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Faridatul A’la; Titin Agustin Nengsih; Victor Diwantara

Jurnal Kajian dan Penalaran Ilmu Manajemen 2026 CV. Aksara Global Akademia

This research is motivated by the fluctuation in income of areca nut farmers in Lagan Tengah Village, Geragai District, East Tanjung Jabung Regency, which has decreased in recent years. This condition is suspected to be caused by high production costs and unstable areca nut selling prices at the farm level. Therefore, this study aims to determine the effect of production costs and selling prices on areca nut farmer income in Lagan Tengah Village. This research used a quantitative approach with multiple linear regression analysis. The study population was all 1,105 areca nut farmers in Lagan Tengah Village, while the sample size was 92 people, selected using simple random sampling based on the Slovin formula with a 10% margin of error. Data were collected through questionnaires, interviews, observations, and documentation. Data analysis was performed using the classical assumption test, the t-test (partial), the F-test (simultaneous), and the coefficient of determination (R²) test. The results showed that production costs had a partial and significant negative effect on areca nut farmer income, while selling prices had a positive and significant effect on areca nut farmer income. Simultaneously, both variables—production costs and selling prices—have a significant impact on the income of areca nut farmers in Lagan Tengah Village. The coefficient of determination (R²) indicates that production costs and selling prices are able to explain variations in areca nut farmer income quite strongly. From these results, it can be concluded that improving production cost efficiency and stabilizing areca nut selling prices are important factors in increasing the income of areca nut farmers in Lagan Tengah Village. The local government and related institutions are expected to support farmers through subsidy policies, increased market access, and fostering farm management to optimize and sustain farmer income.

Naela Farkhati; Agus Supriatna

Jurnal Ekonomi dan Keuangan 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze the effect of financial literacy and lifestyle on financial management of students of the Management Study Program at Universitas Pamulang. This research uses a quantitative method with an associative approach, with data collected through questionnaires distributed to 160 respondents. Data analysis was conducted using validity tests, reliability tests, classical assumption tests, simple and multiple linear regression analysis, t-test, F-test, and coefficient of determination (R²). The results show that partially financial literacy has a positive and significant effect on financial management with a t-value of 7,161 > t-table 1.975 and a significance value of 0.000 < 0.05, while lifestyle also has a positive and significant effect with a t-value of 6,881 > t-table 1.975 and a significance value of 0.000 < 0.05. Simultaneously, financial literacy and lifestyle have a significant effect on financial management with an F-value of 853.671 > F-table 3.05 and a significance value of 0.000 < 0.05. The coefficient of determination of 0.916 indicates that 91,6% of the variation in students’ financial management is explained by financial literacy and lifestyle, while the remaining 8,4% is influenced by other factors outside this study.

Siti Nuryanah; Nurhapsari, Risma

Jurnal Ilmiah Komputerisasi Akuntansi 2026 Universitas Sains dan Teknologi Komputer

This study aims to examine the extent to which taxpayers’ attitudes toward e-filing influence tax compliance, with the implementation of e-filing positioned as a mediating variable among employees of PT Selalu Cinta Indonesia (SCI) registered at the Primary Tax Office (KPP Pratama) of Salatiga City. The population comprised 18,244 employees, from which a sample of 100 respondents was selected using purposive sampling. Data were processed and analyzed using simple linear regression and path analysis. The results indicate that attitudes toward e-filing have a significant effect on taxpayer compliance (t = 7.708; sig. < 0.001) and also significantly influence the level of e-filing implementation (t = 7.644; sig. < 0.001). Furthermore, the implementation of e-filing has a significant impact on taxpayer compliance (t = 150.765; sig. < 0.001). Additional findings reveal that e-filing implementation acts as a partial mediator in the relationship between attitudes toward e-filing and taxpayer compliance, with a total effect value of 1.225. Overall, these findings reinforce the Theory of Planned Behavior framework, which posits that positive attitudes toward a system can foster the formation of specific behaviors, particularly in the context of tax compliance.

Geby Thalia Putri; Indra Wirawan; Muhajir Muhajir

Fauna: Jurnal Kajian Ilmu Hewani 2026 Asosiasi Riset Ilmu Tanaman Dan Hewani Indonesia

Vaname shrimp (Litopenaeus Vannamei) is one of Indonesia's fishery commodities with high economic value. Vaname shrimp production in Indonesia continues to increase. However, obstacles sometimes arise in cultivation activities, such as the emergence of shrimp diseases and poor water quality. High stocking density and shrimp feeding can cause a decline in water quality. In addition, pond water quality is influenced by pond location and the surrounding environment, such as agriculture, settlements, mangroves, and the sea. This causes ponds to have different water qualities. One of the diseases that often attacks shrimp farming is caused by the bacterium Vibrio sp. The abundance of Vibrio sp. bacteria is closely related to pond water quality and the environmental conditions around the pond. The methods used were TPC testing and multiple linear regression testing. Based on the results of the study, the abundance of Vibrio sp. bacteria in pond A was the highest at 8.3 x 102, and pond C had the lowest at 3.1 x 102. Water quality testing in three different ponds showed safe limits for cultivation, except for nitrite testing. Based on the simple linear regression test, the water quality parameters that significantly affect the abundance of Vibrio sp. bacteria are pH, temperature, and nitrite.  

Rinto Francius Sirait; Merlin Santinus; Suhartono Suhartono

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.

Maharani Salsabila Putri Riyadi; Tuti Alawiyah

Jurnal Kajian Ilmu Sosial, Politik dan Hukum 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This study investigates the impact of social support and learning motivation on students' desire to pursue higher education at SMA Negeri 4 in South Tangerang City. It employs a quantitative design through survey methods, collecting data via a Google Form questionnaire from 84 participants, with instruments validated and tested for reliability using SPSS version 27. Analysis involved simple and multiple linear regression, supplemented by t-tests for individual effects and F-tests for combined influences. Social support (X1) significantly affects interest in further education (Y), showing a regression coefficient of 1.521 (p = 0.000) and R² of 0.649. Learning motivation (X2) likewise exerts a strong positive influence on interest in higher education (Y), with a coefficient of 1.307 (p = 0.000) and R² of 0.691. Together, these factors significantly predict students' interest (F = 106.418, p = 0.000), explaining 72.4% of the variance (multiple R² = 0.724), while 27.6% stems from unexamined variables. These results highlight the critical role of social support and robust learning motivation in boosting students' aspirations for advanced studies. Schools, families, and policymakers can leverage these insights to craft targeted initiatives for enhancing postsecondary enrollment. These results highlight the critical role of social support and robust learning motivation in boosting students' aspirations for advanced studies. Schools, families, and policymakers can leverage these insights to craft targeted initiatives for enhancing postsecondary enrollment.

Rohulloh Faturahman; Rosita Anggraini

Kajian Administrasi Publik dan ilmu Komunikasi 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

Cine Crib is a YouTube channel that routinely reviews both international and Indonesian films, with a primary focus on Indonesian cinema. The review content, presented in a relaxed, informative, and entertaining manner, possesses significant potential to influence audience decisions to watch films in cinemas. In the digital era, social media platforms, including YouTube, have emerged as primary information sources that play a vital role in shaping consumer perceptions, preferences, and behaviors concerning movie-watching interest, particularly in theaters. This study aims to determine the influence and the magnitude of the impact of review content on the Cine Crib YouTube channel toward the interest in watching films in cinemas. The research employs a quantitative approach utilizing a survey method. Data were collected by distributing questionnaires to 100 respondents consisting of Cine Crib channel subscribers. Data analysis includes validity and reliability tests, simple linear regression, t-tests, F-tests, and the calculation of the coefficient of determination ($R^2$). Research findings indicate that film review content on YouTube has a positive and significant influence on the interest in watching films in cinemas, albeit with a weak correlation. Variations in watching interest are influenced by film review content, while the remaining factors are influenced by variables outside the scope of this study. Consequently, the Cine Crib channel represents an effective strategy for increasing interest in cinema-going.

Ismed Batubara; Rini Novita; Dhani DS Hasibuan; Hengky Syahyunan; Indra Fajar

International Journal of Law, Crime and Justice 2026 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

This study aims to examine the influence of local wisdom as a living law on personal data protection behavior, as well as assess the role of Islamic law ethics and digital literacy in the context of intimate digital crime in Indonesia. The background of this research is based on the increasing cases of misuse of personal data in the digital space that have not been fully responded to effectively through formal legal approaches. The method used a quantitative approach with a correlational explanatory design. Data were obtained through the distribution of a questionnaire based on the Likert scale to 150 respondents who were selected purposively, then analyzed using descriptive statistics, Pearson correlation, and simple linear regression. The results showed that local wisdom of alwasliyahan had a positive and significant influence on personal data protection behavior (β = 0.42; p < 0.05). Islamic legal ethics serve as a mediating variable that strengthens the relationship, while digital literacy provides a positive influence at a moderate level. These findings show that the internalization religious and cultural values plays an important role in shaping individual awareness and behavior in protecting personal data in the digital era. The conclusion of this study emphasizes that local wisdom can function effectively as a living law in supporting the protection of personal data. This research makes theoretical contribution the development of the study of Islamic law and the sociology of law, as well as practical implications for policy formulation that integrates formal regulations, cultural values, and digital literacy.

Ayu Kartini Parawansa; Aslam, Annisa Paramaswary

Jurnal Riset Rumpun Ilmu Tanaman 2026 Pusat riset dan Inovasi Nasional

This study aims to analyze the level of financial literacy and examine its influence on the household welfare of vegetable farmers. Agricultural households, particularly smallholder vegetable farmers, frequently experience economic vulnerability due to several structural challenges such as unstable agricultural income, seasonal production patterns, fluctuating market prices, limited access to formal financial services, and inadequate financial management skills. These conditions often make farm households more susceptible to economic shocks, including crop failure, input price increases, or sudden market price declines. In this context, financial literacy becomes an essential capability that enables farmers to manage their financial resources more effectively.This research employed a quantitative research design using a survey approach. The study involved 120 vegetable farmers selected as respondents from major vegetable-producing areas. Data were collected through structured questionnaires designed to measure farmers’ financial literacy levels and household welfare conditions. Financial literacy was assessed through indicators such as financial knowledge, financial behavior, and financial attitudes, while household welfare was evaluated based on indicators including consumption stability, education and health expenditures, savings capacity, and overall economic resilience. The collected data were analyzed using descriptive statistics to describe the characteristics and financial literacy levels of respondents, and multiple linear regression analysis to examine the relationship between financial literacy and household welfare.The results of this study highlight the importance of strengthening financial education programs targeted at agricultural communities. Improving financial literacy among vegetable farmers can contribute not only to better household financial management but also to broader rural economic development. Therefore, financial education initiatives should be integrated into agricultural extension programs, farmer group activities, and local government development strategies. Such initiatives may include training in household financial planning, simple bookkeeping for farm businesses, savings management, and responsible credit use. By enhancing farmers’ financial capabilities, these programs can help improve household welfare, strengthen rural economic resilience, and support the long-term sustainability of the agricultural sector.

Muhsyi Alyah; Andi Patimbangi; Fitriani Arief

Jurnal Bisnis, Ekonomi Syariah, dan Pajak 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aimed to investigate the influence of content exposure and celebrity endorsement on the consumptive behavior of Muslim adolescents among students at MAN 1 Bone. The population for this research was students of MAN 1 Bone for the 2023/2024 academic year. The sampling technique employed was simple random sampling with a total of 100 respondents. Data was collected through the distribution of questionnaires and documentation. This research utilized an explanatory survey research method with a quantitative approach. The data analysis techniques used were statistical tests, including multiple linear regression, t-test, f-test, and the coefficient of determination (R2) test. The results revealed that: (1) There was no significant influence of content exposure on the consumptive behavior of MAN 1 Bone students. (2) Celebrity endorsement significantly influenced the consumptive behavior of MAN 1 Bone students. (3) Content exposure and celebrity endorsement had a significant influence on the consumptive behavior of MAN 1 Bone students. The combined effect of the content exposure and celebrity endorsement variables on the consumptive behavior variable of MAN 1 Bone students was 25.2%, while the remaining 72.8% was explained by other factors outside the two independent variables studied.

Elvianti, Elisabeth; Mitan , Wilhelmina; Lamawitak , Paulus Libu

Jurnal Projemen UNIPA 2026 Universitas Nusa Nipa Maumere

This study was conducted at Alok Market, Sikka Regency. The objectives of this study werw to identify the sources and utilization of traders’ business capital and to determine the influence of business capital on the income of market traders. The type of research employed was quantitative research. The population of this study consisted of traders at Alok Market, Sikka Regency. The research sample was selected using purposive sampling, with a total of 30 respondents. Data collection techniques used in this study included structured interviews (numerically based) and direct observation. The data analysis techniques applied were descriptive quantitative analysis and simple linear regression analysis. The results of the study indicated that 50-70% of business capital was obtained from traders’ own capital, while 30-45% originated from loan capital. In terms of capital utilization, 89% of the capital was used for asset investment and 80% for operational cost requirements. The findings of this study also confirmed that business capital had a significant influence on the income of traditional market traders.

Asep Sapaatullah

Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

This study aims to analyze the effect of information technology (IT)-based learning media on improving students' academic performance. With the advancement of digital technology, the use of IT-based media such as interactive presentations, educational videos, Learning Management Systems (LMS), and online quiz applications has become part of modern teaching strategies. This study uses a quantitative approach with a quasi-experimental method. The subjects of the study were secondary school students divided into experimental and control groups. The instruments used include learning achievement tests to measure academic performance and observation sheets to assess the implementation of IT media usage. Data were analyzed using t-tests and simple regression analysis. The results show a significant difference in academic performance between students who used IT-based learning media and those who used conventional methods. The experimental group showed a higher average score compared to the control group. These findings indicate that the use of IT-based learning media, when planned and implemented systematically, can improve students' motivation, engagement, and understanding of learning materials. Therefore, the integration of information technology into the learning process is recommended as an innovative strategy to enhance the quality of education.

Reza Mahendra; Qori Halimatul Hidayah

Venus: Jurnal Publikasi Rumpun Ilmu Teknik 2026 Asosiasi Riset Ilmu Teknik Indonesia

This research aims to analyze the quality of electronic services (E-Service Quality) on user satisfaction of the DANA digital wallet application in the West Jakarta area. The evolution of financial technology (fintech) in Indonesia has encouraged rapid growth in the use of digital wallets, including DANA which is recorded to have more than 200 million users by 2024. However, this rapid growth is still marred by a number of user complaints regarding system reliability, service response speed and transaction security. Therefore, this study is important to evaluate how much e-service quality dimensions influence user satisfaction levels. The research method used is a quantitative approach with an associative type of research. Data was collected through questionnaires from 100 respondents who were active users of the DANA application in the West Jakarta area using a purposive sampling technique. Data analysis was carried out using SPSS software through validity tests, reliability tests, and simple linear regression analysis. The research results show that E-Service Quality has a positive and significant effect on user satisfaction of the DANA application with a coefficient of determination (R Square) of 0.907, which means that 90.7% of the variation in user satisfaction can be explained by the E-Service Quality variable, while the remaining 9.3% is influenced by other factors outside the research model. The results of the significance test (t test) show a significance value (Sig. < 0.05) which indicates that the influence of E-Service Quality on user satisfaction has been proven to be statistically significant. The results of this study are expected to serve as evaluation material for DANA application managers in improving the quality of digital services, particularly in terms of efficiency, system reliability, security, and user responsiveness. Furthermore, this research is expected to provide theoretical contributions to the development of studies in the field of information systems and digital service management.

Ahmad Ibrahim; Oktaviana Purnamasari

Jurnal Penelitian Komunikasi dan Sosialisasi 2026 Asosiasi Peneliti dan Pengajar Ilmu Sosial Indonesia

This study examines the influence of Arei Outdoor Gear brand awareness on purchase decisions in the Bogor Climbing Virtual Community on Facebook. In the midst of increasingly fierce competition in the outdoor equipment industry, maintaining a high level of brand awareness is an important factor for companies in attracting and retaining consumers. Therefore, this study aims to find out the extent to which brand awareness of Arei products is able to influence the purchasing decisions of the community members. This study uses a quantitative approach with a survey method conducted on 87 respondents who were randomly selected from community members. Data collection was carried out through a questionnaire which was then analyzed using a simple linear regression technique to determine the relationship between brand awareness variables and purchase decisions. The results of the study show that the level of Arei brand awareness is relatively high with an average value of 3, where respondents are able to recognize Arei's products, logos, and brand characteristics. Meanwhile, purchasing decisions are also in the positive category with an average score of 3.25. The results of linear regression analysis showed a significant influence between brand awareness on purchase decisions with a correlation value (R) of 0.749. In addition, a determination coefficient value (R²) of 0.561 showed that 56.1% of purchase decisions were influenced by brand awareness, while the rest were influenced by other factors outside of the variables studied.

Zulpani Alimudin; Rustam Tohopi; Romy Tantu

Studi Administrasi Publik dan ilmu Komunikasi 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study aims to determine the influence of Diklat on employee performance at the Department of Education and Culture of Gorontalo Province. The sample in this study consisted of 58 respondents. The data used in this research were primary. Data collection was conducted through the distribution of questionnaires. The data analysis technique employed was simple linear regression. The results of this study indicate that Diklat have a positive and significant influence on employee performance at the Department of Education and Culture of Gorontalo Province, with a coefficient of determination of 66.90%, while the remaining 33.10% is influenced by other variables not examined in this study, such as organizational culture, work environment, leadership, career management, work commitment, work supervision, and information technology within the organization. The positive test results imply that the improvement in employee performance at the Department of Education and Culture of Gorontalo Province occurs due to intensive Diklat that align with the needs of human resource development in public sector organizations.

Gendis Gayatri; Diva Nur Azizah; Aldisha Adya Pasha; Sri Mulyeni

SOSIAL: Jurnal Ilmiah Pendidikan IPS 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

Mental health is a very important element in supporting students' academic success. As a group at a vulnerable age, students often face academic, social, and psychological pressures that can affect their mental health and academic performance. This study aims to examine the impact of mental health on the academic performance of students at the Faculty of Economics, Pasim National University. The method used in this study is a quantitative approach with data collection through questionnaires. The research subjects consisted of 123 students in their first semester, where the sample included 94 respondents selected using the Slovin formula. The data were analyzed using SPSS software, including validity, reliability, and normality tests, simple linear regression, coefficient of determination, and ANOVA. The findings of this study indicate that all measurement tools used are valid and reliable. Normality testing shows that the data have a normal distribution. The regression analysis results showed a significant positive effect of mental health on students' academic performance. An R-squared value of 0.410 indicates that mental health contributes 41% to the variation in students' academic results, while the remaining 59% is influenced by other factors. The results of the ANOVA also showed a significance level of 0.000 (<0,05). confirming the suitability of the regression model. Therefore, it can be concluded that mental health plays a significant role in improving student academic achievement. This research is expected to provide educational institutions with a basis for designing mental health support policies and programs to improve student academic quality.

Anastasia Nona Elcy; Agustina Irnianti Nurak; Yohanis Erwin Ngaga Dato; Advenia Disfantri Soka; Nurul Azizah +1 more

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2026 Asosiasi Periset Bahasa Sastra Indonesia

This study analyzes the impact of learning motivation levels on student attendance discipline at the Saint Ignasius Catholic Vocational School in Wairterang. The background of the problem highlights the low level of student attendance, which is caused by the lack of intrinsic and extrinsic motivation in the vocational education environment. This phenomenon impacts the effectiveness of learning and overall student achievement. The purpose of the study is to identify the causal relationship between learning motivation and attendance discipline, and to measure the significant influence of motivation variables on attendance discipline. The approach used is quantitative with a Likert-scale questionnaire survey method. The study sample involved students in grades X-XII at the Saint Ignasius Catholic Vocational School in Wairterang, with data analysis using simple linear regression to test the hypothesis. The results of the study are expected to show a positive and significant influence of learning motivation on attendance discipline. Practical implications include recommended strategies for guidance and counseling (BK) teachers, such as individual counseling programs, attendance-based reward systems, and the integration of intrinsic motivation through vocational extracurricular activities. These strategies are expected to improve learning effectiveness and build students' disciplined character in vocational high schools

Anastasia Nona Elcy; Agustina Irnianti Nurak; Yohanis Erwin Ngaga Dato; Advenia Disfantri Soka; Nurul Azizah +1 more

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2026 Asosiasi Periset Bahasa Sastra Indonesia

This study analyzes the impact of learning motivation levels on student attendance discipline at the Saint Ignasius Catholic Vocational School in Wairterang. The background of the problem highlights the low level of student attendance, which is caused by the lack of intrinsic and extrinsic motivation in the vocational education environment. This phenomenon impacts the effectiveness of learning and overall student achievement. The purpose of the study is to identify the causal relationship between learning motivation and attendance discipline, and to measure the significant influence of motivation variables on attendance discipline. The approach used is quantitative with a Likert-scale questionnaire survey method. The study sample involved students in grades X-XII at the Saint Ignasius Catholic Vocational School in Wairterang, with data analysis using simple linear regression to test the hypothesis. The results of the study are expected to show a positive and significant influence of learning motivation on attendance discipline. Practical implications include recommended strategies for guidance and counseling (BK) teachers, such as individual counseling programs, attendance-based reward systems, and the integration of intrinsic motivation through vocational extracurricular activities. These strategies are expected to improve learning effectiveness and build students' disciplined character in vocational high schools

Dava Qaulan Sadida; Riska Tyas Prahesti

Jurnal Penelitian Komunikasi dan Sosialisasi 2026 Asosiasi Peneliti dan Pengajar Ilmu Sosial Indonesia

This study explores the influence of Electronic Word of Mouth (E-WOM) on Umrah ticket purchasing decisions through the Instagram account @umrohbarengyuk.id. In today’s digital era, social media serves as a primary channel in shaping consumer perceptions of services, particularly in religious travel industries like Umrah. E-WOM, consisting of interaction intensity, opinion valence, and content quality, plays a vital role in providing trustworthy information and building consumer confidence. Using a quantitative method involving surveys and simple linear regression analysis, the study finds that digital reviews and testimonials strongly influence prospective pilgrims’ decisions. The @umrohbarengyuk.id account is perceived as providing transparent, responsive, and relevant communication, making it a key reference in users’ information-seeking and service evaluation processes. These findings reinforce E-WOM as a powerful digital marketing communication strategy that not only increases service appeal but also enhances customer trust and purchasing confidence. The study offers practical insights for Umrah service providers in developing personalized, credible digital content and strategies to reach broader audiences effectively.

Inabah, Sekar Farahdila; Inabah, Sekar Farahdila; Putri, Imelda Adelia; Mutiarachim, Atika

Digital Business Intelligence Journal 2026 Fakultas Ekonomika dan Bisnis Universitas 17 Agustus 1945 Semarang

This study aims to compare the performance of Multiple Linear Regression (MLR) and Random Forest Regression (RFR) in predicting student performance based on academic scores. Student performance is defined as the average of math scores, Reading Scores, and writing scores. This study uses a quantitative approach with a comparative design based on predictive modeling. The data used is secondary data from the Student Prediction dataset obtained through the Kaggle platform, which was processed using the Python programming language through the Google Colab platform. The analysis stages included the formation of performance variables, the separation of training and test data with a ratio of 80:20, model training, and evaluation using the Mean Squared Error (MSE), Mean Absolute Error (MAE), and coefficient of determination (R²) metrics. The results show that the Multiple Linear Regression model produced an MSE value of 2.74 × 10⁻²⁸, an MAE of 1.51 × 10⁻¹⁴, and an R² of 1.000. Meanwhile, Random Forest Regression produced an MSE of 0.296, an MAE of 0.375, and an R² of 0.998. These findings indicate that both models have a very high level of accuracy, but Multiple Linear Regression provides the best performance. This is due to the strong linear relationship between the input variables and the target variables formed directly from the combination of academic values. Thus, the linear regression model is proven to be more suitable for use in data structures that have simple linear relationships compared to ensemble-based models.