Pengukuran Kesiapan Transformasi Digital Smart City Menggunakan Aplikasi Rapid Miner

Donna Pascalina; Raymondhus  Widhiastono; Christina  Juliane

doi:10.33050/tmj.v7i3.1914

Penulis

Donna Pascalina STIMIK LIKMI
Raymondhus Widhiastono STIMIK LIKMI
Christina Juliane STIMIK LIKMI

DOI:

https://doi.org/10.33050/tmj.v7i3.1914

Abstrak

Transformasi digital perubahan organisasi menjadi lebih efektif dan efisien di sebuah kota, Transformasi digital di kota belum dikatakan siap, untuk mengetahui kesiapan perubahan perlu dilakukan pengukuran kesiapan pada Transformasi Digital Smart City dengan menggunakan data kuantitatif dari Sumber Daya Manusia pada pengukuran kesiapan dilakukan secara langsung melalui survei kepada semua OPD Kota Semarang. Peneliti menggunakan Data Mining dan Algoritma Decision Tree C4.5 untuk memeriksa data, Penelitian menggunakan RapidMiner. Hasil dari penelitian ini tingkat akurasi sebesar 82,05% dari 36 instansi OPD dengan 2 rule yaitu siap dan tidak siap di kota Semarang dinyatakan tidak siap dengan 3 parameter enabler yaitu Pemahaman terhadap Transformasi, Transformasi Budaya, Kompetensi dan Pengetahuan Dasar.

Referensi

G. Maulani, A. H. Arribathi, U. Rahardja, M. Hardini, and N. P. L. Santoso, “Information Media In Video Tourism, Art and Historic Building In Tangerang City-Indonesia,” Solid State Technology, pp. 4550–4566, 2020.

K. Nam, C. S. Dutt, P. Chathoth, and M. S. Khan, “Blockchain technology for smart city and smart tourism: latest trends and challenges,” Asia Pacific Journal of Tourism Research, vol. 26, no. 4, pp. 454–468, Apr. 2021, doi: 10.1080/10941665.2019.1585376.

S. H. Supangkat, A. A. Arman, R. A. Nugraha, and Y. A. Fatimah, “The implementation of Garuda Smart City framework for Smart City readiness mapping in Indonesia,” Journal of Asia-Pacific Studies, vol. 32, no. 4, pp. 169–176, 2018.

D. Jonas, I. A. Supriyono, and H. Junianto, “Perancangan Sistem Pencegahan Pencurian Kendaraan Bermotor Berbasis ESP32 pada PT. Suwarna Dwipa Maju,” Technomedia Journal, vol. 7, no. 2 October, pp. 216–230, 2022.

K. Khasanah, “The Effect of Lecturer Professionalism and Teaching Motivation on Lecturers Strengthening the Nation’s Competitiveness (Survey on XYZ College Lecturers in Central Jakarta City),” ADI Journal on Recent Innovation (AJRI), vol. 2, no. 1 Sept, pp. 243–249, 2020.

J. R. Luih, C. A. Haryani, and A. E. Widjaja, “Penerapan Teknologi Qr Code Berbasis Web pada Sistem Manajemen Inventaris di Gudang PT XYZ,” Technomedia Journal, vol. 7, no. 2 October, pp. 202–215, 2022.

L. Sunarya, B. Abdurachman, and P. R. Ningsih, “Video Profile Balai Latihan Kerja Pada Dinas Ketenagakerjaan Kota Tangerang,” Technomedia Journal, vol. 5, no. 2, pp. 206–219, 2021.

R. A. Suherdi, R. Taufiq, Y. Yanuardi, and A. A. Permana, “Penerapan metode ahp dalam sistem pendukung keputusan kenaikan pangkat pegawai di badan kepegawaian dan pengembagan sumber daya manusia kota tangerang,” 2018.

N. Nawindah and L. Fajarita, “Peningkatan Sumber Daya Manusia Melalui Pembuatan Blog Bagi Siswa Pusat Kegiatan Belajar Masyarakat,” ADI Pengabdian Kepada Masyarakat, vol. 1, no. 1, pp. 87–90, 2020.

A. A. Nugraha and U. Budiyanto, “Adaptive E-Learning System Berbasis Vark Learning Style dengan Klasifikasi Materi Pembelajaran Menggunakan K-NN (K-Nearest Neighbor),” Technomedia Journal, vol. 7, no. 2 October, pp. 248–261, 2022.

A. Williams, C. S. Bangun, and Y. Shino, “The Urgency of Digital Literacy in Indonesia on COVID-19 pandemic,” Startupreneur Bisnis Digital (SABDA Journal), vol. 1, no. 2, pp. 183–190, 2022.

I. G. Salimyanova et al., “Economy digitalization: Information impact on market entities,” Journal of Environmental Treatment Techniques, vol. 7, no. 4, pp. 654–658, 2019.

Q. Aini, S. Riza Bob, N. P. L. Santoso, A. Faturahman, and U. Rahardja, “Digitalization of Smart Student Assessment Quality in Era 4.0,” International Journal of Advanced Trends in Computer Science and Engineering, vol. 9, no. 1.2, pp. 257–265, Apr. 2020, doi: 10.30534/ijatcse/2020/3891.22020.

U. Rahardja, “Social Media Analysis as a Marketing Strategy in Online Marketing Business,” Startupreneur Bisnis Digital (SABDA Journal), vol. 1, no. 2, pp. 176–182, 2022.

A. Muliawan, T. Badriyah, and I. Syarif, “Membangun Sistem Rekomendasi Hotel dengan Content Based Filtering Menggunakan K-Nearest Neighbor dan Haversine Formula,” Technomedia Journal, vol. 7, no. 2 October, pp. 231–247, 2022.

D. P. Lazirkha, J. Hom, and V. Melinda, “Quality Analysis Of Digital Business Services In Improving Customer Satisfaction,” Startupreneur Bisnis Digital (SABDA Journal), vol. 1, no. 2, pp. 156–166, 2022.

L. A. Rachman and H. Hasbullah, “Rancang Bangun Fearless (Fire Supression and Smart Alert System) pada Kebocoran Gas,” Technomedia Journal, vol. 7, no. 2, pp. 262–279, 2022.

H. S. Hopipah and R. Mayasari, “Optimasi Backward Elimination untuk Klasifikasi Kepuasan Pelanggan Menggunakan Algoritme k-nearest neighbor (k-NN) and Naive Bayes,” Technomedia Journal, vol. 6, no. 1, pp. 99–110, 2021.

A. Ardiyansyah, P. A. Rahayuningsih, and R. Maulana, “Analisis Perbandingan Algoritma Klasifikasi Data Mining Untuk Dataset Blogger Dengan Rapid Miner,” Jurnal Khatulistiwa Informatika, vol. 6, no. 1, 2018.

S. Amri, “Perbandingan Kerangka Model Klasifikasi untuk Pemilihan Metode Kontrasepsi dengan Pendekatan CRIPS-DM,” Information Science and Library, vol. 1, no. 1, pp. 14–23, 2020.

V. Plotnikova, M. Dumas, and F. Milani, “Adaptations of data mining methodologies: a systematic literature review,” PeerJ Comput Sci, vol. 6, p. e267, May 2020, doi: 10.7717/peerj-cs.267.

I. Amsyar, E. Christopher, A. Dithi, A. N. Khan, and S. Maulana, “The Challenge of Cryptocurrency in the Era of the Digital Revolution: A Review of Systematic Literature,” Aptisi Transactions on Technopreneurship (ATT), vol. 2, no. 2, pp. 153–159, 2020.

S. N. Abdulwahid, “Development of an efficient mechanism for rapid protocols using NS-2 simulator,” Aptikom Journal on Computer Science and Information Technologies, vol. 3, no. 1, pp. 13–20, 2018.

F. Ruan, L. Hou, T. Zhang, and H. Li, “A modified backward elimination approach for the rapid classification of Chinese ceramics using laser-induced breakdown spectroscopy and chemometrics,” J Anal At Spectrom, vol. 35, no. 3, pp. 518–525, 2020.

M. Faid, M. Jasri, and T. Rahmawati, “Perbandingan Kinerja Tool Data Mining Weka dan Rapidminer Dalam Algoritma Klasifikasi. Teknika, 8 (1), 11–16.” 2019.

T. Ayuninggati, N. Lutfiani, and S. Millah, “CRM-Based E-Business Design (Customer Relationship Management) Case Study: Shoe Washing Service Company S-Neat-Kers,” International Journal of Cyber and IT Service Management, vol. 1, no. 2, pp. 216–225, 2021.

H. Nusantoro, P. A. Sunarya, N. P. L. Santoso, and S. Maulana, “Generation Smart Education Learning Process of Blockchain-Based in Universities,” Blockchain Frontier Technology, vol. 1, no. 01, pp. 21–34, 2021.

M. R. Anwar, M. Yusup, S. Millah, and S. Purnama, “The Role of Business Incubators in Developing Local Digital Startups in Indonesia,” Startupreneur Bisnis Digital, vol. 1, no. 1 April, pp. 1–10, 2022.