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Karina Awalia Zahra; Wehdawati Wehdawati; Andrea Geovani; Ratna Ratna; Septiani Ade Anggreiningrum +3 more

Nusantara Mengabdi Kepada Negeri 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

Micro, Small, and Medium Enterprises (MSMEs) play a strategic role in driving Indonesia's economic growth, but still face limitations in systematic financial management. The use of digital accounting applications is one solution to improve the quality of MSME financial recording and reporting. This activity aims to highlight the advantages of financial reporting education using the Jurnal Bijak application at the J't Fresh MSME in Palangka Raya City. The methods used included interviews, observation, and documentation. The results of the activity showed that the Jurnal Bijak application is effective, efficient, and easy to use by MSMEs in recording financial transactions. This application enables the preparation of accurate and structured financial reports based on simple transaction evidence, such as income and expense records, general journals, and ledgers. The resulting financial statements include Income Statement, Statement of Changes in Equity, Statement of Cash Flow, and Statement of Financial Position. The main advantages of this program focus on increasing financial literacy, reducing recording errors, and time efficiency in the accounting process, thereby supporting transparency and accountability in MSME management.

Vicky Rahmawan Putra; Fedianty Augustinah; Eny Haryati

International Journal of Social Sciences and Communication 2025 International Forum of Researchers and Lecturers

This research seeks to examine adaptive and sustainable internal governance approaches to enhance the operations of the Household Division within the General Bureau at the East Java Province Regional Secretariat. The study concentrates on four main elements: the integration and compatibility of SIM-BMD with financial systems and LPSE, technology-driven centralized logistics frameworks, the execution of asset lifecycle SOPs involving preventive maintenance and quick transfer methods, and the enhancement of human resource capabilities through targeted training and the creation of digital leaders. Employing a qualitative descriptive approach within a case study framework, information was gathered via detailed interviews, participatory observation, and analysis of institutional documents. The results indicate that integrating systems improves transparency, efficiency in reporting, and accountability in asset management. The centralized logistics approach paired with intelligent warehouse techniques greatly enhances distribution efficiency and decreases operational expenses. Additionally, proactive asset lifecycle management reduces the chances of asset deterioration and prolongs its useful life. Nonetheless, inconsistent digital skills among staff continue to pose a significant obstacle, necessitating ongoing training initiatives and guidance. The research suggests promoting a data-centric work environment, inclusive digital advancements, and collaboration among departments to establish a professional, effective, and sustainable internal governance framework consistent with the tenets of good governance and smart government

Deviana Putri Alamanda; Nurizzatil Ramadhani; Emilianti Dewi Ponidi; Marva Dosi Januarta; Ziyad Hibatullah

Jurnal Inovasi Ekonomi Syariah dan Akuntansi 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study investigates the implementation of the food security program and the establishment of independent economic pillars in Patempuran Village, Kalisat, Jember, by focusing on the central role of the Patempuran Sejahtera Village-Owned Enterprise (BUMDes). Using a qualitative approach with a case study design, this study explores the strategies, achievements, and challenges of program implementation in integrating two of the village's main agricultural potentials: soybean cultivation and livestock. The core finding is the formation of an Integrative Management Model in which the BUMDes acts as the primary institutional driver, synergizing the soybean and livestock sectors. The BUMDes successfully fulfills its dual function: as an economic institution (generating a net profit of approximately IDR 9 million from 1.8 hectares of soybean cultivation) and as a social institution empowering the community through job creation and additional income. This success is closely linked to the high level of active community participation, in line with Stakeholder Theory in strengthening legitimacy and a sense of shared ownership. However, implementation faces significant challenges, including irrigation constraints in hilly areas, livestock health risks, and a manual financial recording system (based on a simple Excel spreadsheet), which limits managerial capacity and full accountability. This study recommends immediate modernization of the accounting system, strategic investment in irrigation infrastructure, and strengthening intensive technical assistance to ensure long-term sustainability and equitable partner productivity.

Ade Widiyanti; Agus Zahron Idris; Chara Pratami Tidespania Tubarad

Jurnal Pelayanan Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

This community service activity aims to assist the Ibu Jum Tempe Home Industry MSME in Bandar Lampung in implementing the process costing method as a more accurate, measurable, and efficient production cost calculation system. To date, MSMEs still use simple cost recording without a clear separation between raw material costs, labor, and factory overhead, so that product selling prices often do not reflect actual production costs. To address this problem, this activity was carried out through several stages, namely interviews to explore MSME needs and problems, production process observations, socialization regarding the importance of cost accounting systems, and direct training in the preparation and implementation of process costing. The results of the activity showed an increase in MSME owners' understanding of cost classification, unit cost calculations, and the preparation of production cost reports. After the process costing method was implemented, MSMEs were able to calculate costs more systematically and consistently, thus being able to determine more appropriate and competitive selling prices. In addition, the implementation of this method also contributed to increased cost management efficiency, transparency of financial information, and the managerial ability of business actors in making more appropriate decisions related to cost planning and control.

Junga, Jihaan Nabiilah; Airawaty, Diana

Jurnal Pengabdian Sosial 2025 Lembaga Pengembangan Kinerja Dosen

The digital transformation of payment systems has become essential for micro, small, and medium enterprises (MSMEs) to improve transaction efficiency and expand market accessibility. This community service program was conducted to introduce and implement the use of QRIS through the Dana Bisnis application for four MSMEs located in the Makam Raja-Raja Imogiri tourism area Yogyakarta : Warung Wahyu, Warmindo Babe, Warung Pecel Bu Yani, and Warung Pecel Bu Elti. Initially, all MSMEs relied solely on cash transactions, leading to difficulties in financial recording and limited access to digital financial services. The program consisted of several stages, including on-site surveys, problem identification, explanation of digital payment benefits, training on QRIS registration and usage, and continuous assistance during the transition process. The results indicate a significant improvement in MSMEs’ understanding of digital payment systems and a gradual shift towards non-cash transactions. Evaluation findings show that approximately 60% of daily transactions were conducted via QRIS, and business owners reported benefits such as simplified bookkeeping, faster payment processing, and enhanced transaction security. This program demonstrates that QRIS-based digital payment systems can be effectively implemented in traditional MSMEs through proper mentoring and hands-on guidance. The initiative also plays a strategic role in promoting financial inclusion and strengthening MSME competitiveness in tourism areas. Continued efforts remain necessary, particularly in enhancing digital literacy and expanding access to supporting technology to ensure equitable adoption of digital payment systems.

Muhammad Tody Arsyianto; Sudarmiatin Sudarmiatin; Agus Hermawan

International Journal of Management Science and Entrepreneurship 2025 International Forum of Researchers and Lecturers

Research on digital payment systems has grown rapidly over the past decades; however, comprehensive and in‑depth studies that synthesize existing empirical findings remain limited. This study aims to conduct a systematic literature review and bibliometric analysis on digital payment research based on empirical publications indexed in Scopus. Using the keyword “Digital Payment” in the article title, abstract, and keywords, a total of 485 documents published between 1989 and 2025 were identified. The evaluation was conducted on November 30, 2025, and the collected data were analyzed using bibliometric techniques with VOSviewer software. The findings reveal a significant surge in digital payment research beginning in 2016, with its peak occurring during 2023–2025, in line with the accelerating digital economic transformation worldwide. Knowledge production has shifted toward emerging economies—particularly India, Indonesia, and Malaysia—supported by dense inter‑institutional and inter‑author collaboration networks. Research themes have expanded beyond technical payment system aspects to interdisciplinary issues involving technology, finance, financial inclusion, human behavior, public policy, and the application of machine learning for security and system optimization. Journal sources, affiliations, authors, and keyword analyses confirm that digital payments have become essential infrastructure for the modern economy and a rich empirical domain for advanced studies on financial stability, consumer protection, regulation, and digital financial innovation.

Ana Rosalia; Dea Azzahrotu Dinji; Adinda Dwi Permatasari; Siti Risviana Nuruil Janah; Afrijal Ramadani +3 more

Akuntansi dan Ekonomi Pajak: Perspektif Global 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to evaluate the effectiveness of the implementation of the public sector accounting cycle in the planning, implementation, administration, and evaluation of catfish cultivation programs run by BUMDes Ajoeng Jaya as part of the village food security program. The focus of the research departs from the need to ensure that each stage of the management of the BUMDes program runs according to the principles of public accountability, considering that BUMDes is a strategic entity in the management of village resources to improve the welfare of the community. This study uses a qualitative descriptive approach through field observation, in-depth interviews with the management of BUMDes Ajoeng Jaya, and a review of documentation related to catfish farming program activities and financial records. This approach allows researchers to gain a comprehensive understanding of the accounting practices applied as well as the various obstacles that arise during the implementation of food security programs. The results of the study show that the catfish cultivation program has failed due to weak internal supervision, the absence of SOPs, lack of financial recording and reporting, and lack of technical competence of managers. The implementation of the public sector accounting cycle has not been running optimally so that it is not able to support effective control and evaluation of programs. In addition, crop failures are exacerbated by theft by internal parties and the absence of a structured monitoring system throughout the program, which indicates weak governance and internal control. This study has limitations in the form of a small number of informants and a lack of formal documents, so the analysis—especially the financial aspect—cannot be generalized widely. Nevertheless, this study contributes by integrating the evaluation of food security programs through the implementation of the public sector accounting cycle and offering recommendations to improve the accountability, transparency, and sustainability of BUMDes programs.

Dyah Arini R; Sudarmiatin Sudarmiatin; Agus Hermawan

International Journal of Management Science and Entrepreneurship 2025 International Forum of Researchers and Lecturers

This study employs the Systematic Literature Review (SLR) method following the PRISMA 2020 Statement guidelines to identify the main models and indicators used in measuring the performance of Micro, Small, and Medium Enterprises (MSMEs). The literature selection process includes the stages of identification, screening, eligibility assessment, and inclusion, resulting in ten articles from reputable Q1 international journals. The analysis reveals that the most frequently used performance measurement models are integrated performance models such as the Balanced Scorecard, Performance Prism, and models based on resource capability, customer, internal process, and financial perspectives. Commonly used indicators include sales growth, profitability, market share, customer satisfaction, process flexibility, technology adoption, and business sustainability. The study concludes that although financial measures remain dominant, non-financial dimensions—such as digital capability, stakeholder engagement, and internal process effectiveness—are increasingly important for MSMEs operating in the context of global market dynamics and digital transformation. The implications of this study provide theoretical contributions to the development of MSME performance measurement frameworks and offer practical guidance for MSME managers in selecting indicators that align with the characteristics of small and medium-sized enterprises.

Erfan Efendi Yudi Arianto; Suprapto Suprapto; Achmad Faishal; Kamran Azizli

Discourse on Law and Society 2025 International Forum of Researchers and Lecturers

Corruption in Indonesia is not merely a moral transgression but an extraordinary economic crime that depletes national resources. The ultimate objective of corruption eradication, therefore, must be the restoration of state financial losses (asset recovery).  However, the current formulation of the criminal law system specifically Article 18 of Law No. 31 of 1999 contains a critical policy flaw. The provision of "Subsidiary Imprisonment" (Pidana Pengganti) allows convicts to substitute their financial restitution obligations with a disproportionately short prison term. This mechanism inadvertently provides an economic incentive for corruptors to conceal assets and choose imprisonment, resulting in significant state revenue loss. This study aims to critique the current penal policy formulation and propose a comprehensive reformulation of the compensation system. The research employs a normative-juridical method with a statutory and conceptual approach, utilizing the "Economic Analysis of Law" theory to evaluate the efficiency of sanctions. The study argues that the penal policy must shift from a "person-based" approach (in personam) to an "asset-based" approach (in rem). It is imperative to abolish the subsidiary imprisonment option for high-value corruption and implement "Non-Conviction Based Forfeiture" to maximize the recovery of state losses. Furthermore, this policy shift requires law enforcers with high-level cognitive skills to trace complex financial trails.

Suhartini, Ade; Budiman, Budiman; Hendarsyah, Decky; Junery, Muhammad Fadhil

Jurnal Ilmiah Ekonomi, Akuntansi, dan Pajak 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze the influence of internal control systems and transparency on the accountability of village financial management. This type of research is quantitative and descriptive, using primary and secondary data. Data were collected using questionnaires and literature studies. The population was the Tanjung Datuk community and village officials, Siak Kecil sub-district, Bengkalis district, Riau. The sampling technique used was accidental sampling, with Yamane sample measurements, so the number of samples obtained was 237 people. The data analysis technique used multiple linear regressions with validity, reliability, classical assumptions and hypothesis testing using SPSS software. The results of this study indicate that the internal control system has a positive effect on the accountability of village financial management. However, transparency does not affect the accountability of village financial management. This study provides theoretical implications, especially in completing the theory regarding the influence of the internal control system on accountability and support for the theory of stewardship and legitimacy. This study can then be a reference for the village government in maintaining and improving the accountability of village financial management in implementing the internal control system.

Silvina, Dini; Gep Rianto; Ananda Dilonia; Aqbil Daffa Siahaan; Aprizal Ahmad

Dinamika Pembelajaran : Jurnal Pendidikan dan bahasa 2025 Lembaga Pengembangan Kinerja Dosen

This study explores the comparison of higher education financing models between Indonesia and several Middle Eastern countries, aiming to understand their impact on educational success. The research employs a qualitative approach, analyzing government budgets, funding mechanisms, and educational outcomes documented in recent reports. Findings indicate significant differences in financing structures, with Middle Eastern countries often allocating higher per-student funding and implementing more diverse financial support systems such as scholarships and public-private partnerships. In contrast, Indonesia faces challenges in equitable fund distribution despite increasing budget allocations. The study reveals that effective financing positively correlates with improved educational infrastructure, faculty quality, and student performance. The implications highlight the need for Indonesia to enhance funding strategies by adopting best practices observed in the Middle East to achieve sustainable educational development and greater academic achievement.

Syahranuddin Syahranuddin

Discourse on Law and Society 2025 International Forum of Researchers and Lecturers

Corruption continues to be one of Indonesia’s most severe criminal issues, generating substantial financial losses for the state and obstructing the country’s development efforts. Judicial rulings in corruption cases therefore play a vital role in supporting anti-corruption initiatives, both in terms of ensuring fairness and creating a strong deterrent effect. This study evaluates how effective court decisions are in sentencing corruptors in Indonesia by analyzing justice and deterrence dimensions through a socio-legal research approach supported by descriptive analysis. The findings indicate that the effectiveness of judicial decisions remains limited due to disparities in sentencing, lenient punishments that fail to reflect a sense of justice, and the influence of various legal as well as extralegal factors. These issues weaken the credibility of the judicial process and reduce the intended preventive impact of court-imposed sanctions. To enhance effectiveness, the study highlights the need for comprehensive reforms, including clearer sentencing guidelines, improved law enforcement capabilities, and stronger oversight mechanisms to ensure accountability. Overall, this research enhances understanding of the structural challenges within Indonesia’s anti-corruption justice system and proposes recommendations aimed at reinforcing the deterrent value of court decisions through sentencing practices that are more consistent, proportionate, and aligned with the severity of corruption offenses.

Aqil Siraj; Fawwaz Ahmad Kazhimi; Affandi Nur Sidiq; Muhammad Fanar Pamungkas Al Jogja; Ridwan Zulpi Agha

Riset Ilmu Manajemen Bisnis dan Akuntansi 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Internal control plays a crucial role in ensuring the reliability of financial reporting and the effectiveness of a company’s operations. One account that requires special attention is prepaid expenses, as its recognition and amortization may lead to misstatements if not properly executed. This study aims to analyze the implementation of internal control over prepaid expense accounts from the perspective of external auditors at Public Accounting Firm XYZ. The research employs a qualitative descriptive method through semi-structured interviews with auditors and examination of supporting documents related to the internal control system. The results indicate that internal control has been implemented through payment authorization procedures, verification of supporting documents, and testing of amortization allocations. However, weaknesses remain, including limited staff understanding of expense allocation policies and inadequate segregation of duties, which increase the risk of material misstatement. The findings highlight the importance of enhancing staff competence, establishing consistent amortization policies, and utilizing technology-based accounting systems to strengthen the effectiveness of internal controls and the reliability of financial reporting.

Ojokoh, Promise; Agbolade, Olaide

Journal of Computing Theories and Applications 2025 Universitas Dian Nuswantoro

Power transformer theft, a pervasive issue disrupting critical infrastructure, necessitates the development of cost-effective and energy-autonomous security solutions. This paper presents the design and implementation of a detection-focused anti-theft framework that integrates a Raspberry Pi Zero W, camera module, and passive infrared (PIR) motion sensors powered by a solar system for continuous monitoring. The system is designed for remote, off-grid deployment, utilizing a headless Raspberry Pi powered by a 5V solar panel and power bank to ensure energy autonomy. Upon motion detection, captured images are processed on the edge device using OpenCV’s Haar Cascade classifier, optimized for upper-body detection to minimize false positives and verify human presence. Captured images are processed locally on the edge device using OpenCV’s Haar Cascade classifier to confirm human presence before an alert is sent to the mobile application, emphasizing real-time operation and low latency. Once an intrusion is confirmed, the images are saved locally and uploaded via the Secure File Transfer Protocol to a custom-developed Android application. The app provides a dedicated remote monitoring interface, enabling secure file transfer and system access, while providing users with immediate notifications and image management capabilities. The system emphasizes low power consumption, real-time operation, and low deployment cost. Tests over 200 triggered events under varied environmental conditions achieved 90% detection accuracy with an average latency of 4.5 s. Solar autonomy was maintained for approximately 24 h under normal operation. It is concluded that the integration of solar power, edge computing of images, and mobile monitoring provides a feasible, scalable, and financially viable framework for securing transformers, especially in resource-constrained environments.

Adilah Nurazani; Ali Mustopa Yakub Simbolon; Rahmi Simanjuntak; Farhan Farhan; Mutia Safitri

SOSIAL: Jurnal Ilmiah Pendidikan IPS 2025 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

School administration is a fundamental component in ensuring effective and high-quality education in elementary schools. This study aims to describe the concept of effective school administration, the essential administrative components that must be designed and managed, and the factors influencing its success in supporting educational quality improvement. A qualitative approach was employed, focusing on naturally occurring administrative processes within elementary educational institutions. Data were obtained through literature review on the management of curriculum, students, educational staff, finance, facilities, and school–community relations. The findings indicate that effective school administration must be carried out systematically through core management functions, including planning, organizing, implementing, and monitoring. The success of school administration is strongly influenced by the leadership of the principal, the competence of teachers and staff, the utilization of information technology, accountable financial management, adequate facilities, and community participation. Therefore, strengthening school administration becomes a key strategy in creating an orderly, efficient, and student-oriented educational process to improve learning quality in elementary schools.

Novita Barokah; Muhlisin Muhlisin; Bambang Sri Hartono

International Journal of Education and Literature 2025 Lembaga Pengembangan Kinerja Dosen

Educational business incubation has become an important strategy for strengthening independence and innovation in elementary schools in the era of educational transformation. This approach allows schools to function not only as teaching institutions but also as centers for community-based economic and social empowerment. This study employs the Systematic Literature Review (SLR) method to analyze various scientific publications related to the implementation of educational business incubation, edupreneurship, and the strengthening of elementary school institutions. The findings indicate that educational business incubation programs can create alternative funding sources, expand opportunities for innovative learning, and reinforce a participatory culture within schools. Beyond financial aspects, business incubation also promotes cross-sector collaboration among schools, government, private sectors, and communities, thereby establishing a sustainable edupreneurship ecosystem. Through strategic and collaborative management, elementary schools can become independent, innovative institutions with high competitiveness in facing future educational challenges.

Alfina Damayanti; Arnelia Putri Pratiwi; Dea Safitri; Gama Pratama; Muhammad Nurjati +4 more

Jurnal Bisnis, Ekonomi Syariah, dan Pajak 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study analyzes the mechanism of money creation in Islamic financial institutions by highlighting its relationship to the principle of prudence and the intermediation function. The research background is based on the growth of Indonesia's sharia capital market which by 2025 will reach a capitalization of IDR 5,060 trillion, but still faces conceptual challenges regarding how money is created according to the principles of maqashid al-shariah. The method used is Systematic Literature Review (SLR) with PRISMA guidance on 38 relevant scientific articles. The results of the study show that money creation in the sharia system only occurs through real asset-based economic activities, in contrast to the conventional system that relies on credit and interest expansion. The intermediation function is carried out through partnerships that prioritize proportional sharing of risk and profit, while the prudential principle ensures that monetary expansion remains under control. In addition, research has found that sharia contracts such as murabahah, mudarabah, and musharakah play a role in encouraging productive money circulation while suppressing speculative activities. This study concludes that the integration between the moral and economic dimensions forms a just, stable, and sustainable Islamic monetary paradigm. These findings make a conceptual contribution to strengthening Islamic financial policy in Indonesia, especially in formulating a monetary regulatory framework that is in line with the principles of distributive justice, transparency, and protection of the stability of the national financial system.

Rianzah Munawaroh; Eni Noviani; Agung Winarno; Heny Kusdianti

International Journal of Management and Strategic Business Leadership 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study is a Systematic Literature Review (SLR) to map the dynamics, challenges, and impacts of innovation, especially driven by digitalization in the contemporary enterprise and entrepreneurial ecosystem. This SLR is important because the existing literature is still fragmented and has not yet presented an integrated synthesis in the midst of a VUCA (Volatile, Uncertain, Complex, and Ambiguous) business environment. Using the PRISMA methodology, 15 key articles for the 2020-2025 period were analyzed in depth. The main results show that digital innovation and entrepreneurial competence are the main determinants of MSME performance and competitiveness. There is a strong positive relationship between innovation and business performance. Interestingly, the findings indicate that individual entrepreneurial competencies often have a more direct and significant impact on performance than the results of product innovation itself. Although digitalization provides opportunities for market expansion and efficiency, MSMEs still face serious challenges in the form of digital literacy limitations and financial constraints. Educational institutions are emphasized to have a vital role in building sustainable entrepreneurial and ethical attitudes. The theoretical implication is the need for more sophisticated models to differentiate innovation impact pathways. Meanwhile, its managerial implications encourage business actors to focus on process innovation and improve adaptive competencies in order to survive global uncertainty.

Putri Indriani; Ade Hani Puspa Dewi; Irdan Suwardana Yahya; Muhammad Rayhan Nurmansyah; Muhammad Khoirul Anwar

WISSEN : Jurnal Ilmu Sosial dan Humaniora 2025 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study aims to analyze the effectiveness of the reward program in improving employee loyalty and work discipline at Bank Mandiri. The research employs a qualitative descriptive approach using the literature study method, through the collection and analysis of secondary data obtained from official Bank Mandiri reports, academic journals, labor regulations, and media articles related to human resource management policies. The findings reveal that the implementation of both financial rewards (competitive salaries, performance-based bonuses, and welfare benefits) and non-financial rewards (recognition, promotions, and career development programs) has a positive impact on enhancing employee loyalty and work discipline. A fair, transparent, and sustainable reward system fosters a sense of belonging, strengthens affective commitment, and cultivates a productive and professional work culture. Moreover, the data indicate a decline in disciplinary violations over the past three years, demonstrating the effectiveness of the reward system as a form of positive reinforcement. This study highlights the importance of reward policies as a strategic instrument in human resource management and recommends that companies continuously adapt their reward systems to align with employee needs and the evolving work environment.

Muhammad Ibnu Rayyan; Suci Pratiwi; Sofy Ertika Dewi

Bridge : Jurnal Publikasi Sistem Informasi dan Telekomunikasi 2025 Asosiasi Profesi Telekomunikasi Dan Informatika Indonesia

This study aims to implement an information retrieval system for cryptocurrency data using an attribute-based approach integrated with the Vector Space Model (VSM). The primary objective is to develop a system capable of retrieving the most relevant digital asset information according to specific search attributes, including positive sentiment, price fluctuation, and prediction confidence level. The research adopts a descriptive qualitative method combined with an experimental approach to evaluate the retrieval performance of the cosine similarity algorithm on normalized numerical data. Data preprocessing and attribute weighting were conducted to ensure consistency and improve retrieval accuracy. The experiment demonstrates that the proposed system achieves a Precision@5 value of 1.0, which indicates that all top-five retrieved results are fully relevant to user queries. These findings validate the effectiveness of the attribute-based VSM in analyzing multidimensional cryptocurrency datasets. Overall, this research contributes to the advancement of information retrieval applications in the cryptocurrency domain, particularly for supporting data-driven decision-making and intelligent financial analysis.