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Implementasi Algoritma Needleman-Wunsch dalam Pengujian Tingkat Kemiripan DNA Babi Sulawesi Utara Ngovangari, Rivchi Hanni; Rorimpandey, Gladly Caren; Kembuan, Olivia; Sumual, Hendro Maxwell
JOINTER : Journal of Informatics Engineering Vol 5 No 01 (2024): JOINTER : Journal of Informatics Engineering
Publisher : Program Studi Teknik Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.53682/jointer.v5i01.32

Abstract

Data is a collection generated from various media used by humans. DNA data is a form of data, which is data in the form of genetic code text to store biological identities and characteristics of living things. This study used DNA to test the similarity level of North Sulawesi pigs. The method used is the Pairwise Sequence Alignment method. With sequences of different DNA lengths, the researcher implemented the Needleman-Wunsch algorithm for alignment. Matching is used using the BioPython module, which is in pairwise2. And this study produces a model and proportion of the similarity level of North Sulawesi Pigs that can be used as future references for biological research on molecular biology or for the field of informatics in implementing Needleman-Wunsch algorithm in Python, or references and additional knowledge for research in Bioinformatics.
Pengaruh Penerapan Teaching Factory terhadap Kesiapan Kerja Siswa di SMK Katolik St. Familia Tomohon Lumowa, Nova Lanny; Sumual, Hendro M.; Takaradase, Agustinus
Edutik : Jurnal Pendidikan Teknologi Informasi dan Komunikasi Vol. 5 No. 3 (2025): EduTIK : Juni 2025
Publisher : Jurusan PTIK Universitas Negeri Manado

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Abstract

Penelitian ini bertujuan untuk mengetahui pengaruh penerapan Teaching Factory terhadap kesiapan kerja siswa di SMK Katolik St. Familia Tomohon. penelitian ini menggunakan penelitian kualitatif dengan teknik pengumpulan data melalui istrumen kuesioner. Berdasarkan hasil analisis dan pembahasan, sumbangan penerapan Teaching Factory terhadap kesiapan kerja siswa sebesar 98,9 % sedangkan sisanya ditentukan oleh variable lain yang tidak menjadi kajian dalam penelitian ini. Maka kesimpulan dalam penelitian ini adalah terdapat pengaruh langsung positif penerapan Teaching Factory terhadap kesiapan kerja siswa di SMK Katolik St. Familia Tomohon. Artinya, penerapan Teaching Factory dapat menyebabkan meningkatnya kesiapan kerja siswa. Untuk itu mengingat pengaruh Teaching Factory terhadap kesiapan kerja sangat besar, maka diharapkan semua Sekolah Menegah Kejuruan untuk melaksanakan pembelajarab berbasis Teaching Factory.
Economic Analysis of Electrical Energy in the Development of Tomohon City as a Tourism Hub Kilis, Billy; Sumual, Hendro; Kawatu, Freike; Tulaka, Titof
JURNAL EDUNITRO Jurnal Pendidikan Teknik Elektro Vol. 5 No. 2 (2025): October Issue
Publisher : Department of Electrical Engineering Education, Faculty of Engineering, State University of Manado

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.53682/edunitro.v5i2.12682

Abstract

The development of Tomohon City as a tourism hub in North Sulawesi has accelerated significantly, triggering a surge in economic activities and consequently increasing the demand for electrical energy. This study aims to analyze the relationship between economic growth and electricity consumption in Tomohon City, identifying the implications for energy infrastructure planning. A descriptive survey method was employed, using secondary data sourced from the Central Statistics Agency and PT PLN. Data on electricity supply and economic indicators such as Gross Regional Domestic Product (GRDP) were presented in tables, graphs, and diagrams to illustrate growth patterns from 2010 to 2021. Findings reveal that both electricity consumption and installed capacity have increased steadily, with electricity sales rising from 38.4 GWh in 2014 to 48.3 GWh in 2020 and customer numbers increasing from 24,575 to 29,770 over five years. Economic indicators such as GRDP also showed consistent growth, particularly in the tourism, trade, and accommodation sectors. The average annual growth in electricity production was 4.68%, highlighting the need for proactive energy planning. The study concludes that the economic development of Tomohon City is positively correlated with rising electricity demands. It recommends that stakeholders, including PT PLN and local government bodies, develop anticipatory infrastructure strategies to ensure sustainable energy supply, particularly as tourism continues to expand. This research provides critical insight into aligning energy provision with regional economic development priorities.
Student Evaluation of Lecturer Performance Faculty of Engineering, Universitas Negeri Manado Sumual, Herry; Sumual, Hendro; Ratumbuisang, Keith F
International Journal of Information Technology and Education Vol. 5 No. 1 (2025): December 2025
Publisher : JR Education

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Abstract

This study analyzes student evaluations of lecturer performance at the Faculty of Engineering, Manado State University, integrating quantitative and qualitative approaches. A total of 127 students from various study programs assessed four main dimensions of lecturer performance: pedagogical, professional, personality, and social competence. Quantitative results indicate that all dimensions received high average scores, indicating that students perceive lecturer performance to be in the good to excellent category. Qualitative findings reinforce these results and reveal aspects that students appreciate, such as clarity of material delivery, professionalism, communicative interactions, and academic exemplary behavior. However, students highlighted the need for increased innovation in more applicable learning methods, broader use of digital media, and more intensive and constructive evaluation feedback. This study confirms that lecturer performance is a strategic factor in improving the quality of engineering learning and provides recommendations for strengthening engineering pedagogy, digitizing learning, and developing a formative evaluation system within a sustainable quality assurance framework.