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Jessintha Filardin Laukapitang; Hemi D.Bara Pa; Delsi Oktoviana Oematan; Yasinta Emalia Waang; Jeanne Paula Konay +4 more

Sabar : Jurnal Pendidikan Agama Kristen dan Katolik 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to examine the impact of test variations on students’ motivation and academic achievement in Christian Religious Education subjects. Traditional evaluations that focus only on cognitive aspects often fail to capture students' full spiritual and character development. Using a qualitative descriptive approach through literature review, this article emphasizes the importance of varied assessmentssuch as written tests, oral exams, practical applications, service projects, portfolios, and personal faith reflectionsin creating meaningful, contextual, and transformative evaluations. The findings indicate that diverse testing methods enhance students’ learning motivation by accommodating different learning styles and have a positive effect on academic achievement, not only in knowledge mastery but also in the application of Christian values in daily life.

Siti Nurparoh; Dzul Demuna Tiar Aprilia; Ahmadi Rojali

Reflection : Islamic Education Journal 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This paper discusses the role of Arabic in improving speaking skills, especially in the context of daily life. Arabic, which is recognized as the language of revelation in the Qur'an and Hadith, has learning objectives that include understanding Islamic teachings, mastering vocabulary, and effective communication skills. Arabic learning does not only focus on linguistic aspects, but also includes understanding the cultural and social norms that exist in Arab society. The scope of the role of everyday Arabic includes mastering basic vocabulary, improving practical communication skills, understanding simple grammatical structures, and adapting to dialects and cultural contexts. The benefits of learning Arabic are significant, including an understanding of religious teachings, increased educational and career opportunities, and the ability to establish cross-cultural social relationships. Effective learning methods, such as direct, grammatical-translational, and eclectic methods, are proposed to overcome the challenges faced in learning Arabic, such as the complexity of grammatical structures and the lack of exposure in Arabic-speaking environments. With the right strategy, Arabic language learning is expected to form individuals who are not only academically intelligent, but also have high integrity and religious awareness.

Ayu Miranti Kusumaningrum; Galuh Aninditiyah; N. A. Miftahul Huda

Jurnal Ilmiah Komputerisasi Akuntansi 2025 Universitas Sains dan Teknologi Komputer

In the digital economy era, financial transparency has become a critical aspect for the sustainability and credibility of Micro, Small, and Medium Enterprises (MSMEs). Despite their substantial contribution to employment and economic growth, many MSMEs in Indonesia still rely on manual accounting systems, which limit the accuracy and traceability of financial reporting. This study aims to empirically examine the effect of cloud-based accounting automation on financial transparency among Indonesian MSMEs. Using a mixed-methods approach, the research collected quantitative data from 120 MSME respondents in Jakarta and West Java through structured questionnaires and qualitative data from six key informants through semi-structured interviews. The quantitative data were analyzed using simple linear regression, resulting in a coefficient of determination (R²) of 0.513 and a beta coefficient of 0.598 (p = 0.000), indicating a strong and significant influence of accounting automation on financial transparency. Qualitative findings also revealed improvements in real-time access, reporting accuracy, and transaction traceability. The study confirms that cloud-based digital accounting systems enhance financial transparency by enabling automated integration, audit trails, and timely reporting. These findings contribute to the literature on digital transformation in MSMEs and offer practical implications for policymakers, financial institutions, and software providers to accelerate technology adoption and improve financial governance in the MSME sector.

Celine Amanda Sarifatul Sabrina; Yolanda Maghdalena Sihaloho

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

Bank reconciliation is one of the crucial internal control procedures in maintaining the accuracy of a company's financial statements. This study aims to analyze the role of bank reconciliation in improving the accuracy of PT Adhibaladika Agung's financial statements. The research method used is a descriptive qualitative approach with observation methods conducted during an internship in the accounting and finance division. The internship was conducted over a period of 5 months, from January 20, 2025, to June 20, 2025. In the reconciliation process, the main focus of this study was on cash transactions involving settlements from Electronic Data Capture (EDC), which were then matched with the Operational Report (OPR), summarized, and entered into Microsoft Excel. The results of the study indicate that bank reconciliation plays a very important role in identifying discrepancies between company records and bank statements, ensuring the completeness of transaction records, and enhancing the reliability of financial information. A systematic and regular reconciliation process can reduce the risk of recording errors, aid in the early detection of potential fraud, and improve transparency in financial reporting. This study provides practical contributions to PT Adhibaladika Agung in optimizing the bank reconciliation process as part of an effective internal control system.

Galuh Aninditiyah; Galuh Aninditiyah; Ayu Miranti Kusumaningrum

JURNAL ILMIAH EKONOMI DAN BISNIS 2025 LPPM Universitas Sains dan Teknologi Komputer

In the era of data-driven digital commerce, Artificial Intelligence (AI)-based product personalization has become a key strategy to enhance user experience and foster customer loyalty. However, in the Indonesian e-commerce landscape, there remains a lack of empirical understanding of how personalization systems influence long-term user engagement. This study investigates the impact of AI-driven product personalization on customer loyalty among Indonesian e-commerce users. Employing a mixed-methods approach, quantitative data were collected through an online survey of 150 active users, and qualitative insights were obtained from in-depth interviews with six informants. Statistical analysis using simple linear regression revealed that personalization significantly influences customer loyalty, with a beta coefficient of 0.653 (t = 8.241, p < 0.001) and an R² value of 0.567. Qualitative findings highlight user concerns over recommendation accuracy, interface overload, and repetitive suggestions, which affect emotional satisfaction and platform attachment. This research contributes to the growing body of knowledge on AI adoption in e-commerce by integrating behavioral and technological dimensions of loyalty formation. It also offers practical implications for designing more context-sensitive personalization systems that prioritize not only algorithmic precision but also user control and experience quality.

Dela Dela; Yeheskiel Dongga; Jenita Ria; Erna Erna; Oktapina Ori

Berkat : Jurnal Pendidikan Agama dan Katolik 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The era of digital disruption marked by the massive spread of hoaxes and disinformation presents a serious challenge for the church in maintaining the unity and purity of teaching. The gap between the need for a relevant leadership response and the lack of practical models that can be applied is a key problem that this study seeks to answer. This study aims to (1) analyze the essential components of an adaptive model of Christian leadership in responding to these challenges, and (2) formulate a practical framework that blends spiritual and educational strategies for church leaders. Using qualitative research methods with a literature review approach, secondary data from various scientific literature are analyzed through qualitative content analysis to build a conceptual model. The results of the study conclude that an effective leadership model is built on three main foundations: the character of a leader with integrity, in-depth knowledge of the digital and theological landscape, and practical skills in communication and education. The most effective framework is one that synergizes a spiritual approach to build the resilience of the faith of the congregation from within, with an educational approach to equip the congregation with digital literacy in the face of external threats.

Moh. Kurdi; Unsul Abrar; Syaiful Anwar

Jurnal Riset dan Publikasi Ilmu Ekonomi 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The making of kris in Sumenep Regency is a cultural heritage that is not only firmly rooted in historical values, but also faces modern challenges in the form of changing consumer preferences. This study aims to analyze the influence of knowledge and skill management on product innovation by keris masters. Using quantitative methods through regression analysis, the study found that skills had a significant positive influence on product innovation, while knowledge management showed a significant negative influence. This shows that the success of product innovation is highly dependent on the application of practical skills and the appropriate management of knowledge. These results are an important basis for the development of local culture-based innovation strategies in the traditional creative industry sector.

Baharudin Ardani; Cecep Castrawijaya

Reflection : Islamic Education Journal 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

Participative leadership in dakwah institutions offers clear benefits. Literature indicates this style improves decision quality and spurs innovation, as members with relevant knowledge contribute creative solutions. It fosters an inclusive culture where stakeholders feel valued, responsible, and committed to collective decisions. Organizational effectiveness and efficiency rise with increased participation and member engagement. However, full implementation encounters practical challenges. In dakwah organizations with hierarchical traditions, resistance to power-sharing and trust deficits can cause conflict and decision delays. Limited leadership capacity and communication skills among members become obstacles if leaders are untrained in participative methods. Organizational theory thus recommends adaptive strategies: leaders should establish effective communication channels, empower teams, and implement context-specific leadership training programs. Case studies suggest these measures build a sustainable collaborative culture that supports innovation in dakwah programs. In summary, participative leadership, when combined with appropriate training and a supportive culture, can enhance effectiveness, foster creativity, and ensure organizational sustainability in religious outreach.

Muhammad Nur Iman; Nurasia Natsir

Proceeding International Conference Of Innovation Science, Technology, Education, Children And Health 2025 Program Studi DIII Rekam Medis dan Informasi Kesehatan

This paper examines the implementation of translanguaging pedagogies within digital learning environments and their effectiveness in developing multilingual competence among Generation Z learners. Through a mixed-methods study involving 186 students and 14 educators across six higher education institutions, this research investigates how strategic integration of translanguaging practices in digital spaces supports linguistic flexibility, metalinguistic awareness, and cross-cultural competence. Findings reveal that digitally-mediated translanguaging approaches resulted in significant improvements in learners' willingness to communicate across languages (p<.01), metalinguistic awareness (p<.001), and cross-cultural communication efficacy (p<.01) compared to monolingual instructional approaches. The research further identifies five key digital translanguaging strategies that effectively leverage Generation Z's technological aptitude and multimodal literacy. This study contributes to the growing field of multilingual digital pedagogy by demonstrating how translanguaging can be systematically integrated into digital learning environments to foster linguistic repertoire expansion that aligns with the communicative needs of increasingly globalized contexts. The pedagogical framework presented offers practical guidance for educators seeking to implement translanguaging approaches in various digital learning modalities while accommodating Generation Z's learning preferences and multilingual development.

Gunawan Widjaja; Songga Aurora Abadi; Robert Iskandar

Federalisme : Jurnal Kajian Hukum dan Ilmu Komunikasi 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This study analyzes the Highest Retail Price (HET) policy for palm cooking oil. of palm cooking oil implemented by the Indonesian government through MOT Regulation of the Minister of Trade (Permendag) Number 1 of 2022 as revoked based on Permendag Number 6 of 2022 concerning the Determination of HET of Palm Cooking Oil, and its implications for business competition based on Law No. 5 of 1999 on the Prohibition of Monopolistic Practices. based on Law No.5/1999 on the Prohibition of Monopolistic Practices and Unfair Business Competition. and Unfair Business Competition. The price ceiling policy aims to protect consumers from uncontrolled price increases, especially for low-income households. low-income communities. However, its implementation has caused negative impacts such as scarcity and losses for producers, which was found to have violated Article 19 letter c of Law No.5 Year 1999 by KPPU. violated Article 19 letter c of Law No. 5 Year 1999 by KPPU. Producers filed an objection, and the Central Jakarta Commercial Court ruled that the scarcity of cooking oil was the impact of the single price ceiling policy, and therefore the KPPU's decision was canceled. This research uses normative legal methods by analyzing legal principles in court decisions and related regulations. The results show that the price ceiling policy needs to be re-evaluated to balance the interests of consumers and producers. balance the interests of consumers and producers. Implications of the court decision court decision is the need for stricter supervision and participation of stakeholders in the formulation of future price ceiling policies. stakeholders in the formulation of the price ceiling policy in the future. This research contributes theoretically in the field of competition law and practically as a reference for policy makers. as a reference for policy makers.

Muhammad Nur Iman; Nurasia Natsir

Proceeding International Conference Of Innovation Science, Technology, Education, Children And Health 2025 Program Studi DIII Rekam Medis dan Informasi Kesehatan

This paper examines the implementation of translanguaging pedagogies within digital learning environments and their effectiveness in developing multilingual competence among Generation Z learners. Through a mixed-methods study involving 186 students and 14 educators across six higher education institutions, this research investigates how strategic integration of translanguaging practices in digital spaces supports linguistic flexibility, metalinguistic awareness, and cross-cultural competence. Findings reveal that digitally-mediated translanguaging approaches resulted in significant improvements in learners' willingness to communicate across languages (p<.01), metalinguistic awareness (p<.001), and cross-cultural communication efficacy (p<.01) compared to monolingual instructional approaches. The research further identifies five key digital translanguaging strategies that effectively leverage Generation Z's technological aptitude and multimodal literacy. This study contributes to the growing field of multilingual digital pedagogy by demonstrating how translanguaging can be systematically integrated into digital learning environments to foster linguistic repertoire expansion that aligns with the communicative needs of increasingly globalized contexts. The pedagogical framework presented offers practical guidance for educators seeking to implement translanguaging approaches in various digital learning modalities while accommodating Generation Z's learning preferences and multilingual development.

Safira Azhari; Salsabila Khoirunnisa; Niken Dwi Rianti; Tian Nurani

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

The rapid development of information and communication technology demands the education sector to strengthen digital literacy, particularly in mastering computer networks. Observations at SMK Taruna Bakti Baturraden revealed that 10th-grade students face difficulties in understanding basic network concepts such as topology, hardware, IP addresses, and the use of Cisco Packet Tracer. This study aims to measure the effectiveness of interactive teaching methods in improving students' understanding. The activities were carried out through stages including observation, module preparation, delivery of interactive materials, and evaluation. The learning process involved participatory presentations, discussions, and hands-on simulations. Evaluation was conducted using quizzes and student reflections. The results showed a significant increase in students' understanding of networking concepts and enthusiasm in learning network technologies. Furthermore, the activity enhanced students' digital literacy through a practical approach and the use of simulation applications. These findings indicate that interactive teaching methods are effective in improving computer network comprehension and can serve as a replicable digital literacy-based learning model in other vocational schools.

Rizky Zachi Afriandi; Angelina Laia; Evelyna Faiqah Zahra; Vivi Nila Sari

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

Micro, Small, and Medium Enterprises (MSMEs) play a crucial role in economic development, one of which is through the rapidly growing laundry service sector in Padang City. Roemah Laundry, as an MSME player in the laundry service sector, faces challenges in maintaining service quality and customer loyalty amidst intense competition. This study aims to examine the application of quality management, risk management, and pricing strategies implemented by Roemah Laundry to increase customer satisfaction and loyalty. The methods used include evaluating operational processes, quality control, employee training, as well as analyzing pricing strategies and risk management. The results of this study are expected to provide practical recommendations for Roemah Laundry to improve business effectiveness and serve as a reference for other MSME players in facing competition in the laundry service sector. Additionally, this study contributes to the development of MSME management science, particularly in improving service quality and sustainable business strategies.  

Siti Putri Aprilia; Faridah Faridah; Rina Devianty

Jurnal Arjuna : Publikasi Ilmu Pendidikan, Bahasa dan Matematika 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

This research is motivated by the low interest and skills of class X students of SMKS PAB 5 Klambir Lima which is caused by less interesting teaching methods and minimal innovation of learning media utilized during teaching and learning activities in the classroom. This study aims to develop comic learning media on negotiation text material for class X students. The research methodology uses research and development with the ADDIE model consisting of five stages, namely analysis, design, development, implementation, and evaluation. The population in the study were class X students of SMKS PAB 5 Klambir Lima with a sample size of 28 students. Data collection was carried out through observation, interviews, questionnaires, and documentation, then analyzed using a Likert scale, mean, and the N-Gain formula to obtain valid and accurate results. The results of the study indicate that the comics developed were declared very feasible by media experts 96%, language experts 96%, and material experts 92%. The level of practicality of the comics also obtained very practical results with teacher responses of 4.7 and students 3.30. In addition, the results of the effectiveness of comics show an increase in students' writing skills, with an average N-Gain of 81.35% in the effective category. This study shows that comics can be an alternative teaching material that supports the learning process and learning outcomes experience significant development.

Indrawati Seska Kading; Tjipto Rini; MF Arrozie

International Journal of Management 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Patient safety is a fundamental component of healthcare quality and a key indicator of hospital performance. Ensuring its implementation requires not only technical competence but also psychological and organizational support. This study aims to analyze the effect of motivation and coaching on the implementation of patient safety among nurses, with responsive culture as a mediating variable at Hospital X, Bekasi. A quantitative approach was employed using a cross-sectional design. Data were collected from 162 nurses in inpatient units using a structured questionnaire and analyzed with Structural Equation Modeling–Partial Least Squares (SEM-PLS) using SmartPLS software. The results showed that both motivation and coaching have significant direct effects on the implementation of patient safety. In addition, both variables significantly influence the development of responsive culture, which in turn also has a significant effect on patient safety. Responsive culture serves as a strong mediating factor, reinforcing the relationship between individual-level factors (motivation and coaching) and organizational safety outcomes. These findings indicate that motivated nurses who receive structured coaching within a responsive organizational environment are more likely to engage in safe practices. This study contributes to the growing evidence that human and cultural factors are critical in improving patient safety outcomes. It also provides practical recommendations for hospital leaders to focus on motivation strategies, coaching mechanisms, and cultural transformation to build safer healthcare systems. Future research is suggested to involve multiple institutions and integrate qualitative methods for deeper contextual understanding.

Maulidya Lailatul Fa'idah; Rizki Afandi; Ahmad Roghibus Sunan; Misbahul Huda

This study is motivated by the low learning interest of students at Madrasah Ibtidaiyah (MI) Manbail Futuh Jenu due to conventional teaching methods that are less engaging. The purpose of this research is to develop and implement hands-on activity-based learning media and to evaluate its effectiveness in increasing students’ learning interest. The method used is qualitative research with data collection techniques including observation, interviews, and documentation. The results show that hands-on activity-based media significantly improve students’ learning interest, conceptual understanding, and critical thinking skills. Students become more enthusiastic, active, and independent in the learning process. Despite challenges such as limited tools and time, this media positively impacts the teaching and learning process. The implications emphasize the importance of developing interactive and practical learning media, along with the need for facility support and teacher training to optimally implement hands-on activities at MI. Thus, hands-on activity-based media can be an effective strategy to enhance the quality of education at the Madrasah Ibtidaiyah level.

M. Masrukhan

Kegiatan Positif : Jurnal Hasil Karya Pengabdian Masyarakat 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Entrepreneurship training is a key strategy for empowering village economies, especially among youth from Karang Taruna and PKK members. In Kaladawa Village, local potential such as agriculture and handicrafts has not been fully utilized due to limited entrepreneurial knowledge and exposure. This program aims to enhance participants' entrepreneurial competencies through practical-based training methods, including interactive lectures, group discussions, and business simulations. A participatory approach was implemented to help participants identify local potentials, develop business ideas, and formulate digital-based marketing strategies. The results of the training indicate a significant improvement in participants’ understanding of entrepreneurship, as reflected in the emergence of innovative business plans focused on local and digital products. Pre- and post-training evaluations showed increased motivation, creativity, and readiness among participants to initiate independent ventures. The training also fostered a sustainable entrepreneurial spirit by covering essential topics such as financial management, digital transformation, and business networking. Participants acknowledged that direct experiences and intensive mentoring during the sessions played a crucial role in building their confidence and competitiveness. However, for long-term success, continuous mentoring and institutional support are required, along with strategic collaboration between stakeholders such as village governments, local MSMEs, and higher education institutions. Thus, this program not only contributes to improving technical and entrepreneurial skills but also plays a pivotal role in developing a self-reliant and sustainable rural entrepreneurial ecosystem. The integration of similar training into broader community empowerment programs is recommended to ensure lasting impact, inclusive access, resilience, innovation, adaptability, creativity, empowerment, collaboration, leadership, and meaningful local economic development.

Chefin Satya Syaffatullah; Soma Hadi Shibyana; Muhammad Ali Rhojab; Firmanda Bernard Satriya; Muhammad Nuril Mubin +2 more

jurnal ABDIMAS Indonesia 2025 STIKes Ibnu Sina Ajibarang

This community service program at the Class I Correctional Facility SAE L’SIMA Malang was designed to address the urgent need for effective vocational skills development among inmates through productive poultry farming activities. One of the key challenges in poultry farming is the low success rate of egg hatching when relying on conventional, manually operated incubators that often lack precise temperature and humidity control. To overcome this problem, the program introduced the development and implementation of an automatic incubator system as a technological innovation to support both learning and productivity. The program employed a participatory approach, beginning with preliminary site surveys to identify existing resources and limitations within the correctional facility. Subsequently, the team carried out the design and assembly of an automatic egg incubator equipped with a digital system to monitor and regulate temperature and humidity levels. Functional testing was conducted using both chicken and duck eggs to ensure reliability and applicability across different types of poultry. In addition to the incubator prototype, the program also produced a practical user manual to guide inmates in operating and maintaining the equipment independently. The results demonstrated that the automatic incubator significantly improved the hatching success rate compared to traditional manual methods, despite initial challenges such as limited availability of components, restricted funding, and the reliance on outdated manual equipment. The inmates showed high levels of participation and adaptability in learning the operation of the new system, highlighting the potential of this program to enhance not only technical competence but also self-confidence. In conclusion, this initiative successfully integrated vocational training with technological innovation, offering a sustainable and practical solution for small to medium-scale poultry operations. Beyond improving technical skills, the program has broader social implications by equipping inmates with marketable competencies that can support their reintegration into society and contribute to their economic independence after release.

deptek, wujud

Engineering and Maritime Technology Journal (Engment) 2025 Deptek Prodi Teknik Mesin Kapal Perang Akademi Angkatan Laut

This study aims to analyze the impact of recruiting Vocational High School (SMK) Mechanical Engineering graduates on the quality of education at the Naval Academy (AAL) Technical Corps. Using a mixed methods approach with quasi-experimental design, the research involved 160 Naval Academy cadets consisting of 80 cadets with SMK Mechanical Engineering background and 80 cadets with Senior High School Science background as control. Data were collected over 4 semesters through academic achievement instruments, technical competency tests, academic adaptation scales, and in-depth interviews. Results showed that although SMK cadets experienced initial academic adaptation challenges with lower GPA in the first semester (3.12 vs 3.28), this gap narrowed over time and even showed positive trends in the final semester (3.41 vs 3.38). SMK cadets demonstrated significant superiority in technical subjects such as Ship Propulsion Systems (85.2 vs 78.9) and Auxiliary Machinery (83.7 vs 76.4), particularly in practical components. In terms of social adaptation, the SMK group consistently showed higher scores throughout the research period. Learning style analysis revealed dominance of kinesthetic (47%) and visual (31%) preferences in the SMK group, different from the SHS group which preferred read/write (38%) and auditory (29%). These findings indicate that recruiting SMK Mechanical Engineering graduates has a positive impact on the quality of AAL education, particularly in applied technical competencies and social adaptation abilities. Educational background diversity can become a strategic strength if managed through appropriate bridging programs and diversification of learning methods that accommodate the diversity of cadet learning styles.

Siti Aisyah

Proceeding International Conference Of Innovation Science, Technology, Education, Children And Health 2025 Program Studi DIII Rekam Medis dan Informasi Kesehatan

Attendance management is an essential component in educational institutions, companies, and organizations to monitor the presence and punctuality of participants. Traditional attendance systems, such as manual signatures or identification cards, are prone to various issues including human error, time inefficiency, and identity fraud. To address these challenges, this study aims to develop a smart attendance system using facial recognition technology based on Python and the OpenCV library. The system is designed to automatically detect and recognize faces in real time using a webcam or camera module. It employs computer vision techniques to capture facial images, extract unique features, and match them against a stored database of registered participants. Once the face is verified, the system records the attendance along with a timestamp, ensuring data accuracy and security. The development process involved several stages, including image acquisition, preprocessing, feature extraction, and classification. OpenCV was utilized for image processing tasks, while Python provided the programming framework to integrate all components. To enhance recognition accuracy, the system applied techniques such as histogram equalization for lighting normalization and Haar Cascade classifiers for initial face detection. An experimental evaluation was conducted under various conditions, including different lighting environments and facial orientations. The results demonstrated that the system achieved an accuracy rate of 96% under normal lighting conditions, with only a small decrease in performance under dim or uneven lighting. These findings indicate that the system is reliable for practical applications, especially in controlled environments. Conclusion: The Python-based facial recognition attendance system offers a more efficient, secure, and accurate alternative to conventional attendance methods. Future improvements may include the integration of deep learning models to enhance recognition robustness in diverse real-world scenarios.