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Siniya Nurya Winata

Jurnal Manajemen Kreatif dan Inovasi 2026 International Forum of Researchers and Lecturers

The development of information technology encourages organizations to adopt a more efficient, flexible, and secure data management system, especially in the field of financial management that requires high accuracy and reliability. One of the technologies that is widely used is cloud computing, which offers easy access to data and an integrated security system. This article aims to analyze the utilization of cloud technology in improving the security and accessibility of financial management data. The method used in this study is a literature study by examining various scientific sources, books, and online news relevant to the topic of cloud computing and financial data management. The results of the study show that cloud technology is able to improve data security through the implementation of encryption, multi-layered access control, user authentication, and a reliable data backup system. In addition, cloud technology also improves the accessibility of financial data because it allows users to access information in real-time, flexibly, and without location or device restrictions. Thus, the application of cloud technology can be a strategic solution for organizations in improving operational efficiency, data security, and the quality of decision-making in financial management.

Achmad Faris Fadhlulah; Dika Arif Sihombing; Muhammad Fahri Rinanda; Rizki Riandi; Sotar Ferdinand Hutabarat

Jurnal Kendali Teknik dan Sains 2026 International Forum of Researchers and Lecturers

The Indonesia Smart Program (Program Indonesia Pintar/PIP) is a government initiative aimed at ensuring equal access to education for students from underprivileged families, including those at the junior high school (SMP) level. However, at the school level, the management of PIP recipient data still faces several challenges, particularly in data searching and utilization, due to the increasing volume of data and the use of simple or manual search methods. These conditions can lead to delays in obtaining information and reduce the accuracy of decision-making. Therefore, an effective information retrieval system is needed to manage and search PIP recipient data efficiently. This study aims to design and develop an Information Retrieval System for PIP recipient data at the junior high school level using the Term Frequency–Inverse Document Frequency (TF-IDF) method. The TF-IDF method is applied to assign weights to terms in each document, enabling the system to identify and rank documents based on their relevance to user queries. The test results show that the system is able to measure document relevance accurately, where documents D3 and D4 obtain the highest similarity value of 0.099586089 and are classified as highly relevant, while other documents show lower similarity values down to zero. These results are also supported by graphical visualization, which helps users compare relevance levels more clearly. Thus, the implementation of the TF-IDF method has proven to be effective in supporting accurate, efficient, and systematic searching and management of PIP recipient data at the junior high school level.

Dedy Tri Cahyono; Jaja Miharja

Programming and Algorithm Fundamentals 2026 Asosiasi Pengelola Jurnal Informatika dan Komputer Indonesia

This research focuses on the design and evaluation of a novel parallel graph optimization algorithm incorporating dynamic load balancing (DLB) to address inefficiencies in heterogeneous computing environments. Large-scale graph optimization problems, such as those in social networks, bioinformatics, and transportation systems, often suffer from computational imbalances when using traditional static load balancing approaches, leading to underutilized resources and prolonged execution times. The primary objective of this research is to develop an algorithm that can dynamically adjust workload distribution across processors, enhancing computational efficiency and scalability. The proposed method combines heuristic techniques, including region expansion and multilevel partitioning, with diffusive load balancing strategies to minimize inter-processor communication overhead. Experimental results demonstrate that the proposed algorithm reduces execution time by up to 40% compared to static methods, with optimized resource utilization and more balanced workload distribution. The scalability of the algorithm is also evident, as it adapts effectively to increasing problem sizes and processor counts. These findings suggest that dynamic load balancing is crucial for improving parallel graph optimization in real-world applications. Future work will focus on further enhancing the algorithm’s responsiveness to rapidly changing workloads and expanding its applicability to additional domains.

Sudirwo Sudirwo; Didik Sofian Hariyadi; Rusobby Andika Kumajaya

Integrated System and Management Technology 2026 Asosiasi Pengelola Jurnal Informatika dan Komputer Indonesia

The integration of Customer Relationship Management (CRM) and Enterprise Resource Planning (ERP) systems has emerged as a critical strategy for modern digital enterprises aiming to enhance customer experience and operational efficiency. This study examines the impact of CRM-ERP integration on customer satisfaction, personalized service, and organizational responsiveness. By adopting a mixed-methods approach, this research combines quantitative customer data analysis and qualitative managerial interviews to assess the benefits and challenges of CRM-ERP integration. Key findings highlight significant improvements in customer experience, with increased satisfaction and personalized interactions facilitated by a unified view of customer data. Operational efficiencies were also realized through streamlined processes, better alignment of departments, and enhanced decision-making based on real-time, data-driven insights. Despite these positive outcomes, challenges such as system integration complexities, data fragmentation, and resistance to change were identified, which hindered the speed of integration and full utilization of the systems. This study demonstrates that CRM-ERP integration provides a competitive advantage by improving both customer service and business agility, particularly in industries undergoing digital transformation. For digital enterprises, integrating these systems is crucial for maintaining a seamless customer experience across various touchpoints and achieving greater operational effectiveness. The paper concludes by suggesting future research on the long-term impact of CRM-ERP integration on customer loyalty, business growth, and the potential role of emerging technologies like AI and blockchain in further enhancing these systems.

Bulan Naysabilla; Miftah Khairiyah SM; Icha Amelia; Siti Salamah Br Ginting

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2026 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Production planning and inventory control are critical aspects of operations management, as they directly influence cost efficiency, resource utilization, and the continuity of the production process. Ineffective planning and inventory decisions may lead to excessive costs, production delays, or imbalances between supply and demand. The complexity of these problems, which often involve multi-period horizons and multi-stage decision-making processes, has encouraged the application of quantitative optimization methods, one of which is dynamic programming. This study aims to analyze and synthesize the application of dynamic programming in production planning and inventory control through a Systematic Literature Review (SLR) approach. The SLR process was conducted by systematically identifying, selecting, and analyzing 15 relevant national journal articles published between 2015 and 2024 and obtained from various recognized scientific databases. The reviewed literature indicates that dynamic programming is effective in supporting optimal decision-making by determining appropriate production quantities and inventory levels, minimizing total production and holding costs, and managing fluctuating demand conditions. In addition, this method helps reduce the risks associated with overstock and stockouts by considering sequential decision structures. However, the findings also reveal several limitations of dynamic programming, including high computational complexity, strong dependence on deterministic data assumptions, and limited flexibility in handling high levels of uncertainty. These constraints suggest the need for further methodological development or integration with other approaches to enhance practical applicability.

Arif Sardi; Jamaluddinsyah Jamaluddinsyah; Raudhah Hayatillah; Syafrina Sari Lubis

Jurnal Pengabdian Sosial dan Kemanusiaan 2026 Lembaga Pengembangan Kinerja Dosen

This community service activity aims to enhance students’ literacy through the application of ecoprint as an environmentally based creative learning medium at MAT Daarut Tahfidz Al-Ikhlas Banda Aceh. This program was motivated by the limited utilization of practice-based art activities as a means of strengthening students’ literacy. The implementation method employed a participatory-educative approach consisting of material socialization, ecoprint technique demonstrations, group-based hands-on practice, reflective discussions, and activity evaluation. The results indicate that students were able to understand the concepts and stages of ecoprint, produce works with various natural motifs, and demonstrate improvements in visual literacy and creativity. In addition, the activity increased students’ awareness of the use of natural materials and the importance of environmental friendly practices. Group-based activities also encouraged the development of social literacy through collaboration and communication among participants. Therefore, ecoprint can be considered an effective and contextual alternative learning medium to support the enhancement of students’ literacy in the school environment and has the potential to be sustainably developed.

Rimba Rahmawati; Ika Putra Viratama

Jurnal Insan Pendidikan dan Sosial Humaniora 2026 International Forum of Researchers and Lecturers

Technology-based learning media have now become a primary choice in supporting the learning process in elementary schools, in line with the development of the digital era and the growing demand for more innovative learning approaches. The utilization of technology in education is expected to enhance the quality of teaching and learning processes and encourage active student engagement. One technology-based learning medium considered effective and engaging is BrainPOP, a digital learning platform that presents educational content through interactive animated videos, quizzes, simulations, and various supporting activities designed to suit the characteristics of elementary school students. The selection of BrainPOP is based on its advantages in increasing students’ learning interest, facilitating the understanding of abstract concepts by making them more concrete, and enhancing students’ motivation and retention of learning materials. The visual, communicative, and interactive presentation of content enables students to learn in a more enjoyable and less monotonous manner. This medium is capable of creating an engaging, effective, and student-centered learning atmosphere, thereby fostering an active, creative, and enjoyable learning environment. Therefore, the use of BrainPOP in the learning process is expected not only to improve students’ learning outcomes but also to optimally and sustainably develop their interest, motivation, and engagement in learning.

Tedy Wahyusaputra; Herlina Herlina; Amisiska Natalia Saragi

International Journal of Management and Strategic Business Leadership 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study investigates the determinants of capital structure within the healthcare industry, focusing on the influence of asset structure, profitability, and company size. Given the capital-intensive nature of healthcare—characterized by significant investments in medical technology and infrastructure—understanding how these firms balance debt and equity is critical for financial sustainability and operational growth. Using a quantitative approach, this research analyzes a panel dataset of healthcare companies listed on the Indonesian Capital Market from 2018 to 2023. Furthermore, the capital structure is quantified by the debt-to-equity ratio. Meanwhile, asset structure, profitability, and company size are measured by the ratio of fixed assets to total assets, return on assets, and the natural logarithm of total assets, respectively. Moreover, the data are analyzed using multiple linear regression, supported by the classical assumption testing. As a result, asset structure has a significant positive impact on capital structure, aligning with the static trade-off theory. Conversely, profitability demonstrates a significant negative relationship with capital structure, supporting the pecking order theory. Finally, company size positively affects capital structure, indicating that larger firms have greater access to debt financing. These findings suggest that healthcare managers should optimize their asset utilization and internal reserves to maintain an efficient capital structure that supports long-term healthcare delivery and investor confidence.

Azzahra Putri Ariesta; Susi Sarumpaet

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

This study aims to examine the effect of Corporate Social Responsibility (CSR) costs and financial characteristics on tax avoidance practices among publicly listed companies with the largest market capitalization in Indonesia. The study is motivated by Indonesia’s relatively low tax ratio compared to other emerging economies in the ASEAN region, which suggests the persistence of tax avoidance practices, particularly among large corporations. Grounded in legitimacy theory and agency theory, this research empirically investigates the influence of CSR costs, profitability, leverage, liquidity, activity ratio, growth ratio, and operating cash flow on tax avoidance. The research sample consists of 50 companies with the largest market capitalization listed on the Indonesia Stock Exchange over the 2020–2024 period, employing a census sampling method and unbalanced panel data. Secondary data were obtained from annual financial reports and analyzed using panel data regression techniques. Tax avoidance is measured using the Book-Tax Differences (BTD) approach, while model selection is determined through the Chow test, Hausman test, and Lagrange Multiplier test. The results indicate that, simultaneously, all independent variables have a significant effect on tax avoidance. Partially, the activity ratio has a negative effect on tax avoidance, whereas the growth ratio and operating cash flow have a positive effect on tax avoidance. Meanwhile, CSR costs, profitability, leverage, and liquidity do not show a significant effect. These findings suggest that asset utilization efficiency tends to restrain tax avoidance behavior, while corporate growth dynamics and strong operating cash flows encourage more aggressive tax management strategies. This study provides empirical evidence from an emerging market context and offers insights for tax authorities and regulators in designing more effective, risk-based tax supervision policies.

Deasy Yunita Siregar; Fika Mutiara Syahira; Aslimah Putri Rizky; Putri Afsila Cindy

Publikasi Para ahli Bahasa dan Sastra Inggris 2026 Asosiasi Periset Bahasa Sastra Indonesia

Listening skills are fundamental in English language learning because they are the main gateway to language proficiency. However, students often face obstacles such as differences in accents, the speed of native speakers, and limited vocabulary. This study aims to describe the use of the Spotify application as a learning medium to improve students' listening skills. This study uses a descriptive qualitative approach. The research subjects were third-semester students of the English Education Study Program at UIN Sumatera Utara (UINSU) in class TBI 2. Data were collected through questionnaires covering content usage patterns, duration, and application feature utilization. The results showed that: Students actively use Spotify (music and podcasts) as a source of authentic language input independently. Using Spotify has a positive impact on vocabulary comprehension, pronunciation, intonation, and conversation comprehension skills. The playback speed feature helps students control the audio speed according to their ability level, making the learning process more flexible and personalized. Consistent listening duration (15–30 minutes) is effective in supporting the development of listening skills without causing cognitive fatigue.

Susilawati Susilawati; Dinda Rizky Fadillah; Fanya Aurellya Putry; Nazwa Nazwa; Rezky Khabiza Syahdu

Jurnal Riset Rumpun Ilmu Kesehatan 2026 Pusat riset dan Inovasi Nasional

Plastic waste is a form of solid waste originating from synthetic polymer materials that are difficult to decompose naturally and pose serious threats to environmental sustainability. Its accumulation continues to increase, causing pollution of soil, water, and ecosystems. In general, public attention is often limited to waste disposal and management activities without addressing preventive measures or innovative solutions at the source of the problem. This study aims to increase public awareness of plastic waste processing as an alternative approach to reducing the growing volume of plastic waste generated daily. One promising method explored in this research is the utilization of plastic waste as a raw material for producing environmentally friendly construction bricks. The study applied a simple descriptive experimental approach through direct practical activities, including the collection of plastic waste, processing and melting procedures, molding processes, and drying stages. The results demonstrate that plastic waste can be transformed into bricks with adequate physical strength and mechanical properties that comply with basic building standards. Therefore, this method has the potential to support sustainable waste management while providing alternative construction materials.

Puspita Rama Nopiana; Fisna Mega Delima Laia; Santriati Bako

Jurnal Pengabdian dan Solidaritas Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

The management of material and labor costs at Gregors Barbershop is still manual and not formally structured, resulting in wastage of consumable materials, suboptimal labor utilization, and difficulties in determining service prices that align with the expected profit margins. Material costs, such as hair gel, tissues, disposable razors, and alcohol/disinfectants, are not recorded systematically, leading to frequent mismatches between stock and actual needs, while labor costs are calculated improvisationally without considering productivity and service targets. This activity aims to improve the ability of owners and employees to plan, control, and evaluate operational costs systematically, ensuring efficiency, resource optimization, and business profitability. The method uses an applied, hands-on approach, including the identification of partner needs, preparation of relevant training modules, direct operational mentoring, and evaluation with follow-up. The object of the activity is Gregors Barbershop in Batu Aji District, Batam City, which offers services such as modern men’s haircuts, classic shaves, shaving, hair treatments, and the sale of grooming products like pomade and hair oil. The results show increased efficiency in the use of consumable materials, more productive labor management, more systematic cost planning, and the ability to set service prices in line with costs and profit margins. It is recommended to implement a digital recording system and productivity-based incentives to ensure more accurate cost control, more efficient operations, and sustainable business profitability.

Vinca Debora Rara Dewanti Kalemodjo; Nursalam Nursalam; Delila A. N. Seran

JURNAL EKONOMI MANAJEMEN AKUNTANSI 2026 sekolah Tinggi Ilmu Ekonomi Dharma Putra Semarang

The increasing incidence of violence against women and children requires an active and effective role of public organizations in providing sustainable protection. This study aims to analyze the role of the Population Control, Women’s Empowerment, and Child Protection Office (DP5A) of West Sumba Regency in handling cases of violence against women and children. The research employs a descriptive qualitative approach. Data were collected through interviews, observations, and document analysis from purposively selected informants and analyzed using data reduction, data presentation, and conclusion drawing, supported by source and technique triangulation. The findings indicate that DP5A has performed its facilitative, educational, representative, and technical roles; however, their implementation has not been optimal. Major obstacles include limited facilities such as the absence of a permanent safe house, inadequate operational infrastructure, limited human resource capacity, underutilization of information technology and digital media, as well as cultural and administrative constraints. This study concludes that institutional strengthening, capacity building of personnel, optimization of technology utilization, and enhanced cross-sector collaboration are essential to improve the effectiveness of protection for women and children at the local level.

Susana Purnamasari Baso; Margareth J.P Hartono; Maria O. Sartin; Maria Angelina Mau Luma; Marlin Septianty Haki +1 more

Jurnal Ilmiah Ekonomi, Akuntansi, dan Pajak 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze the influence of auditor competence, independence, and the use of audit technology on the quality of internal audits of Regional Inspectorates and their impact on the accountability of regional financial governance. Using a quantitative approach, this study involved 154 internal auditors from three regions who were analyzed using an explanatory survey method. The data analysis method used was multiple and simple linear regression to test the relationship between variables. The results showed that auditor competence had a positive and dominant influence on internal audit quality (β = 0.402, p = 0.000), independence also had a positive influence (β = 0.298, p = 0.000), while the use of audit technology had a limited positive influence (β = 0.187, p = 0.011). Furthermore, audit quality was proven to have a significant influence on the accountability of regional financial governance with a value of β = 0.588 and R² = 0.531. These findings confirm that better internal audit quality, influenced by higher auditor competence, strong independence, and more optimal utilization of audit technology, is a key prerequisite for achieving accountability in regional financial governance.

Muhammad Azy Rahmanda Lubis; Fadhila Isfa; Nurkomaria Nurkomaria; Azhela Dwi Aryani; Ramadhan Nasution

Nusantara: Jurnal Pengabdian kepada Masyarakat 2026 Pusat Riset dan Inovasi Nasional

This study examines the utilization of social media in improving the competitiveness of cassava chips and lidah manis SMEs in Pematang Serai Village, Tanjung Pura District, Langkat Regency, North Sumatra Province. The rapid development of information technology has encouraged SMEs to shift from conventional marketing methods to more effective and efficient digital marketing practices. This research employs a descriptive qualitative approach, with data collected through field observations, in-depth interviews, and documentation involving SME actors. The results indicate that the use of social media platforms such as WhatsApp, Facebook, and Instagram is able to expand market reach, increase product visibility, and strengthen relationships between business owners and consumers. Attractive promotional content, consistency in posting, and responsive communication are proven to influence consumer buying interest and trust. However, SMEs still face challenges, including limited digital literacy, time management constraints, and the lack of structured marketing strategies. Therefore, continuous training and assistance are needed so that SMEs can optimize the use of social media more effectively. This study is expected to serve as a reference for the development of digital-based SMEs in rural areas.

Sri Anggraini; Tri Damaiyanti; Maya Rafika Utami; Eko Prasetyo; Nurbaiti Nurbaiti

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

This study aims to analyze the role of internet technology in enhancing the competitiveness of ebusiness in Indonesia, particularly in the sector of small and medium enterprises (SMEs). Based on theoretical reviews, internet technology, e-business, technology adoption (TAM), and the concept of competitiveness serve as the main foundations for understanding the ongoing digital transformation. The research employed a descriptive qualitative method with a purposive sampling technique, involving five informants consisting of digital SME owners, online store managers, and users of service platforms. Data were collected through interviews and observations, then analyzed using the Miles and Huberman model through the stages of data reduction, data presentation, and conclusion drawing. The findings reveal that the internet plays a crucial role as an essential infrastructure that enhances marketing effectiveness, expands market reach, and improves operational efficiency. Marketplaces, social media, and delivery-service platforms contribute significantly to sales growth and service quality. However, challenges such as low digital literacy, platform commission fees, changes in social media algorithms, and uneven infrastructure development still limit optimal utilization. From a policy perspective, the study recommends strengthening digital infrastructure and improving national digital literacy. This research emphasizes that the success of e-business depends on technology access, human resource competence, and support through public policy. It can be concluded that internet technology serves as a vital foundation for e-business competitiveness in the digital era.

Inayatur Rohimah; Anizah Anizah; Mashudi Mashudi

Jurnal Ekonomi Keuangan Syariah dan Akuntansi Pajak 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The development of digital technology has driven the transformation of financial services, including in Islamic microfinance institutions. One form of innovation is the implementation of mobile banking services, which aims to improve transaction efficiency and digital financial literacy among the public. This study aims to analyze customer perceptions of the Mobile UGT service program at BMT UGT Nusantara Labang Branch and its role in improving digital financial literacy among the public. This study uses a qualitative approach with a descriptive method. Data was collected through in-depth interviews, observations, and documentation of five active customers who have used the Mobile UGT service. The results show that customers generally have a positive perception of the Mobile UGT service. The application is considered easy to use, practical, and able to facilitate various financial transactions such as checking balances, transferring funds, and making payments, without having to come directly to the BMT office. In addition to increasing transaction efficiency, the use of Mobile UGT also contributes to improving customers' digital financial literacy, as reflected in their increased understanding of income and expenditure management, budget planning, utilization of digital transaction features, and awareness of data and account security. However, this study also found several obstacles, mainly related to technical disruptions to the application and internet network limitations. Overall, the Mobile UGT service plays an important role in supporting customers' financial independence and digital financial inclusion. This study recommends strengthening technological infrastructure and continuing education programs to optimize the benefits of digital financial services in the BMT environment.

Karmanis Karmanis; Trilesctari Trilesctari; Karjono Karjono

Public Service And Governance Journal 2026 Universitas 17 Agustus 1945 Semarang

The development of industrial areas has direct implications for surrounding buffer villages, including Plenen Village, which is adjacent to the Batang Integrated Industrial Estate (KITB)/Batang Industropolis Special Economic Zone (SEZ). The main issue identified is the suboptimal utilization of industrial development opportunities to improve local community welfare. This study aims to analyze the synergy between village government and industrial areas in empowering the community of Plenen Village. A qualitative approach with a case study design was employed. Data were collected through in-depth interviews, field observations, and document analysis, and were analyzed thematically. The findings indicate that synergy between the village government and industrial area has been established through program coordination, facilitation of local labor absorption, and social support via corporate social responsibility programs. However, such synergy remains partial and has not been institutionally integrated, resulting in limited impact on community empowerment. The study concludes that strengthening collaborative governance and joint planning is essential to ensure that industrial development provides more inclusive and sustainable benefits for buffer village communities.

Yusuf, Syarifuddin; Parman, Parman; natasia, Dita; Andini, Andini

Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN) 2026 FEB Universitas Maritim Semarang

The COVID-19 pandemic has had a major impact on the sustainability of Micro, Small, and Medium Enterprises (MSMEs), including those in Lapadde Subdistrict, Parepare City. This study aims to identify the recovery strategies implemented by MSME actors during the 2022–2025 period, as well as the factors that support and hinder the recovery process. The research employed a descriptive qualitative method, with the study conducted in Lapadde Subdistrict on December 1, 2025. The sample consisted of five MSME actors selected through purposive sampling. Data were collected through interviews, observations, and documentation, and were then analyzed using data reduction, data presentation, and conclusion drawing techniques. The findings indicate that MSME actors have implemented recovery strategies such as product diversification, utilization of digital media, and cost efficiency, supported by local government programs. The main obstacles include limited capital and low digital literacy. Overall, MSME recovery is progressing positively but still requires continuous assistance and more equitable access to information to ensure sustainability.

Irfan Faozun; Larsen Barasa; Natanael Suranta; Ronald Simanjuntak; Imam Fachruddin

International Journal of Engineering and Applied Science 2026 International Forum of Researchers and Lecturers

This research investigates the development of integrated operational systems connecting terminal and ship operations for docking and berthing time optimization through systematic analysis of historical data. Port efficiency depends critically on minimizing vessel turnaround time, with berth allocation, docking procedures, and cargo operations coordination determining overall port productivity and competitiveness. Through qualitative analysis involving port operators, terminal managers, ship agents, harbor masters, and operations research specialists, this study examines how historical operational data can inform intelligent coordination systems improving berthing efficiency. Results demonstrate that data-driven integration systems incorporating predictive analytics, automated scheduling, and coordinated workflows can reduce average berth turnaround time by 15-30%, improve berth utilization by 20-35%, and decrease operational conflicts by 40-60% through optimized allocation and proactive coordination. Key implementation challenges include data quality and availability, system integration complexity, organizational coordination barriers, and resistance to automated decision support. Findings reveal that historical data-based optimization represents transformative advancement from experience-based scheduling to evidence-driven operational planning supporting port efficiency enhancement, capacity maximization, and service reliability improvement. This research contributes to port operations literature by providing practical frameworks for data-driven berthing optimization applicable to diverse port operational contexts.