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Awang Hendrianto Pratomo
(SCOPUS ID 35174983600, Universitas Pembangunan Nasional Veteran Yogyakarta), Indonesia
Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Mechanical Engineering Social Sciences Other

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Classification of Anxiety Levels Entering the World of Work in Final Year Students Using the Neighbor Weighted K-Nearest Neighbor Method Pratomo, Awang Hendrianto; Adam, Muhammad Fahmi; Prasetyo, Dessyanto Boedi
Knowledge Engineering and Data Science
Publisher : citeus

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Abstract

This study evaluates the accuracy of the Neighbor Weighted K-Nearest Neighbor (NWKNN) method in classifying the anxiety levels of final-year students as they prepare to enter the workforce, particularly in cases of unbalanced data distribution. The system was developed using the prototype method, and NWKNN was applied to classify anxiety levels into low, medium, and high categories. Testing using the Confusion Matrix demonstrated strong performance, achieving an accuracy of 94% based on a dataset of 1009 students, with a 90:10 ratio of training to test data. The results indicate that NWKNN effectively provides classification input values, making it a reliable tool for early detection of work-related anxiety. By identifying students with high anxiety levels, this approach can support targeted interventions to help students manage stress, improve self-confidence, and enhance their preparedness for the job market. The application of NWKNN in mental health classification thus holds significant potential in assisting universities and career counseling services in developing proactive strategies to mitigate anxiety and support students’ psychological well-being.
Co-Authors Abdur Rahman, Hafidz Fajar Adam, Muhammad Fahmi Agung Yulianto Nugroho Agung Yulianto Nugroho Agus Ristono Agusdin, Riza Prapascatama Alamin, Duta Alek Setiyo Nugroho Anak Agung Istri Sri Wiadnyani Andiko Putro Suryotomo Anton Satria Prabuwono Anton Satria Prabuwono Arif Rianto Budi Nugroho Arif Rianto Budi Nugroho Augyeris Lioga Seandrio B Ihsan Balza Ahmad Bambang Yuwono Danang Arif Rahmanda Dessyanto Boedi Prasetyo Dimas Candra Nugraha Putra Eko Teguh Paripurno Eko Teguh Paripurno Eko Teguh Paripurno Ficky Adi Kurniawan Ficky Adi Kurniawan Frans Richard Kodong Gandar Mahojwala Gigih Aditya Pratama Granitia Septirina Junaedi H H Triharminto Hafidz Fajar Abdur Rahman Hafidz Fajar Abdur Rahman, Hafidz Fajar Abdur Heru Cahya Rustamaji Heru Cahya Rustamaji Heru Cahya Rustamaji Hidayatulah Himawan Indra Aprillinfanteri Army Johan Danu Prasetya Kahiruddin Omar Khairuddin Omar Kusmendar, Kusmendar Leonel Hernandez Mangaras Yanu F Mochammad Assofa Indera Jati Mohd Shanudin Zakaria Mohd Shanudin Zakaria Mu'arifah, Siti Muhadjir Fachrurradjie Muhammad Arif Wijaya Muhammad Rifai Samekta Adi Nandra Eko Nugroho Nandra Eko Nugroho Nidya Indah Sari Nur Heri Cahyana Nur Heri Cahyana Nur Heri Cahyana Nur Heri Cahyana Nuryono Satya Widodo Nuryono Setya Widodo Nuryono Setyo Widodo Oliver Samuel Simanjuntak Oyas Wahyunggoro Prasetya, Johan Danu Puji Pratiknyo Purbudi Wahyuni Purwoto Purwoto Putra, Dimas Candra Nugraha Rachmad, Faiz Rafly Pradana Putra Rifki Indra Perwira Sabihaini Sabihaini Saifullah, Shoffan Septi Nur Indrawati Setiyo Hartato Setiyo Hartato M Siti Norul Huda Seikh Abdullah Siti Norul Huda Syeikh Abdullah Sudaryatie Sudaryatie Sukiyani Susilastuti Dwi Nugraha Jati Tahalea, Sylvert Prian Tejo Pramono Triharminto, Hendri Himawan Wahyu Sugeng Triadi Wahyu Sugeng Triadi Wana Kristanto Wilis Kaswidjanti Wilis Kaswidjanti Wilis Kaswidjanti Wiratama Putra Y I Sania Yenni Sri Utami Yuli Fauziah