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Journal of Data Mining and Information Systems
Published by Yayasan Pendidikan Penelitian Pengabdian Algero
ISSN : 29865271     EISSN : 29863473     DOI : https://doi.org/10.54259/jdmis
Core Subject : Science,
Computer Science & IT
Journal of Data Mining and Information Systems (JDMIS) is intended as a medium for scientific studies of research results, thoughts, and critical-analytic studies regarding research in the field of computer science and technology, including Information Technology, Informatics Management, Data Mining, and Information Systems. It is part of the spirit of disseminating knowledge resulting from research and thoughts for the service of the wider community. In addition, it serves as a reference source for academics in Computer Science and Information Technology. JDMIS publishes papers regularly two times a year, namely in February and August. All publications in JDMIS are open, allowing articles to be freely available online without a subscription.
Arjuna Subject : Ilmu Komputer (semua kategori) - Sistem Informasi
Articles 38 Documents
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Tinjauan Terhadap Implementasi Enterprise Architecture: Analisis Perbandingan Studi Kasus Industri Kesehatan Chandra, Carissa; Young, Jian; Salim, Jodie; Onggie, Karen; Kimberly; Andriano, Vinson
JDMIS: Journal of Data Mining and Information Systems Vol. 1 No. 2 (2023): August 2023
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v1i2.1865

Abstract

This paper discusses the review of the implementation of EA (Enterprise Architecture) in the healthcare industry through a comparative analysis of case studies using two frameworks namely TOGAF ADM and Zachman. The purpose of writing this paper is to identify the strengths and weaknesses of the implementation of each case study, as well as provide an understanding of the use of frameworks in the health industry. The type of analysis in this paper is a qualitative analysis using five papers containing case studies from different health companies which implement the ADM and Zachman TOGAF framework. The results of the analysis show that the two frameworks have different approaches in dealing with certain challenges and needs of the healthcare industry. In addition, there is the use of a matrix, namely the TOGAF framework which aims to provide an overview of the relationships and dependencies between the elements of the two frameworks. After doing the analysis and matrix, it can be concluded that the two frameworks are able to influence EA in the health industry. Thus, making it easier for companies to plan, design, manage, and implement enterprise architecture in an effective and efficient manner.
Prediksi Data Produksi Menggunakan Regresi Linear Sederhana Napitupulu, Segar; Siagian, Novriadi Antonius
JDMIS: Journal of Data Mining and Information Systems Vol. 1 No. 2 (2023): August 2023
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v1i2.1956

Abstract

PT. XYZ is a company engaged in the cold forging of automotive metal parts specialists. Companies must meet distribution needs and are required to make the right decisions in determining production strategies. To do this, companies need quite a lot of information sources to be analyzed further. Which, companies also face difficulties in obtaining strategic information such as sales levels per period or best-selling products. The analytical method uses simple linear regression in the prediction system because simple linear regression analysis can predict time series. The results of the analysis on the Collar 17x10.5x11 product were obtained from predictions from January to December 2020 with an error rate of 3.78%. The Nut AM M12x14x12 product obtained prediction results from January to December 2020 with a rate of 12.53%. The Collst product 23.6x16.3x3 obtained prediction results from January to December 2020 with a rate of 5.43%. For Nipple products from January to December 2020 with a rate of 12.14%
Penerapan Information Technology Infrastructure Library di Perusahaan Persero Chandra, Carissa; Chai, Christopher Alexander; Simwim, Gilbert Januar; Maulana, Ade
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 1 (2024): February 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i1.1597

Abstract

Along with the times, many companies implement IT governance to create effectiveness and efficiency that can grow the company to become faster and bigger. The purpose of this paperwork is to find out the weaknesses and strengths regarding the implementation of IT governance, as well as lessons learned from PT Pos Indonesia Balikpapan City, PT Telkomsel, and PT PLN. The use of methods and data collection in making paperwork is through qualitative analysis and library research. From the research results, it can be stated that service quality is an important thing in these state-owned companies because it can affect customer satisfaction and requires the Information Technology Infrastructure Library version 3.0 (ITILv3) framework in evaluating or managing IT services effectively and efficiently.
Implementasi Service Strategy ITIL V3 Pada Sektor Perbankan di Indonesia Salim, Jodie; Onggie, Karen; Garcia, Kelvin
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 1 (2024): February 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i1.1599

Abstract

Companies that develops in technology are that operates in the banking sector. The banking companies used to compare the service strategy are Bank Bapas 69, Bank XYZ, and Bank Mandiri Taspen. The research was carried out by using data collection methods based on literature studies and analyzing them based on ITIL guidelines regarding service strategy. Bank Bapas has used the ITIL V3 framework with a service strategy domain, while XYZ Bank has conducted an evaluation using the ITIL V3 framework with service transition and service operation domain, and Bank Mandiri has used stages in service strategy, namely IT service portfolio, in its development. The results at Bank Bapas reveal that the services used are good and only need periodic maintenance, while at Bank XYZ it shows that IT has been implemented properly and refers to clear and actual procedures, while at Bank Mandiri the output obtained would result in a catalog IT service using service charter for the logistics. The results of the comparison between three journals prove that only a few differences are found, because in the use of service strategy, the majority output is the same in solving problems in the company.
Manajemen Layanan Teknologi Informasi pada Domain Service Operation di Perguruan Tinggi yang ada di Indonesia Albert, Brian; Tantono, Calvin; Chainatra, Derick; Halim, Marcello Stevin; Dickson, Nicholas
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 1 (2024): February 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i1.1613

Abstract

The use of information technology which is increasingly developing in increasing effectiveness, especially at tertiary institutions in Indonesia is very useful. In academics, the use of this technology helps tertiary institutions in dealing with a problem that is in it. But there are several factors to a problem in the use and management of information technology. This can be overcome by implementing an Information Technology Infrastructure Library Version 3 framework. Management is carried out in the service operation domain due to the high constrained focus on that domain. There are differences in each tertiary institution analyzed using this framework. Significant differences in each college with each research method used to create a descriptive. Assessment and recommendations are different techniques for each college in a result of the journal. There is a discovery in determining the answer at each stage of higher education research. The results obtained at each tertiary institution are different for each indicator or process in the service operation.
Perencanaan Enterprise Architecture Sistem Informasi pada Akademik: Studi Literatur Phan, Nando; Kristianto, Aditya; Kendrico, Jovin; Alexander, Winar Joko
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 2 (2024): August 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i2.1877

Abstract

The progress of time and rapid technological advancements have driven higher education institutions and other educational organizations to adopt Enterprise Architecture (EA) as a strategic approach to planning and managing their information systems. EA planning begins with an in-depth analysis of the academic literature study environment, including a deep understanding of the needs and challenges faced. Subsequently, business requirement mapping is conducted to identify the strategic goals and objectives that the information system must achieve. Structured approaches like TOGAF (The Open Group Architecture Framework) are often used as a guide in EA planning to ensure consistency and sustainability of the information system. Additionally, it is important to note that EA planning does not solely focus on technical aspects but also involves organizational, human, and process aspects. This includes mapping roles and responsibilities in information system management, developing the skills and capabilities of human resources, and designing effective business processes. By adopting Enterprise Architecture planning for academic literature studies, educational institutions can optimize the use of information technology to enhance efficiency, productivity, and quality in the learning and research processes. EA also enables better integration between existing information systems and future systems, allowing institutions to be better prepared for future challenges.
Penerapan Enterprise Architecture untuk Integrasi Sistem Informasi Pendidikan: Studi Literatur Angeline; Loren, Friska; Angelo, Jacky; Tania, Sully
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 1 (2024): February 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i1.1879

Abstract

Education is one of the fields that plays a significant role in the development of individuals and society. In some educational institutions, there are still issues, such as challenges in managing student data, lack of educator performance, and others. Therefore, the implementation of information technology has a profound impact on improving the management of university and school systems. Each educational institution should have standards to enhance business agreements and strategies. Enterprise Architecture can be utilized by schools and universities to facilitate the student admission process through the implementation of various systems. The results of the journal evaluation show that the majority of research studies use TOGAF (The Open Group Architecture Framework) as a framework to generate an Enterprise Architecture blueprint that can be utilized for integrating information systems, thus demonstrating that the implementation of enterprise architecture can influence the improvement of business process efficiency in the education sector. Additionally, there are differences in frameworks among previous studies, such as the utilization of Enterprise Architecture Planning and Federal Enterprise Architecture Framework. Each research journal also presents certain strengths and weaknesses, such as the ineffectiveness of including required cost estimates, among others.
Tinjauan Terhadap Kerangka Kerja Enterprise Architecture: Analisis Perbandingan Studi Kasus di Perguruan Tinggi Albert, Brian; Tantono, Calvin; Chainatra, Derick; Tanoto, Jackie; Halim, Marcello Stevin; Maulana, Ade
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 2 (2024): August 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i2.1896

Abstract

Pada setiap arsitektur perusahaan terdapat kerangka kerja yang dapat dijadikan acuan dalam menjadikan aktivitas dalam merancang dan mengembangkan arsitektur perusahaan tersebut. Banyaknya kerangka kerja yang dapat dijadikan panduan dalam melakukan aktivitas tersebut menyebabkan perbedaan dalam mengaplikasikan aktivitas kerangka kerja yang sama. Aktivitias yang akan dilakukan pada penelitian ini akan dilakukan dengan tahapan studi literatur dan perbandingan terhadap setiap tahapan atau aktivitas yang ada pada kerangka kerja TOGAF ADM. TOGAF ADM merupakan salah satu kerangka kerja arsitektur perusahaan yang terdiri dari sembilan tahapan didalamnya. Aktivitas tersebut biasanya terdapat empat tingkat seperti bisnis, data, aplikasi, dan teknologi. Hasil dari perbandingan setiap tahapan atau aktivitas kerangka kerja TOGAF ADM, didapatkan suatu aktivitas inti yang harus dilakukan untuk mencapai kerangka kerja yang efektif. Dengan dilakukannya keempat tahapan itu, maka struktur dari arsitektur perusahaan sudah terbentuk dengan jelas dan rinci. Meskipun beberapa aktivitas tidak dilakukan atau dilaksanakan, tujuan dari arsitek perusahaan tersebut sudah dapat terstruktur dengan baik.
Perbandingan Perencanaan Enterprise Manufaktur pada Berbagai Perusahaan Manufaktur Erick; Pannata, Daniel; Tanaka, Kelvin; Luckianto, Jefferson
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 2 (2024): August 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i2.1897

Abstract

Penelitian ini bertujuan untuk melakukan perbandingan perencanaan Enterprise Manufaktur (Manufacturing Enterprise Planning) yang diterapkan pada berbagai perusahaan manufaktur. Perencanaan Enterprise Manufaktur adalah suatu pendekatan terintegrasi dalam perencanaan, pengendalian, dan manajemen sumber daya produksi yang bertujuan untuk meningkatkan efisiensi dan efektivitas produksi dalam industri manufaktur. Dalam lingkup yang semakin kompetitif dan beragam, keberhasilan perusahaan manufaktur sangat ditentukan oleh kemampuannya untuk mengelola dan mengoptimalkan seluruh rantai nilai produksi mereka. Oleh karena itu, penelitian ini menganalisis metode dan teknik perencanaan yang digunakan oleh beberapa perusahaan manufaktur dengan fokus pada perencanaan kapasitas, perencanaan produksi, peramalan permintaan, dan manajemen persediaan. Data dikumpulkan melalui wawancara mendalam, survei, dan analisis dokumentasi untuk mendapatkan gambaran menyeluruh tentang proses perencanaan yang diimplementasikan oleh masing-masing perusahaan. Selain itu, penelitian ini juga mengidentifikasi tantangan dan hambatan yang dihadapi oleh perusahaan manufaktur dalam mengadopsi dan mengintegrasikan sistem perencanaan enterprise. Hasil penelitian menunjukkan perbedaan signifikan dalam pendekatan perencanaan yang digunakan oleh perusahaan manufaktur yang berbeda, serta pengaruhnya terhadap efisiensi operasional dan kepuasan pelanggan. Berdasarkan temuan ini, penelitian memberikan rekomendasi dan best practice bagi perusahaan manufaktur untuk meningkatkan efektivitas perencanaan mereka dan menghadapi tantangan di masa depan. Secara keseluruhan, penelitian ini berkontribusi pada pemahaman yang lebih baik tentang strategi perencanaan enterprise yang berbeda dan implikasinya bagi kinerja perusahaan manufaktur secara keseluruhan.
Kajian Literatur terhadap Audit Sistem Informasi pada Perusahaan Perbankan Angelo, Jacky; Tania, Sully; Loren, Friska; Angeline
JDMIS: Journal of Data Mining and Information Systems Vol. 2 No. 2 (2024): August 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v2i2.2216

Abstract

Pada era teknologi informasi yang berkembang cukup pesat saat ini, berbagai perusahaan seperti perbankan sering berpegang dan mengimplementasikan teknologi informasi dalam menunjang kegiatan operasional suatu perusahaan. Perusahaan-perusahaan perbankan membutuhkan audit sistem informasi untuk menjaga integrasi dan kerahasiaan informasi nasabahnya. Metode Penelitian yang digunakan adalah studi literatur yang bertujuan untuk mengidentifikasi audit dilakukan pada penelitian-penelitian terdahulu dengan memanfaatkan kerangka kerja COBIT dan ISO dalam mendukung proses audit itu sendiri. Dalam proses audit, model kematangan digunakan sebagai pengukur tingkat kematangan penerapan teknologi informasi pada suatu perusahaan. Tujuan dilakukannya studi literatur adalah untuk mengetahui bagaimana sebuah proses audit dilakukan dalam perusahaan perbankan, dampak dari penerapan kerangka teknologi informasi, serta kerangka kerja yang dapat dimanfaatkan dalam proses audit. Penelitian ini menganalisis pentingnya audit teknologi informasi dalam menjaga keamanan data nasabah dan meningkatkan efektivitas serta efisiensi proses bisnis perusahaan perbankan yang akan menghasilkan sebuah rekomendasi, dengan harapan dapat menjadi pedoman bagi perusahaan perbankan dalam mengoptimalkan kualitas audit teknologi informasi serta membantu perkembangan perusahaan.

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