Simulasi Pengukuran Mutu Perguruan Tinggi: Principal Component Analysis (PCA) pada Model Integrasi BANPT - COBIT

 (*)Faradillah Faradillah Mail (Universitas Indo Global Mandiri, Palembang, Indonesia)
 Muhammad Fadhiel Alie (Universitas Sriwijaya, Palembang, Indonesia)

(*) Corresponding Author

Submitted: November 29, 2022; Published: January 28, 2023

Abstract

This study integrates two measurement instruments, namely the BAN PT assessment matrix as a measure of quality and COBIT 5 as a measurement of higher education IT governance through the application of Principal Component Analysis to reduce variables with the same components in order to obtain a measurement model that can accommodate IT quality and governance equally. Based on the PCA results obtained 2 Main Components with variables VMTS, Civil Service and Curriculum on Main Component Factor 1 and Build, Acquire and Implement, Deliver, Service and Support, Monitor, Evaluate, and Score on Main Component Factors 2 with a total of 44 indicator items. Furthermore, a simulation of measuring higher education accreditation was carried out with the variable using the average value. This research was conducted at a private university in South Sumatra, the simulation results obtained showed a score of 3.62 or at the "Established" level. The results of this simulation can then be used by these universities in preparing the actual accreditation process.

Keywords


PCA; COBIT; BAN PT

Full Text:

PDF


Article Metrics

Abstract view : 451 times
PDF - 373 times

References

A. Putri Swakartika Sari and Y. Wahyudin, “Dinamika Eskalasi Femicide di El Salvador Terhadap Andil Equal Measures 2030 (EM2030) dalam Pengembangan Indeks Gender SDGs,” IJGD: Indonesian Journal of Global Discourse, vol. 2, pp. 92–113, 2020.

A. I. T. Adikusuma, “DIFUSI NORMA SUSTAINABLE DEVELOPMENT GOALS (SDGS) DALAM KEBIJAKAN KESEHATAN MENTAL INDIA,” Makassar, Sep. 2020.

C. Timbi-Sisalima, M. Sánchez-Gordón, J. R. Hilera-Gonzalez, and S. Otón-Tortosa, “Quality Assurance in E-Learning: A Proposal from Accessibility to Sustainability,” Sustainability (Switzerland), vol. 14, no. 5, Mar. 2022, doi: 10.3390/su14053052.

O. M. Fitrah and H. Ruslan, “URGENSI SISTEM PENJAMINAN MUTU INTERNAL TERHADAP PENINGKATAN MUTU PERGURUAN TINGGI”, [Online]. Available: http://ejournal.ihdn.ac.id/index.php/JPM

A. Opan, “MANAJEMENSISTEM PENJAMINAN MUTU INTERNAL (SPMI) SEBAGAI UPAYA MENINGKATKAN MUTU PERGURUAN TINGGI,” Jurnal Ilmiah MEA (Manajemen, Ekonomi, & Akuntansi (JIMEA), vol. 3, no. 1, pp. 161–167, 2019.

Majelis Akreditasi, Kebijakan Instrumen Akreditasi BAN-PT dan LAM Berbasis SN Dikti. 2019, pp. 1–56.

A. Mubin, “PERANCANGAN SISTEM PENGUKURAN KINERJA FAKULTAS TEKNIK UNIVERSITAS ”A” DENGAN PENDEKATAN MODEL ACADEMIC SCORECARDDAN STANDAR BAN-PT,” in Seminar Teknologi dan Rekayasa (SENTRA) , 2015, pp. 39–44.

C. L. Stewart and M. A. A. Dewan, “A Systemic Mapping Study of Business Intelligence Maturity Models for Higher Education Institutions,” Computers, vol. 11, no. 11, p. 153, Oct. 2022, doi: 10.3390/computers11110153.

D. C. U. Lieharyani, R. v. Hari Ginardi, R. Ambarwati, and M. T. Multazam, “Assessment for good university governance in higher education focus on align strategy business with it at big data era,” in Journal of Physics: Conference Series, Jun. 2019, vol. 1175, no. 1. doi: 10.1088/1742-6596/1175/1/012204.

Z. Abidin, M. S. Haq, and M. Pendidikan, “SISTEM MANAJEMEN MUTU ISO 9001:2015 SEBAGAI STRATEGI PENINGKATAN KUALITAS PENDIDIKAN DI ERA 4.0,” Jurnal Inspirasi Manajemen Pendidika, vol. 9, no. 2, pp. 445–459, 2021.

Y. R. Zabidi Jurusan Teknik Industri Sekolah Tinggi Teknologi Adisutjipto Jl Janti Blok Lanud Adisutjipto Yogyakarta, “PERANCANGAN SISTEM PENILAIAN KINERJA DI STT ADISUTJIPTO SEBAGAI PENDUKUNG SISTEM PENJAMINAN MUTU.”

C. Zangani et al., “Impact of the COVID-19 Pandemic on the Global Delivery of Mental Health Services and Telemental Health: Systematic Review,” JMIR Mental Health, vol. 9, no. 8. JMIR Publications Inc., Aug. 01, 2022. doi: 10.2196/38600.

E. DeFilippis, S. M. Impink, M. Singell, J. T. Polzer, and R. Sadun, “The impact of COVID-19 on digital communication patterns,” Humanit Soc Sci Commun, vol. 9, no. 1, Dec. 2022, doi: 10.1057/s41599-022-01190-9.

M. Laurimäe, T. Paas, and A. Paulus, “The effect of COVID-19 and the wage compensation measure on income-related gender disparities,” Baltic Journal of Economics, vol. 22, no. 2, pp. 146–166, Jul. 2022, doi: 10.1080/1406099X.2022.2149976.

C. Walters, A. Bam, and P. Tumubweinee, “The precarity of women’s academic work and careers during the COVID-19 pandemic: A South African case study,” S Afr J Sci, vol. 18, no. 5–6, 2022, doi: 10.17159/sajs.2022/13176.

V. J. García-Morales, A. Garrido-Moreno, and R. Martín-Rojas, “The Transformation of Higher Education After the COVID Disruption: Emerging Challenges in an Online Learning Scenario,” Frontiers in Psychology, vol. 12. Frontiers Media S.A., Feb. 11, 2021. doi: 10.3389/fpsyg.2021.616059.

R. Yunita and R. Fardela, “MODEL PENILAIAN KINERJA DOSEN MENGGUNAKAN ESTIMASI BAYESIAN,” Jurnal Ipteks Terapan, vol. 13, no. 2, p. 110, Dec. 2019, doi: 10.22216/jit.2019.v13i2.2933.

P. Solana-González, A. A. Vanti, M. M. García Lorenzo, and R. E. Bello Pérez, “Data mining to assess organizational transparency across technology processes: An approach from it governance and knowledge management,” Sustainability (Switzerland), vol. 13, no. 18, Sep. 2021, doi: 10.3390/su131810130.

E. S. Mkoba and C. Marnewick, “A CONCEPTUAL INFORMATION TECHNOLOGY PROJECT MANAGEMENT ASSURANCE FRAMEWORK,” 2018.

G. Budiarto, F. Yulianda, and N. Zulbainarni, “Strategi Sinkronisasi Implementasi Sistem Penjaminan Mutu Internal (SPMI) Dengan ISO 9001 Program Sarjana IPB,” Jurnal Aplikasi Bisnis dan Manajemen, May 2018, doi: 10.17358/jabm.4.2.202.

P. Wiwiet, Z. Ali, and F. Mira, “KORELASI ISO 21001 DAN SISTEM PENJAMINAN MUTU PENDIDIKAN TINGGI,” in The 1st LP3I National Conference of Vocational Business and Technology(LICOVBITECH) 2022, 2022, pp. 133–151.

F. Faradillah, M. Fadhiel Alie, and L. Desitama Anggraini, “A Conceptual Hybrid Approach in Evaluating IT,” Governance Maturiy Level. JURNAL AKSI (Akuntansi dan Sistem Informasi), vol. 6, no. 2, pp. 112–118, 2021, [Online]. Available: http://aksi.pnm.ac.id

W. Gunawan, E. P. Kalensun, A. N. Fajar, and Sfenrianto, “Applying COBIT 5 in Higher Education,” in IOP Conference Series: Materials Science and Engineering, Oct. 2018, vol. 420, no. 1. doi: 10.1088/1757-899X/420/1/012108.

A. P. Haster and K. D. Hartomo, “Analisis Tingkat Kematangan Smart City Kabupaten Lombok Utara Menggunakan COBIT 2019,” JURNAL MEDIA INFORMATIKA BUDIDARMA, vol. 6, no. 3, p. 1459, Jul. 2022, doi: 10.30865/mib.v6i3.4344.

S. Fuada, “Incident management of information technology in the indonesia higher education based on COBIT framework: A review,” EAI Endorsed Transactions on Energy Web, vol. 19, no. 22, 2019, doi: 10.4108/eai.13-7-2018.156387.

A. E. Asmah, “Towards The Development of a Cobit 5-Driven IT Audit Framework,” University of Cape Town, 2019. [Online]. Available: https://open.uct.ac.za/handle/11427/31541

R. M. Tawafak, A. Romli, S. I. Malik, and M. Shakir, “IT Governance Impact on Academic Performance Development,” International Journal of Emerging Technologies in Learning, vol. 15, no. 18, pp. 73–85, 2020, doi: 10.3991/ijet.v15i18.15367.

heru pratama, “Audit Keamanan Sistem Informasi Pada Kantor Samsat Di Kota Krui Menggunakan Cobit 5,” vol. 2015, no. Sentika, 2018, doi: 10.31219/osf.io/pkrej.

J. F. Andry, “Audit Sistem Informasi Sumber Daya Manusia Pada Training Center Di Jakarta Menggunakan Framwork Cobit 4.1,” Jurnal Ilmiah FIFO, vol. 8, no. 1, p. 42, 2016, doi: 10.22441/fifo.v8i1.1299.

V. Ďuriš, R. Bartková, and A. Tirpáková, “Principal component analysis and factor analysis for an atanassov if data set,” Mathematics, vol. 9, no. 17, Sep. 2021, doi: 10.3390/math9172067.

D. L. Anne-Leen et al., “Principal component analysis of texture features derived from FDG PET images of melanoma lesions,” EJNMMI Phys, vol. 9, no. 1, Dec. 2022, doi: 10.1186/s40658-022-00491-x.

E. Elhaik, “Principal Component Analyses (PCA)-based findings in population genetic studies are highly biased and must be reevaluated,” Sci Rep, vol. 12, no. 1, Dec. 2022, doi: 10.1038/s41598-022-14395-4.

A. S. Ritonga and I. Muhandhis, “TEKNIK DATA MINING UNTUK MENGKLASIFIKASIKAN DATA ULASAN DESTINASI WISATA MENGGUNAKAN REDUKSI DATA PRINCIPAL COMPONENT ANALYSIS (PCA).”

st Adisti Wulanditya and D. Kristina Silalahi, “Proyeksi Kecepatan Angin Dan Probabilitas Terjadinya Intermitensi Di Grid 3 Nusa, Pulau Nusa Penida Menggunakan Metode Principal Component Analysis.”

R. M. Mbona and K. Yusheng, “Financial statement analysis: Principal component analysis (PCA) approach case study on China telecoms industry,” Asian Journal of Accounting Research, vol. 4, no. 2, pp. 233–245, Oct. 2019, doi: 10.1108/AJAR-05-2019-0037.

M. A. Yudha, I. Surjandari, and Zulkarnain, “Feature Extraction o Condition Monitoring Data on Heavy Equipment’s Component Using Principal Component Analysis (PCA),” in IOP Conference Series: Materials Science and Engineering, Sep. 2019, vol. 598, no. 1. doi: 10.1088/1757-899X/598/1/012088.

G. Rahayu, “Principal Component Analysis untuk Dimensi Reduksi Data Clustering Sebagai Pemetaan Persentase Sertifikasi Guru di Indonesia.”

F. Faradillah, E. Ermatita, and D. P. Rini, “Advances in Intelligent Systems Research,” 2020.

B. E. Engelhardt and M. Stephens, “Analysis of population structure: A unifying framework and novel methods based on sparse factor analysis,” PLoS Genet, vol. 6, no. 9, Sep. 2010, doi: 10.1371/journal.pgen.1001117.

A. Mutiara, Prihandoko, E. Prasetyo, and C. Widya, “Analyzing cobit 5 it audit framework implementation using ahp methodology,” International Journal on Informatics Visualization, vol. 1, no. 2, pp. 33–39, 2017, doi: 10.30630/joiv.1.2.18.

Bila bermanfaat silahkan share artikel ini

Berikan Komentar Anda terhadap artikel Simulasi Pengukuran Mutu Perguruan Tinggi: Principal Component Analysis (PCA) pada Model Integrasi BANPT - COBIT

Refbacks

  • There are currently no refbacks.


Copyright (c) 2023 JURNAL MEDIA INFORMATIKA BUDIDARMA

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.


JURNAL MEDIA INFORMATIKA BUDIDARMA
STMIK Budi Darma
Secretariat: Sisingamangaraja No. 338 Telp 061-7875998
Email: mib.stmikbd@gmail.com

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.