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The Effectiveness of Teaching Factory Management in Improving the Quality of Business Administration Graduates at Politeknik Negeri Manado Makinggung, Juliet; Karambut, Christien; Winokan, Jemmry; Pangemanan, Kevin
International Journal of Business and Applied Economics Vol. 3 No. 5 (2024): September 2024
Publisher : PT FORMOSA CENDEKIA GLOBAL

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55927/ijbae.v3i5.11767

Abstract

This research aims to obtain policy recommendations for the effectiveness of TEFA management as an effort to improve the quality of graduates from the Business Administration Department at Politeknik Negeri Manado or Polimdo. This research is a field study with descriptive analysis. Data was collected through observation and interviews with several informants involved in the TEFA of the Business Administration Department. The results showed that TEFA has not yet identified industry standards and work procedures, and does not have a mature planning process where the TEFA team has not been established along with the functions and duties of each part. Similarly, the involvement of the industrial world in TEFA is still minimal. TEFA has not been socialized to all internal elements and external parties such as the community and industry. The impact of this is that TEFA is less effective in improving the quality of graduates from the Business Administration Department.
Adaptive Collaboration Governance: A Sociological–Economic Study of Outliers, Communication Quality, and Partnership Sustainability Lumunon, Edwin; Makinggung, Juliet; Winokan, Jemmry; Tulangow, Rolyke
Baileo: Jurnal Sosial Humaniora Vol 3 No 2 (2026): January 2026 (On Process)
Publisher : Universitas Pattimura

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Abstract

This study aims to analyze the effectiveness of collaboration governance between higher education institutions and external partners by highlighting the role of outliers, communication quality, and partnership sustainability within a socio-economic framework. Using an explanatory quantitative design, data from 100 collaboration projects across five Indonesian universities were processed with SPSS 26 through data cleaning, normality testing, outlier detection using scatter and box plots, Pearson correlations, and multiple linear regression to examine the influence of communication intensity, funding effectiveness, and partner satisfaction on sustainability. The findings show that communication quality significantly enhances partner satisfaction, which emerges as the strongest predictor of sustained partnerships, while meeting frequency and funding size do not consistently translate into improved outcomes due to diminishing returns and administratively driven communication. Negative outliers serve as early indicators of potential failure, whereas positive outliers reveal efficient collaborative practices that can be replicated. The study’s novelty lies in proposing the concept of adaptive collaboration governance, which integrates socio-economic theory with outlier analysis as an empirical diagnostic tool for understanding relational dynamics. The study contributes to the advancement of sociological economics and organizational sociology by demonstrating the value of evidence-based approaches that combine statistical analysis with relational interpretation to strengthen institutional collaboration and long-term partnership sustainability.