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Analytics

Ni Komang Githa Chandra Dew; Komang Febrinayanti Dantes; Ni Ketut Sari Adnyani

Desentralisasi : Jurnal Hukum, Kebijakan Publik, dan Pemerintahan 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This study aimsmto examineiin depthvthe perspective of information technology law and human rights on the phenomenon of political buzzers on social media within the context of digital development in the era of globalization. This research is motivated by the rapid advancement of information technology, which has brought significant changes in various aspects of society, including the political sphere that increasingly utilizes social media as a means of communication and information dissemination. The phenomenon of political buzzers has become a controversial issue, particularly during election periods, as it is often associated with the spread of inaccurate information, defamation, hate speech, and the manipulation of public opinion that may harm society and disrupt social stability. This study employs a normative legal research method using statutory and conceptual approaches. The results indicate that political buzzers generally operate under the justification of freedom of expression as part of human rights. However, such freedom is not absolute and must be limited to prevent violations of others' rights and to maintain public order. In this regard, information technology law in Indonesia, particularly through regulations governing digital activities, plays an important role in controlling deviant buzzer practices. Nevertheless, the absence of specific regulations explicitly governing political buzzers has resulted in less optimal law enforcement. Therefore, strengthening regulations and increasing public awareness in the wise use of social media are necessary to create a healthy, responsible, and sustainable digital ecosystem.

Purwanto, Heri; Isnanto, R. Rizal; Soesanto, Qidir Maulana Binu; Nursikuwagus, Agus; Ferdiansyah, Fahmi Reza

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

The rapid proliferation of learning analytics, business intelligence (BI), artificial intelligence (AI), and generative AI (GenAI) has significantly expanded universities’ ability to collect, integrate, analyze, and operationalize institutional data. However, despite advances in predictive analytics, dashboards, and AI-driven systems, the translation of analytical outputs into consistent and accountable institutional decision-making remains uneven. This systematic literature review synthesizes contemporary research on analytics-enabled decision-making in higher education with the aim of moving beyond dashboard-centric perspectives toward a socio-technical and computing-oriented understanding of how data are transformed into institutional actions and outcomes. Guided by the PRISMA framework, the review synthesizes evidence across four interconnected dimensions: data ecosystems and learning analytics foundations; analytics capability, BI adoption, and digital readiness; AI and advanced analytics for decision support; and human-in-the-loop (HITL) decision routines and institutional outcomes. The findings show that predictive performance and analytical sophistication alone do not guarantee decision value. Instead, effective analytics-enabled decision-making depends on interoperable data ecosystems, organizational analytics capability, governance mechanisms, explainability, and sustained human oversight. Based on these findings, this review contributes a computing-oriented decision-intelligence framework that conceptualizes analytics-enabled decision-making as an end-to-end socio-technical pipeline linking heterogeneous data acquisition, integration, feature construction, analytical modeling, explainability, human validation, governance, and feedback-based refinement. By integrating learning analytics, BI, AI, GenAI, and HITL mechanisms within a unified framework, the review clarifies how universities can move beyond dashboard-based reporting toward accountable, adaptive, and institutionally actionable decision-support infrastructures.

Alip Suryo Abdillah; Dorojatun Prihandono

Jurnal Manajemen dan Ekonomi Bisnis 2026 Pusat Riset dan Inovasi Nasional

The digital era has fundamentally transformed the market landscape, requiring e-commerce platforms to understand the determinants of consumer behavior. This study aims to analyze the role of E-commerce Trust as a mediating variable in the relationship between Perceived Ease of Use, Perceived Usefulness, and Perceived Enjoyment on Purchase Intention. Using a quantitative approach, data was collected from 326 active users of the Lazada platform in Central Java. Data analysis was conducted using the Structural Equation Modeling-Partial Least Squares (SEM-PLS) method. The results show that the three main factors ease, usefulness, and enjoyment have a positive and significant influence on Brand Trust and consumer Purchase Intention directly. Furthermore, it was found that E-commerce Trust acts as a crucial mediator that strengthens Purchase Intention through positive user experience. Theoretically, this study strengthens the Technology Acceptance Model (TAM) framework and the context of Cross-Border E-commerce (CBEC) in the digital retail industry. Practically, these findings emphasize the importance of optimizing platform features to enhance transaction convenience and security and build long-term loyalty. The research's implications suggest that platform managers should focus on both aesthetics and functionality to create a credible and enjoyable digital shopping ecosystem for consumers in developing regions.

Melki Solon; Yap Hok Gi; Anderson Daniel Sudarto

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

Entering the third decade of the 21st century, the church faces the urgency of redefining its existence amidst the shift to a digital ecosystem. This research aims to analyze the synergy between church management and transformational leadership toward the effectiveness of leader multiplication in the Digital 4.0 era. Using a qualitative method with a descriptive-analytical approach through library research, this study explores the integration of modern management theories and theological principles. The findings indicate that church management serves as a vital infrastructure providing operational stability, while transformational leadership acts as a catalyst for innovation and behavioral change in facing VUCA (Volatility, Uncertainty, Complexity, and Ambiguity) conditions. The synergy between these two elements creates a “Digital Shepherding” model, where the digital space is transformed into a theological medium for character formation and spiritual transmission. The study concludes that the effectiveness of leader multiplication is determined by a shift from person-centered leadership to a system-inspired approach that integrates digital capabilities with biblical integrity. Strategic implications suggest that churches must adopt a digital mindset and establish digital leadership laboratories to ensure the sustainability of their mission among Generation Z.

Zahrah Nurkarimah; Dika Tripitasari; Ahdar Ahdar

Al-Tarbiyah: Jurnal Ilmu Pendidikan Islam 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

This study aims to analyze the strategies of multicultural Islamic Religious Education (PAI) learning in fostering students’ tolerance attitudes in the context of Indonesia’s diverse society. This research employs a qualitative approach using a library research method by examining various relevant scientific literatures, including journals, books, and policy documents. Data were analyzed through stages of data collection, reduction, thematic analysis, and synthesis. The findings indicate that there are three main strategies in implementing multicultural-based PAI learning: (1) enrichment of teaching materials with multicultural perspectives, (2) application of dialogic discussion and cooperative learning methods, and (3) creation of a democratic and inclusive school culture. These strategies are proven to significantly contribute to the development of students’ tolerance, inclusivity, and respect for diversity. However, several challenges are identified, such as limited teacher competence, lack of inclusive teaching materials, social pressures, and the influence of digital media. In conclusion, multicultural-based PAI learning plays a crucial role in shaping tolerant and inclusive students. Its successful implementation requires a holistic, adaptive, and collaborative approach involving curriculum development, teacher competence enhancement, and support from the broader educational ecosystem.

Anisa Puspita Dewi; Itmam Saputra; Daffa Irfan Zain; Naerul Edwin Kiky Aprianto

Jurnal Riset Rumpun Ilmu Ekonomi 2026 Lembaga Pengembangan Kinerja Dosen

Digital transformation has brought fundamental changes to the structure and dynamics of modern industrial economics. Technologies such as Artificial Intelligence (AI), the Internet of Things (IoT), and big data not only modify production and distribution processes but also revolutionize marketing strategies and patterns of industrial competition. This study is motivated by the need to understand how digital marketing transformation influences the development of competitive advantage through changes in digital market structure from an industrial economics perspective. In this context, digital marketing functions as a strategic instrument that integrates technology, data, and consumer behavior into market mechanisms. The analysis shows that digitalization creates a network-based market structure characterized by the concentration of economic power in major digital platforms and dominance in data control. This structure affects the intensity of competition, the direction of innovation, and patterns of industry differentiation. Digital marketing transformation enhances efficiency, expands market access, and lowers entry barriers for new players, yet it also creates competitive imbalances due to the dominance of large platforms.Through a digital Structure–Conduct–Performance (SCP) approach, the study finds that market structure acts as an intermediary variable that channels the impact of digitalization on competitive advantage. Digitalization significantly promotes industrial efficiency, innovation, and profitability. Proposed strategic solutions include strengthening digital literacy, developing adaptive regulations, and fostering cross-sector collaboration to create an inclusive, competitive, and sustainable digital industrial ecosystem

Fernanda Agip; Adinda Putri Maharani; Zella Nissa

Jurnal Manajemen Riset Inovasi 2026 Pusat Riset dan Inovasi Nasional

Individual behavioral factors are critical determinants of organizational effectiveness and a vital component of modern organizational diagnosis. This study aims to identify and map individual behavioral factors as strategic indicators in organizational diagnosis using a Systematic Literature Review (SLR) approach guided by PRISMA 2020. Analysis of ten selected articles reveals that organizational effectiveness in the digital transformation era is driven by a reciprocal equilibrium between an individual's cognitive infrastructure and volatile work environment demands. The findings synthesize these behaviors into four strategic clusters: psychological well-being as primary infrastructure, digital structural support audits, justice and trust equilibrium, and psychological contract synchronization. This research provides tactical implications for Human Capital practitioners to transform annual diagnostic methodologies toward the implementation of monthly pulse surveys to detect fluctuations in well-being and disengagement intentions in real-time. This predictive diagnostic step is essential to mitigate turnover risks and design precise institutional interventions in hybrid work ecosystems.

Daffa Avila Putra Chalimi; Harliantara Harliantara

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

This study analyzes the Public Relations communication strategy of PT Kereta Api Indonesia (Persero) Daerah Operasi 8 Surabaya in socializing the Access by KAI digital application to the Surabaya community. Using a descriptive qualitative approach, data were collected through in-depth interviews with PR staff and Railfans Surabaya community members, participatory observation of socialization activities, and documentation of digital publications. Data analysis followed the interactive model of Miles, Huberman, and Saldana (2014). The findings reveal that PR communication strategies are implemented through a synergy of push communication, pull communication, and pass communication, supported by Two-Way Symmetrical Communication principles developed by Grunig and Hunt (1984). Push communication disseminates official information via social media platforms; pull communication attracts audiences through visually compelling and educational content; while pass communication emphasizes two-way engagement that builds public trust and loyalty. The study demonstrates that public engagement, interactive dialogue, and message adaptation to local audience characteristics positively contribute to increasing public understanding and acceptance of the Access by KAI application. The integration of these three strategies creates a holistic communication ecosystem that effectively bridges the gap between digital innovation and user behavior. Future research is recommended to examine similar strategies in other operational regions or employ quantitative approaches to measure adoption levels.

Sopiyan Hadi; Achmad Affandy

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

Modern higher education faces significant challenges regarding character crisis and moral degradation amidst mass digitalization. This study aims to analyze the mechanism of internalizing ethical values from Ibn Jama’ah's book Tadzkirat al-Sāmi‘ wa al-Mutakallim among STIT Riyadhussholihiin students as a response to contemporary moral issues]. The research employs a qualitative descriptive-analytical approach, combining field research and library research through content analysis, observation, and in-depth interviews. The findings reveal that the internalization process occurs systematically through stages of value transformation, transaction, and transinternalization. Key ethical values internalized include soul purification (tazkiyatun nafs), sincerity of intention, time management, and adab toward educators. The success of this internalization relies heavily on the synergy between students' intrinsic awareness, lecturers' role modeling (uswah hasanah), and a conducive campus ecosystem. The implication of this study is the provision of a practical strategy for Islamic higher education institutions to produce graduates who are khair al-barīyah—individuals who possess broad knowledge, fear of Allah, and leadership integrity.

Sendy Claudia; Suhardi, Suhardi

Jurnal Riset Rumpun Ilmu Ekonomi 2026 Lembaga Pengembangan Kinerja Dosen

This study aims to elaborate on the determinants of consumer purchasing decisions by emphasizing the role of social media, trust levels, and product quality in the Blibli e-commerce ecosystem in Batam City. The applied methodological framework is based on a descriptive quantitative approach involving 204 respondents with active transaction track records, selected through a purposive sampling technique based on the Jacob Cohen formula to ensure proportionality and validity of sample representation. Empirical data were collected through a structured questionnaire, then processed using comprehensive statistical analysis stages that include instrument validity and reliability testing, classical assumption evaluation, multiple linear regression modeling, and hypothesis testing through partial (t) and simultaneous (F) tests. The analysis results revealed that social media intensity contributed 14.1% to purchasing decisions, trust influenced 36.0%, while product quality influenced 40.4%. The coefficient of determination (R²) value of 86.4% indicates that the three exogenous variables simultaneously have substantial explanatory power towards variations in purchasing decisions. The t-test and F-test findings consistently confirm the significant influence of both individual and collective factors, thus confirming that strengthening digital presence, platform credibility, and consistent product quality are strategic foundations in guiding the preferences and purchasing intentions of Blibli consumers in Batam City.

Delia Rahmi; Putri Mauliani Akmal; Yulia Rizki; Muhammad Rifai Harahap

Akhlak : Jurnal Pendidikan Agama Islam dan Filsafat 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The rapid development of information and communication technology in the digital era has brought massive disruptions to all aspects of human life, including the educational paradigm and societal morality. Generation Z, as digital natives who grow up alongside these technological advancements, faces significant vulnerabilities regarding character degradation and moral decadence due to boundless exposure to global information. This research aims to critically analyze the strategic role of Islamic Religious Education in shaping and fortifying the character of Generation Z amidst the complexities of the digital landscape. The method used in this study is a qualitative literature review, which systematically synthesizes and analyzes twenty relevant academic sources. The findings indicate that Islamic Religious Education serves as an irreplaceable moral compass by internalizing the fundamental values of Tawhid and prophetic ethics. Furthermore, the integration of modern digital pedagogy with classical Islamic traditions, accompanied by the teacher's role as a moral exemplar (mu'addib), is crucial for effective character building. In conclusion, a collaborative educational ecosystem involving the family, school, and society is mandatory to ensure the continuous moral resilience of the younger generation in facing future technological disruptions.

Arief Fahmi Lubis; Tri Agus Suswantoro

Jurnal Pengabdian Sosial dan Kemanusiaan 2026 Lembaga Pengembangan Kinerja Dosen

This community service activity aims to explore strategies for strengthening human competencies in facing technological disruption through a national seminar entitled “Human Resource Transformation in the Digital Era: An Interdisciplinary Approach for Sustainable Community Empowerment.” The seminar featured expert speakers from various universities to provide multidimensional perspectives for participants. The discussion focused on the integration of digital technology, adaptation of organizational culture, and management innovation to enhance community economic resilience. The implementation method involved intensive material presentations and interactive discussions that bridged academic theory with practical field needs. The results of the activity indicated an increase in participants’ awareness and understanding of the importance of digital literacy and interdisciplinary collaboration as key factors for inclusive empowerment. Through synergy among academics, the seminar successfully formulated strategic recommendations for developing adaptive, innovative, and globally competitive human resources. It is expected that the outcomes of this activity will serve as a catalyst for achieving sustainable community independence amid the rapidly evolving digital ecosystem. Recognizing the importance of this issue, the seminar was held on March 7, 2026, and comprehensively discussed strategies, insights, and research findings related to human resource transformation in the digital era, including how organizations can become more competitive.

Arinda Firdianti; Shoby Any Cahya

Jurnal Miftahul Ilmi: Jurnal Pendidikan Agama Islam 2026 STIKes Ibnu Sina Ajibarang

This study aims to analyze and formulate strategic approaches to restructuring educational management in Islamic secondary schools in response to digital disruption, with a specific focus on the local context of Pesawaran. The research employs a qualitative approach with a case study design, involving school principals, teachers, and administrative staff as participants. Data were collected through in-depth interviews, observations, and document analysis, and analyzed using an interactive model consisting of data reduction, data display, and conclusion drawing. The findings reveal that educational management practices remain largely administrative and conventional, with limited and non-systemic integration of digital technologies. Key challenges include inadequate infrastructure, low digital competence among educators, and organizational resistance to change. In response, this study proposes a strategic framework for restructuring educational management, encompassing digital transformational leadership, human resource capacity building, integrated digital management systems, and the incorporation of Islamic values into the digital ecosystem. The main contribution of this research lies in the development of the Islamic Digital-Based Educational Management Model, which integrates leadership, human resources, technology, and Islamic values as an adaptive conceptual framework for addressing digital disruption.

Wenny Eka Prasetiawan; Sudarmiatin Sudarmiatin; Heri Pratikto

International Journal of Management and Digital Sciences 2026 International Forum of Researchers and Lecturers

The internationalisation of SMEs in the era of the global economy is still faced with low strategic readiness, limited innovation capacity, and sub-optimal digital transformation. This study aims to test a model of SME internationalisation strategy based on innovation and digital transformation. The study employs a quantitative approach using a cross-sectional survey design involving 200 owners or key managers of SMEs in East Java, selected through purposive sampling. Data were analysed using SEM-PLS through measurement model evaluation, structural model evaluation, and bootstrapping tests. The results indicate that innovation has a positive effect on digital transformation and internationalisation strategy, whilst digital transformation has a positive effect on internationalisation strategy. The indirect effect of innovation on internationalisation strategy via digital transformation is also significant, indicating partial mediation. These findings confirm that the internationalisation of SMEs becomes more effective when innovation and digital transformation are coherently integrated into business models and external market orientation. Implicitly, strengthening the global competitiveness of SMEs requires simultaneous intervention in business model renewal, digital capabilities, and policy ecosystem support.

Yohana Maritza Fatma Ayu Widyoputri; Adestien Amalia Luthfi Nafisah

DHARMA EKONOMI 2026 sekolah Tinggi Ilmu Ekonomi Dharmaputra Semarang

Digital transformation has reshaped the landscape of MSMEs in Indonesia, particularly those managed by Generation Z. This study aims to analyze key success factors of Generation Z MSMEs in building sustainable digital business ecosystems. The research employs a systematic literature review methodology by analyzing various academic sources, industry reports, and related publications from 2019-2024. Findings reveal five primary success factors: adaptive digital technology adoption, high digital literacy, social media utilization as marketing strategy, collaboration within digital ecosystems, and business sustainability orientation. Generation Z MSMEs demonstrate advantages in leveraging e-commerce platforms, digital payments, and data analytics for decision-making. Research implications provide strategic recommendations for MSME practitioners, policymakers, and stakeholders in developing ecosystems that support sustainable digital business growth, while emphasizing the importance of digital infrastructure and business mentoring aligned with digital native generation characteristics.

Yohana Maritza Fatma Ayu Widyoputri; Anik Avitasari

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

This study discusses the four pillars of digital transformation that are currently changing the business landscape in Indonesia, namely the digital ecosystem, digital twin technology, open innovation framework, and agile transformation. This study aims to identify and explain the key concepts underlying digital business innovation and its impact on business development in the modern era. The method used is a literature study with descriptive analysis of various primary and secondary sources related to digital innovation. The findings show that the application of these four pillars drives operational efficiency, increased cross-sector collaboration, accelerated product and service innovation, and increased business competitiveness. The implications of this study emphasize the importance of adopting a holistic digital strategy for companies to survive and thrive in an increasingly competitive and dynamic market. By understanding and implementing these pillars of digital transformation, Indonesian businesses can leverage the latest technologies to create innovative and sustainable business models.

Heilya Nediva; Masni Marshanda Butar Butar

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

The development of digital technology has transformed information consumption patterns, including within the realm of spiritual belief. Generation Z, as the generation born and raised in a digital world the digital ecosystem, exhibits new tendencies in understanding and internalizing noble values through various digital platforms. This study aims to analyze the consumption patterns of virtual content among Generation Z from the perspective of adherents of indigenous beliefs in the One Supreme God (Penghayat Kepercayaan terhadap Tuhan Yang Maha Esa), and to examine its implications for modern forms of spirituality. The method used in this study is a literature review with a descriptive qualitative approach, focusing on theoretical studies concerning digital religiosity, media literacy, and spiritual individualization. The results of the study show that digital media, especially platforms like YouTube, Instagram, and Podcasts, have become an alternative space for Generation Z to explore and express spiritual values independently, interactively, and contextually. This phenomenon also presents challenges in the form of the spread of unverified information and the potential to distort facts regarding the authenticity of the teachings of the belief. Therefore, spiritual digital literacy is needed to guide Generation Z to remain critical, rational, and selective in consuming religious content in the digital space.

Rut Yonaha Marpaung; Aprilya Tampubolon

Jurnal Riset Rumpun Ilmu Bahasa 2026 Pusat riset dan Inovasi Nasional

This research examines the influence of the Webtoon platform on the creativits and literary marketing of Gen – Z in Indonesia, with a focus on the increasingly common trasition of digital content to physical books. The research background is grounded in the rapid growth of Webtoon as a platform for illustrated stories accessed by millions of young users via mobile devices, enabling affordable creative expression, but often encountering adaptation challenges to print formats due to differences in distribution and monetization. The primary objective is to analyze how Webtoon shapes the creative processes of young writers and their literary marketing strategies. The research method is qualitative, involving in-depth analysis of 10 popular Webtoons on the Webtoon platform that have been adapted into physical books, with emphasis on narrative elements, visuals, community interactions, and marketing patterns. Findings reveal that Webtoon fosters creativity through collaboration features and instant feedback, resulting in more dynamic original stories, while the transition to physical books enhances market visibility by 20-30% via digital promotion, although hindered by copyright complexities and production costs. The implications of this research underscore the importance of collaboration between traditional publishers and Webtoon to establish a hybrid literary ecosystem that sustainably supports Generation Z talent.

Salhuteru, Andrie Christina; Hursepuny, Harold; Alvian Sapulette

International Journal of Management 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

The rapid development of the digital ecosystem has encouraged Micro, Small, and Medium Enterprises (MSMEs) in Ambon City to adopt online platform-based marketing strategies in response to changing consumer behavior that is increasingly digitally connected. This research focuses on MSME consumers in Ambon City who actively interact with local business products through digital platforms. The main problems identified include low digital marketing adoption by local MSME actors, limited empirical studies on Eastern Indonesia context, and the absence of an integrative analytical model that simultaneously tests three dimensions of digital marketing. This research aims to analyze the influence of digital marketing strategies encompassing social media marketing, paid digital advertising, and content marketing on consumer purchasing decisions of MSMEs in Ambon City. This study employs a quantitative approach with a survey design involving 100 respondents selected through purposive sampling, and data were analyzed using multiple regression analysis after passing classical assumption tests covering normality, multicollinearity, and heteroscedasticity. Results show that social media marketing has a significant effect with a regression coefficient of 0.387, paid digital advertising with a coefficient of 0.312, and content marketing with a coefficient of 0.274, all significant at the 0.05 level. Simultaneously, the three variables explain 67.1% of variation in consumer purchasing decisions with an F-count of 65.847. Social media marketing is proven as the most dominant dimension shaping consumer purchasing decisions of MSMEs in Ambon City. This research concludes that an integrated and contextual digital marketing strategy is a crucial instrument in driving MSME growth in Eastern Indonesia and recommends strengthening digital capacity of local business actors as a priority policy for regional MSME empowerment.Keywords: digital marketing; purchasing decision; MSMEs; social media; Ambon City

Intan Maharani; Muh Amin Saleh

Birokrasi: JURNAL ILMU HUKUM DAN TATA NEGARA 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

This study analyzes the gap between legal certainty and justice in patent protection in Indonesia through a case study of the transfer of patent rights for the Spider Nest Construction. The problem formulation includes two things. First, what is the form of distortion of legal certainty in the transfer of patent rights. Second, how is the violation of the inventor's moral and economic rights and the institutional factors that cause it. The method used is normative juridical with a statutory, case, conceptual, and comparative approach. The results of the study indicate that the distortion of legal certainty occurs because the registration of the transfer of rights only uses a Power of Attorney without an authentic deed, which violates Article 11 of the Patent Law. In addition, the unilateral action of the Directorate General of Intellectual Property to freeze and revoke the freezing of patents without a court decision violates Article 132 of the Patent Law. Violation of moral rights is manifested in the form of false attribution in the JALLA patent. Economic rights are ignored through embezzlement of royalties. The peak of injustice is the accusation of plagiarism against the original inventor for his own development invention. Inhibiting factors include institutional weaknesses within the Directorate General of Intellectual Property, excessive judicial intervention, low human resource capacity, regulatory disharmony, and an unsupportive legal culture. Strengthening strategies include institutional reform, revision of the Patent Law, ratification of international conventions, digitalization, international certification, and the establishment of a specialized intellectual property court. In conclusion, without strengthening integrated intellectual property legal policy, the gap between procedural legal certainty and substantive justice will continue to weaken the national innovation ecosystem.