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Prediksi Promosi Jabatan Karyawan JNE Pematangsiantar Dengan Algoritma C4.5 Rizki Ananda; Sumarno Sumarno; Indra Gunawan
Jurnal Sistem Komputer dan Informatika (JSON) Vol. 3 No. 3 (2022): Maret 2022
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/json.v3i3.3763

Abstract

This study predicts employee promotions using employee data from PT. JNE Pematangsiantar. The purpose of this research is to obtain a rule model in classifying predictions of promotions in the company. By knowing this prediction, decision makers can choose employees who will be promoted according to the rules that apply in the company. The method used in this research is Data Mining Algorithm C4.5, with employee data used as many as 20 employees. The variables used in this study include: Job Knowledge, Competence, Teamwork, Communication and Job Quality. The results of the study obtained 9 rules or rule models for this prediction classification with 5 rules with the final result being Promoted and 4 rules with the final result not being Promoted. With an accuracy rate of 71.43% and a classification error of 28.57%
The Awareness and Implementation of MBKM Program as Flexible Learning in Faculty Wahyuningtyas, Ratri; Isynuwardhana, Deannes; Rismayani, Risris; Gunawan, Indra
Humaniora: Journal of Indonesia Culture and Society Vol. 13 No. 3 (2022): Humaniora
Publisher : Bina Nusantara University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21512/humaniora.v13i3.8382

Abstract

The research discussed Merdeka Belajar-Kampus Merdeka (MBKM), an independent learning policy for universities in Indonesia issued by the Minister of Education and Culture in 2020. One highlighted policy was the right to study for students to study outside the study program for three semesters. The research intended to determine awareness and implementation of the MBKM program from students, lecturers, and education staff. The research applied a quantitative-descriptive method with a survey model. The research data and information were collected by distributing and filling out questionnaires at the Online Learning System (SPADA) of the Ministry of Education, Culture, Research, and Technology of Indonesia. The data obtained were then processed through several analytical techniques, namely descriptive statistics using rank order and text processing and analysis. The population in the research consisted of students, lecturers, and educational staff at the Faculty of Economics and Business, Telkom University. The research indicates that the level of knowledge of lecturers, students, and educational staff regarding the MBKM program is relatively high, obtained from various sources of information, including through online/offline channels from the Directorate General of Higher Education. Follow-up that needs to be done as part of continuous improvement is the need for easy access to working groups at the Ministry of Education and Culture and the importance of socializing in terms of rules and technical aspects of MBKM implementation so that activities can run more optimally.
The Biography of Tilaar’s Thought in Historical Perception: Critical-TransformatIve Pedagogy Gunawan, Indra; Setiawan, Johan
HISTORIA: Jurnal Program Studi Pendidikan Sejarah Vol 14, No 2 (2026): HISTORIA: Jurnal Program Studi Pendidikan Sejarah (Issu in Progress)
Publisher : UNIVERSITAS MUHAMMADIYAH METRO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24127/hj.v14i2.11791

Abstract

This study aims to examine the intellectual biography of Henry Alexis Rudolf (HAR) Tilaar, one of Indonesia’s most prominent educational figures, particularly in the context of critical-transformative pedagogy. Tilaar viewed education not merely as a medium of knowledge transmission but as an instrument for liberating human beings from injustice, oppression, and social inequality by fostering critical awareness among individuals and society. The research employs the historical method with a literature review approach as the primary source to trace the dynamics of Tilaar’s educational thought over time. The findings reveal that Tilaar’s ideas evolved in an unusual trajectory: beginning with a conservative tendency in his youth, moving toward a constructive orientation during his service at Bappenas, and later becoming increasingly critical and radical after his retirement. This pattern stands in contrast to the general tendency among scholars, who often grow more conservative as their socio-economic status becomes more secure, whereas Tilaar became progressively more critical and radical in his educational perspectives.
The Implementation of Risk Management in Corporate Asset Optimization: A Case Study of the Building Asset Leasing Plan at PT XYZ Gultom , Gudiman Franciskus; Sunaryo, Tarsicius; Gunawan, Indra
JURNAL MANAJEMEN MOTIVASI Vol 22 No 1 (2026): Jurnal Manajemen Motivasi
Publisher : Universitas Muhammadiyah Pontianak

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29406/jmm.v22i1.8443

Abstract

Risk management is crucial in optimizing assets of state-owned enterprises (SOEs) such as PT XYZ. This study analyzes the application of ISO 31000:2018 to a plan for leasing idle assets in the form of office buildings. It identifies inherent risks and the company’s mitigation strategies. The findings show that success depends on regulatory compliance, clear authority, partner due diligence, and integration of internal control systems. Risk mitigation is carried out in a structured manner to ensure good governance and prevent losses. This study may serve as a reference for SOEs in measurable, accountable, and sustainable asset management.
Integrating Psychological Stress Indicators with Academic Data for Student Dropout Prediction: A Decision Tree and Expert System Approach Indra Gunawan; Adhika Pramita Widyassari
Elinvo (Electronics, Informatics, and Vocational Education) Vol. 10 No. 2 (2025): November 2025
Publisher : Department of Electronic and Informatic Engineering Education, Faculty of Engineering, UNY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/elinvo.v10i2.89031

Abstract

Student attrition remains a major problem in higher education. Although academic variables are well-established moderators, psychological wellness, especially stress, is an important but often ignored moderator. The purpose of this study is to construct prediction models for students at risk of dropping out by combining academic and psychological information. One major challenge in this field is the class imbalance of student records, which results in a significant drop in the dropout rate compared to the general population. Therefore, in this study, we employ a Decision Tree algorithm and use a Forward Chaining inference engine along with the Synthetic Minority Over-sampling Technique (SMOTE) to solve it. We employed a data set of 122 students at one institution, with psychological stress scores generated from a standardised questionnaire according to well-known symptom domains. The accuracy for the model with only a Decision Tree was 95.83%. For the stress score, integration with the FC-based attribute increased performance to 96.67%; however, this model exhibited only marginal improvement over the final model due to its very low accuracy when compared to that of SMOTE. This ensemble model performed the best with an accuracy of 97.50% and an AUC of 96.35%. This progression demonstrates that even though the introduction of psychological information is beneficial, an approach to balance data and ensure a robust prediction system is required. This article is a proof-of-concept analysis which creates an opportunity for universities to establish proactive, early-warning-driven models; yet there is a requirement for future validation studies on larger and more diversified samples.
Hybrid Expert System for Academic Stress Diagnosis Using Forward Chaining and Score Weighting Indra Gunawan; Adhika Pramita Widyassari; Ismail Yusuf Panessai; Jonathan Rante Carreon
Advance Sustainable Science Engineering and Technology Vol. 7 No. 4 (2025): August-October
Publisher : Science and Technology Research Centre Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v7i4.2586

Abstract

Academic stress classification is a significant challenge in education, as previous approaches often rely on opaque models or require large training datasets. This study develops a hybrid expert system for academic stress classification using forward chaining and Certainty Factor (CF) score fallback. The system was tested on 100 student cases with the following label distributions: Mild (48), Moderate (37), and High (13), classified independently by three experts. Label validity was tested using pairwise Cohen's kappa, yielding a mean value of 0.8280. The system achieved 100% accuracy, a 32% improvement over the classical forward chaining baseline (68%). Statistical evaluation using Wilson score intervals demonstrated high consistency across all key metrics (accuracy, precision, recall, F1-score) with a 95% CI of [96.4%, 100%]. The system is designed with an explicit and auditable rule structure, enabling deterministic classification based on symptoms. Although validation results are high, the unbalanced label distribution opens up the potential for spectrum bias. Going forward, the system is planned to be tested across institutions, assessed for integration with counseling services, and compared with other hybrid approaches. 
NGIMBAU TUAN: KOMPOSISI MUSIK TERNARY Dekti, Gen; Bahar, Mahdi; Gunawan, Indra
Jurnal Cerano Seni : Pengkajian dan Penciptaan Seni Pertunjukan Vol 1 No 01 (2022): Cerano Seni | Pengkajian dan Penciptaan Seni Pertunjukan
Publisher : Universitas Jambi

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (801.877 KB) | DOI: 10.22437/cs.v1i01.18431

Abstract

Komposisi musik Ngimbau Tuan merupakan representasi musikal mantra ritual Asik Pumbaru Jikat di Desa Mukai Sebrang, Kecamatan Siulak Mukai, Kabupaten Kerinci. Ritual Asik Pumbaru Jikat bertujuan untuk mensucikan tempat pelahu, diyakini sebagai tempat tinggal roh-roh leluhur. Melalui interpretasi terhadap prosesi ritual menjadi komposisi musik, pengembangan elemen struktural seperti repetition, augmentation, diminution, sequence, alternation, interlocking, canon, dan fugue digunakan untuk mewujudkan ide musikal menjadi frasa-frasa komposisi. Secara keseluruhan, karya Ngimbau Tuan menggunakan struktur musik tiga bagian (ternary) yang terdiri dari sub-judul part I (Jikat), part II (Asik) dan part III (Sembah) yang diadopsi dari penamaan setiap prosesi ritual.
PENCIPTAAN KOMPOSISI TARI KALA SINJO Gunawan, Indra; Riswani, Riswani; Irianto, Ikhsan Satria
Jurnal Prabung Seni : Jurnal Pengkajian dan Penciptaan Seni Vol. 5 No. 1 (2026): Prabung Seni: Jurnal Pengkajian dan Penciptaan Seni
Publisher : Universitas Jambi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22437/jps.v5i1.40995

Abstract

Penciptaan karya tari yang terinspirasi dari upacara adat Ritual Mandi Menyan yang ada di Desa Mudung Darat, Kecamatan Maro Sebo, Kabupaten Muaro Jambi. Ritual ini akan dilaksanakan apabila ada masyarakat yang terkena suatu penyakit yang berkaitan dengan hal-hal mistis. Masyarakat Mudung Darat menyebutnya sebagai penyakit “Darah Buruk” dan pengidap penyakit ini harus melalui Ritual Mandi Menyan agar bisa sembuh. Ritual Mandi Menyan adalah ritual memandikan pengidap penyakit “Darah Buruk” dengan kepala yang tertutup oleh ambung dan dikelilingi oleh piring menyan. Pelaksanaan ritual ini harus dilakukan pada waktu senja atau sebelum malam tiba. Gerak landasan penciptaan karya adalah gerak tari Belarak dan lukah Gilo yang berasal dari Kecamatan Maro Sebo. Karya tari digarap dengan tipe dramatik dan menggunakan desain dramatik krucut tunggal. Metode penciptaan tari yang digunakan terdiri dari riset, perumusan konsep, pengembangan konsep, diskusi dan perwujudan tari. Karya tari yang terdiri dari tiga bagian ini menggunakan konsep panggung arena dengan menggunakan properti anak tangga,talam dan ambung.
TRANSFORMASI SYAIR PANTUN SENANDUNG JOLO KE DALAM KOMPOSISI MUSIK GERAK BALEK Inriyanti, Putri; Gunawan, Indra; Dekti, Gen
Jurnal Prabung Seni : Jurnal Pengkajian dan Penciptaan Seni Vol. 5 No. 1 (2026): Prabung Seni: Jurnal Pengkajian dan Penciptaan Seni
Publisher : Universitas Jambi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22437/jps.v5i1.54492

Abstract

Penelitian ini mengkaji proses kreatif transformasi tradisi lisan Senandung Jolo yang berasal dari kelurahan Tanjung, kecamatan Kumpeh Ilir, kabupaten Muaro Jambi ke dalam sebuah komposisi musik instrumental berjudul “Gerak Balek”,. Latar belakang penciptaan ini didasari oleh estetika era Romantik yang mengedepankan kebebasan berekspresi melalui integrasi elemen musik rakyat ke dalam karya akademik sebagai upaya revitalisasi budaya lokal agar tetap relevan dalam ekosistem seni modern. Tujuan utama penelitian adalah transformasi karakteristik visual dari bagian sampiran syair, khususnya objek “Perahu” dan “Jala”, ke dalam elemen auditori yang mencakup aspek struktur, orkestrasi, timbre, tempo, dan melodi. Metode yang diterapkan adalah kualitatif deskriptif melalui tahapan observasi lapangan selama tiga bulan, wawancara mendalam bersama maestro tradisi, serta analisis musikologi terhadap materi vokal asli. Hasil penelitian menunjukkan bahwa karya ini diwujudkan dalam format ansambel campuran yang disusun dalam satu gerakan utuh dengan mengadopsi prinsip struktural bentuk Binary. Tema A (Perahu) bergerak dalam tonalitas F Mayor dengan penggunaan teknik Moto Perpetuo untuk merepresentasikan gerakan mendayung di perairan, sedangkan Tema B (Jala) menggunakan tonalitas Bb Mayor dengan aplikasi teknik Canon guna menggambarkan jalinan jala yang saling terhubung. Simpulan penelitian ini menegaskan bahwa elemen tradisional Senandung Jolo memiliki fleksibilitas tinggi untuk ditransformasikan menjadi inovasi karya seni baru yang memperkaya diskursus musik di Provinsi Jambi tanpa menghilangkan identitas budaya aslinya.
Real exchange rate misalignment and exchange rate regime dynamics: Evidence from Sierra Leone Kamara, Ishmael; Hirawan, Fajar; Gunawan, Indra
Jurnal Perspektif Pembiayaan dan Pembangunan Daerah Vol. 14 No. 3 (2026): Jurnal Perspektif Pembiayaan dan Pembangunan Daerah
Publisher : Program Magister Ilmu Ekonomi Pascasarjana Universitas Jambi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22437/ppd.v14i3.54406

Abstract

This study examines whether Sierra Leone’s succession of exchange-rate regimes since 1970 has been associated with changes in the alignment between the real exchange rate (RER) and its macroeconomic fundamentals. Using an Edwards–Elbadawi framework, the study combines ARDL bounds testing and error-correction modelling, Bai–Perron structural-break analysis, and forecast error variance decomposition to estimate the equilibrium RER and its misalignment over 1970–2024. The model incorporates terms of trade, trade openness, government expenditure, investment, net capital flows, a technology proxy based on real GDP growth, and the interest-rate differential. The results provide evidence of a long-run cointegrating relationship and a strong error-correction mechanism, with approximately 87% of the previous period’s disequilibrium corrected within one year. Although the full-sample average misalignment is close to zero (–0.21%), this conceals substantial variation: the Leone was undervalued in 25 years and overvalued in 30 years, with several annual deviations exceeding 30% in absolute magnitude. Regime-level average misalignment ranges from –26.48% during the liberalised but still managed float of 1986–1989 to +14.71% under the US-dollar peg of 1983–1985, while the 2010–2019 floating-with-managed-features period records the smallest absolute average misalignment (–0.12%). The Bai–Perron analysis further identifies significant breaks in the coefficient linking net capital flows to the RER in 1987, 2000, and 2010, indicating partial parameter instability rather than instability in the entire long-run relationship. Forecast error variance decomposition shows that government expenditure, trade openness, and terms of trade account for increasing shares of RER forecast uncertainty at longer horizons. Overall, the findings indicate that Sierra Leone’s RER misalignment is characterised by recurrent and sizeable deviations across changing policy and macroeconomic environments rather than by a persistent average distortion.
Co-Authors A. Bakty, Andi Fatimah Maoudy Abdul Aziz Sebayang Achmad Fathoni, Achmad Achva, RA. Jihan Ulima Ade Kusmana Adhika Pramita Widyassari Adrian Hidayat, Adrian Advocaat, Eldert Afrina Agusinta, Lira Agustiani, Nurwulan agustini, lila Ahadi, Eko Ahmad Junaidi Ahmad Saefudin Akbar, Azriel Albertus Husein Wawo Aldrin T, Edwin Alfita Puspa Handayani AMANDA, REGINA Ambariyanto Ambariyanto Amin Rejo Andy Andy Anggia Suci Pratiwi Anggraeni, Rr Dian Apandi, Khairul Aprillitzavivayarti, Aprillitzavivayarti Arbi Dimyati Ardhicaraka, Irvan Zaelana Ardini, Dias Arinal Haq Izzawati Nurrahma Aris Sudianto Arya Kukuh Y Asep Setiawan Asidiqi, Egi Aslorida, Bella Oktania Asti Tri Lestari Astuti, Ella Dwi Astuti, Rini Juni Astyka Pamumpuni Ayunda, Yuli Septya Ayuni, Riski Baiq Andriska Candra Permana Bakti, Andi Prasetyo Bambang Sugeng Benyamin Sapiie Carolina Evelyn Cici Sofrawida Cottam, Mike A. Covinia Dinda Berliana Dadi Abdurrahman Dalimunthe, Mahyuddin Damanik, Abdi Rahim Damanik, Meilani Damayanti, Frisca Damayanti, Nabila Zafira Darma Satria Dasumiati Daud Deannes Isynuwardhana Dedy Hartama Dedy Ronald Saragi Destriyanto, Salwa Aulia Dewansyah, Ahmad Rozan Doni Sofyawan Dwi P. Putro b Dwi Purnomo Dwi Purnomo Putro Edytia, Rhendy Effendi, Sairul Eka Irawan Eka Irawan Eka Nugroho, Fendra Eko Ahadi Eko Januari Wahyudi Eko Saputra Engkir Sukirman Ermawati, Siti Euis Saribanon, Euis Fadilah, Muhammad Arif Farida Lanawati Darsono Fathurrahman, Imam Fauziah, Nurul Apris Febrian, Kaka Azi Fadhilah Febrianti, Adinda Febrianti, Yeni Ferdian, Farid Ferdiansyah, Fauzia Maulana Fernandes, Yogi Eka Firdaus . Fitri Nurlina Frandika, Kurniadi Fuad Nawawi, Fuad Gagad Restu Pratiwi, Gagad Restu Gen Dekti Geraldo Alfaren Gilang Pratama, Amor Seta Ginting, Sulaiman Gold, David Gultom , Gudiman Franciskus Gumelar, Agum Dwi Gustyawan, Tofan Hadmar, Ahmad Muhardin Hakim, Muhammad Lukmanul Hall, Robert Hamzan Ahmadi Handayani, lusi Hanggara, Gandi Hariana, Maman Harianto Harianto Hartama, Dedy Hartati, Puspita Hasbi Hazaa, Zuhair Mubarrak Hennig, Juliane Hergisa, Rizky Hernawan, Eso Heru Satria Tambunan Heru Satria Tambunan, Heru Satria Hibban, Muhammad Ibnu Hidayanti, Ayuk Hirawan, Fajar Huang, Xuan-Yi Hutabarat, Ari Napas Ika Okta Kirana Ika Okta Kirana IKHSAN SATRIA IRIANTO Inayah, Anissatun Indriyani, Dwi May Inriyanti, Putri Ismail Ismail Ismail Yusuf Panessai Jaharah, Nisa Janter Manuel Gultom Jeli Marlita Jonathan Rante Carreon Joni Kutu Kampilong Jose Andreas Tampubolon Kamara, Ishmael Kertawijaya, Lalu Khoiriyah, Solatun Kholidah, Nur Kirana, Ika Okta Kirana, Ika Okta Kurniawati, Ade Kusnawan, Agus Kusumawardhani, Trisnawati Liliek S. Hermanu, Liliek S. Lilis Lismayanti M. Arif Musthofa M. Henityo Agung As'adi Machmury, Andri Maharani, Aulia Mahdi Bahar Mahputra, Sandi Mahpuz, Mr. Mahpuz Makdalena, Makdalena Mamun, Selfiyani Manrung, Dina Patresia Samuana Mardhotillah, Muhammad Zafran Mardiansyah, Feby Valentin Margaret, Swisci Marlina Tarigan, Tetty Mawardi, Wildan Meilani Damanik Melda Agnes Manuhutu Meli Hadiana Miftahul Falah Mitra, Aisa Dinda Mochammad Yunus, Mochammad Moses Lorensius Parlinggoman Hutabarat Muarif, M. Awal Muchlis, Nur Farah Fajriaty Mudrikah, Devi Mufidatin, Luluk Muh Askal Basir, Muh Askal Muhamad Syukur Muhammad Danni Fawwas Songida Muhammad Ridwan Lubis Muhammad Saefulloh Muhammad Taufik Hidayat Muhammad Wasil Muhammad Zarlis, Muhammad Munir, Bintang Aditya Wardhana Putra Mushafiqih, Harry Nabila Yudisha Nasution, Zulaini Masruro Nazila, Wa Ode Ninik Setyowati Novira, Tita Aulya Novita, Eka Revi Nugraha, Agus Nurhayati Nurhayati Nurullah, Akhyar Nurwijayanti Oktafiana, Brina parlindungan sihombing, andreas Peni Lestari Pitri, Alisya Pownall, Jonathan M. Pramono Pratama, Dioni Yoga Pudji Rahayu puput eka suryani purba, lia cintia Purnama, Marselia Purnomo, Dentaruni Cahya Puspasari, Afrin Puspita Hartati Putra Adi Wijaya Putra, Ananta Putra, Bonse Aris Mandala Putri, Fenoria Qaulika, Lola Lubna Rachmatullah P.P., Tegar Bagaskoro Radjiq, Ahmad Rafai, Muhammad Rahayu, Mia rahmayani, sri Ramadhan, Ryan Ramadhani, Annisa Nur Rambe, Rahmi Dwi Handayani Ratri Wahyuningtyas Renold Renold Restiana, Nia Rifqoh, Hiro Risris Rismayani, Risris Ristiana, Tati Riswani Riswani Rizkha Rida Rizki Ananda Rizky Khairunnisa Sormin Rizky Yulion Rizky, Dany Agung Roekhanafi, Dafit Romadhon, Saifullah Yusuf Rosnawanty, Rosy Roswanty, Rosy Rosyadi, Ajib Rudyawan, Alfend Ryke Kalalo, Rieneke Sabrina, Putri Nur Sadali, Muhamad Samara, Aldi Sampurno, Rachmat Dwi Sani, Almadora Anwar Saputra, Antoni Sari, Nina Pamela Saryomo, Saryomo Setianingsih Setianingsih, Setianingsih Setiawan, Johan Sevastjanova, Inga Siahaan, Septri Wanti Siahaan, Septri Wanti Sianipar, Kristin Daya Rohani Sianipar, Kristin Daya Rohani Sidik, Rizki Muhamad Sihombing, Benyamin Simbolon, Fenty Maimunah Siregar, Marina Soegeng Witjahjo Sofi, Nabilatus Sudjatno, Agus Suggate, Simon Suhartini Suhartini Sujinah Sujinah Sumarno . Sumarno Sumarno Sumarno Sumarno Sunaryo, Tarsicius Surya Darma Suryana, Didi Susanti Alawiyah Susanti, Metta Sutandi, Sutandi Sutarmi, Sutarmi Syahfandi Ahda Syamsul Rizal Tamami Solihati, Silfa Taofik Muhammad Taufikurrahman Taufikurrahman Tavip Indrayana Teguh Adi Saputra Tersta, Fricilla Wulan Tetty Marlina Tarigan Tino Imam Maulana Pratama Trikoesoemaningtyas Trimo Saputro Trisnawan, Imam Maulana Tumangger, Maruli Vandan Wiliyanti Verdiana, Elfa Olivia Wadid Rante, Margaretha Wahyu Widiyono Wahyudianingsih, Wahyudianingsih wandi Warijan Warijan Wati, Indah Watkinson, Ian M. Wawan Gunawan Wawan Gunawan A. Kadir Wijaya, Lalu Kerta Wijaya, Putra Adi Yelmi, Yelmi Yohanes Bahari Yuda Permana Yuli Yanti Yundi Fitrah Yustinus Purwamargapratala Yuyun Febriani Zainal Abidin Zamaludin, Helmi Fauzan Zimmermann, Sebastian