty of Economic and Business Universitas STIKUBANK

This study aims to examine the factors influencing tax avoidance, with debt (leverage) acting as a mediating variable. The independent variables include internal audit compliance, sales level, capital intensity, firm political connections, and corporate social responsibility (CSR). The sample consists of 306 manufacturing firms from the consumer goods, basic materials, and industrial sub-sectors listed on the Indonesian Stock Exchange during the 2019–2021 period, selected using purposive sampling.The study employs multiple linear regression and robust regression to compare results across each year of observation. The findings indicate that capital intensity and political connections of the board of directors have a significant effect on tax avoidance, particularly when leverage (Debt to Asset Ratio) serves as a mediating variable. This suggests that firms with high capital intensity and strong political connections tend to use debt strategically to reduce their tax burden. In contrast, internal audit compliance, political connections of the board of commissioners, and sales levels do not show a significant impact on tax avoidance under either regression method. Overall, the results highlight the importance of monitoring leverage usage and political connections to prevent excessive tax avoidance practices.