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Bank Soundness Level Prediction: ANFIS vs Deep Learning Maharani, Satia Nur; Sugeng, Bambang; Makaryanawati, Makaryanawati; Ali, Mohammad Mahbubi
Journal of Applied Data Sciences Vol 4, No 3: SEPTEMBER 2023
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v4i3.116

Abstract

The systemic nature of the risk of bankruptcy of financial institutions has become an important issue in maintaining the existence and stability of domestic and global finance. The use of statistics for bankruptcy prediction so far provides optimal benefits. However, this approach has limitations, especially since the model is built based on systematic relationships, so the linearity and normality aspects are often weaknesses. This can be overcome very efficiently through linear and non-linear patterns built by artificial intelligence models. One of the most popular of these techniques is the Artificial Neural Network (ANN). Many studies show that ANN and fuzzy set theory is more accurate, adaptive, and strong in predicting compared to statistical models. One technique to integrate ANN with fuzzy logic systems is through the Adaptive-Network-Based Fuzzy Inference System (ANFIS). ANFIS is an adaptive network that is functionally equivalent to fuzzy inference and has the advantages of ANN and fuzzy logic. One of the important features of ANFIS is its acclimatization capability where the membership function parameters can adapt and change in the learning procedure. Utilizing the ANN model and fuzzy logic for bankruptcy prediction is still very limited in Indonesia. Therefore, this study aims to construct a financial institution bankruptcy prediction model that is much more accurate, operational quickly, and effective through ANFIS as a hybrid of fuzzy logic and ANN. The results showed that ANFIS can be used to predict the bankruptcy of financial institutions with the best MAPE 0.140335507.
Socio-Ecological Responsibility Using Triple Bottom Line Method Perspective of Mamayu Hayuning Bawana Jayana, Nur Kholis Perwita; Maharani, Satia Nur; Sudarto, Triadi Agung
Journal of Applied Business, Taxation and Economics Research Vol. 3 No. 3 (2024): February 2024
Publisher : PT. EQUATOR SINAR AKADEMIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54408/jabter.v3i3.269

Abstract

This research explores the application of the Triple Bottom Line (TBL) concept and Socio-Ecological Responsibility from the perspective of Mamayu Hayuning Bawana (MHB) at Unisma Islamic Hospital Malang. Facing the complex challenges of life, especially in the healthcare sector, companies need to consider social, economic, and environmental aspects in a balanced manner. Unisma Islamic Hospital Malang demonstrates a commitment to TBL with a focus on Profit, People, and Planet. This is reflected in efficient financial management, improved access to healthcare services, proper medical waste management, and the adoption of green technology. The Mamayu Hayuning Bawana concept is also applied, emphasizing harmony between humans, nature, and the divine. The implementation of TBL and Mamayu Hayuning Bawana aims to create a balance between economic needs, social welfare, and environmental sustainability. The Islamic Hospital of the University of Islam Malang (RSI Unisma) has successfully achieved harmony between economic growth, social concern, and environmental preservation, replacing competition with harmonious synergy. This research contributes to understanding sustainability practices in the healthcare sector and encourages other companies to adopt TBL for socio-ecological sustainability. Future studies can focus on other industries, develop more comprehensive impact measurement methods, and involve the community in decision-making processes.
Determinants of Entrepreneurial Education on Entrepreneurial Intention with Entrepreneurial Mindset as a Moderating Variable on Vocational Students Juwairia, Juwairia; Wardana, Ludi Wishnu; Maharani, Satia Nur
Journal of Applied Business, Taxation and Economics Research Vol. 3 No. 4 (2024): April 2024
Publisher : PT. EQUATOR SINAR AKADEMIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54408/jabter.v3i4.274

Abstract

With unemployment still high, there have been efforts to develop official and unofficial education to improve the skills of productive human resources. One of the ways used is through Entrepreneurship Education, with the hope that students have the skills to become entrepreneurs and can create jobs for themselves. This research uses a quantitative approach with Partial Least Squares structural equation modeling (PLS-SEM) to predict and confirm the given hypothesis. This research uses Google Forms for data collection on State Vocational School students in Ogan Ilir. Respondents in this study were 360 respondents who were used as research objects. The results showed that Entrepreneurship Education cannot explain Entrepreneurial Intention. However, the Entrepreneurship Education variable can explain the Entrepreneurial Mindset. Furthermore, Entrepreneurship Education will provide more influence on Entrepreneurial Intention, if strengthened by Entrepreneurial Mindset as a mediator variable.
Implementasi Literasi Keuangan Dalam Meningkatkan Kinerja Usaha Kecil Kopi Aren Bandung Jawa Barat Amelia Sugangga; Puji Handayati; Satia Nur Maharani
AKUNTANSI 45 Vol. 5 No. 1 (2024): Jurnal Ilmiah Akuntansi
Publisher : Fakultas Ekonomi Program Studi Akuntansi Universitas 45 Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30640/akuntansi45.v5i1.2392

Abstract

The owner of this Kopi Aren small business located in Bandung, in the application of financial literacy is more assisted by the Digitalization system or can be called financial technology, according to the explanation from the owner that this system is very helpful for performance, especially finance in the operation of daily operational activities. Digitalization is already a very important thing to use in its business. The purpose of this study is to determine the extent of the use of financial literacy in small businesses in Palm Coffee carried out by the owner. The research used is using the Qualitative method which is carried out by means of interviews and field observations in the application before and after financial literacy is applied. The results obtained from applying the concept of financial literacy turned out to be enough to improve their business, so that finances were more structured and clearer. Here it can be seen that the implementation for financial literacy is very useful for the progress of this small business business venture and can be applied to other small business businesses.
Pelatihan Akuntansi dan Pengelolaan Keuangan untuk Komunitas Ekonomi Kreatif Rahmawati, Setya Ayu; Maharani, Satia Nur; Islamiyati, Nur
Jurnal KARINOV Vol 7, No 3 (2024): September
Publisher : Institute for Research and Community Service (LP2M), Universitas Negeri Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17977/um045v7i3p161

Abstract

Kesadaran akan administrasi keuangan menjadi kelemahan bagi kebanyakan usaha kecil menengah kecil dan mikro. Hal ini menjadi penyebab kurang efektifnya pengambilan keputusan bisnis yang dilakukan oleh UMKM dikarenakan kurangnya dasar pertimbangan. Untuk itu diperlukan upaya peningkatan pengetahuan dan pemahaman atas pengelolaan keuangan bagi UMKM. Kegiatan ini ditujukan untuk meningkatkan pemahaman atas pelaporan akuntansi sederhana dalam pengelolaan keuangan usaha. Target kegiatan ini adalah UMKM di wilayah Kabupaten Malang yang memiliki potensi besar untuk berkembang seperti UMKM yang tegabung dalam komunitas ekonomi kreatif memiliki peranan besar dalam menggerakkan perekonomian Masyarakat khususnya di wilayah Desa Pagersari. Metode program pengabdian kepada masyarakat (PkM) yang dilakukan oleh tim Departemen Akuntansi FEB UM ini dilakukan dengan mekanisme persiapan, pelaksanaan dan evaluasi. Dalam implementasinya pelaksanaan dijalankan dalam mekanisme pemberian pelatihan kepada peserta. Hasil PkM ini menunjukkan bahwa setelah diberikannya pemahaman akan pentingnya pengelolaan keuangan serta tata cara pencatatan akuntansi, terjadi peningkatan kemampuan dan minat dari pelaku usaha untuk melakukan pengelolaan keuangan dengan baik dan harapan untuk dapat berkembang dengan informasi keuangan yang lengkap dan akurat. Kata kunci— Ekonomi Kreatif, Akuntansi, Pengelolaan Keuangan Abstract Awareness of financial administration is a weakness for most small, medium and micro businesses. This is the cause of ineffective business decision making by MSMEs due to a lack of basic considerations. For this reason, efforts are needed to increase knowledge and understanding of financial management for MSMEs. This activity is aimed at increasing understanding of simple accounting reporting in business financial management. The target of this activity is MSMEs in the Malang area which have great potential to develop, such as MSMEs that are part of the creative economy community which have a big role in driving the community's economy. One community that is quite active is the creative economy community supported by KNPI Malang. The community service program (PkM) method carried out by the FEB UM Accounting Department team is carried out using preparation, implementation and evaluation mechanisms. In its implementation, the implementation is carried out through a mechanism for providing training to participants. The results of this PkM show that after providing an understanding of the importance of financial management and procedures for accounting records, there has been an increase in the ability and interest of business actors to carry out financial management well and hope to be able to develop with complete and accurate financial information. Keywords— Creative Economy, Accounting, Financial Management
Peranan Financial Technology dan Literacy Keuangan Untuk Meningkatkan Kinerja Keuangan UMKM di Wilayah Malang Djoewita Djoewita; Puji Handayati; Satia Nur Maharani
AKUNTANSI 45 Vol. 5 No. 1 (2024): Jurnal Ilmiah Akuntansi
Publisher : Fakultas Ekonomi Program Studi Akuntansi Universitas 45 Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30640/akuntansi45.v5i1.2393

Abstract

The financial performance of key MSMEs is to be improved over time. Financial literacy is a determining factor to directly improve the use of financial technology and financial performance of MSMEs. Financial control moderates the effect of financial technology on financial performance, when MSMEs have strong financial control, optimal use of financial technology will further improve the financial performance of MSMEs. Financial institutions can also prioritise the development of financial literacy and education programmes to support MSME actors in achieving better financial outcomes.
MARKET REACTIONS TO DOMESTIC MARKET OBLIGATION (DMO) COAL PRICE POLICY CHANGES: EVIDENCE FROM INDONESIA Safitri, Titis Dyah; Maharani, Satia Nur; Narullia, Dwi
Jurnal Aplikasi Manajemen Vol. 19 No. 2 (2021)
Publisher : Universitas Brawijaya, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21776/ub.jam.2021.019.02.13

Abstract

The announcement of the Domestic Market Obligation (DMO) coal price policy becomes the signal for investment decision making. The event was an announcement related to the government that can affect shares in the capital market. The form of capital market efficiency knows how equal the information that investors can absorb and the signal that indicates investors' response, whether it is positive or negative. This research is a descriptive event study that uses twenty-one samples of coal mining subsector companies to determine capital market reactions to the Domestic Market Obligation (DMO) coal price policy announcement. During the observation period, there was a significant market reaction with a marked abnormal negative return. There is a leak of information before implementing policy, which makes the form of capital market efficiency is semi-strong form. Also, this is caused by the investor, which gets the difference of information degree based on the market efficiency hypothesis. The next research can use different event windows to increase the knowledge about the effect of the announcement of the Domestic Market Obligation (DMO) coal price policy towards market reaction.
MEMBANGUN GROWTH MINDSET MAHASISWA MELALUI SUSTAINABILITY MENTAL HEALTH Rahmawati, Setya Ayu; Maharani, Satia Nur; Lina, Hanifa Nada
Jurnal ABDI: Media Pengabdian Kepada Masyarakat Vol. 11 No. 1 (2025): JURNAL ABDI : Media Pengabdian Kepada masyarakat
Publisher : Universitas Negeri Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26740/abdi.v11i1.35839

Abstract

The mental health issues of adolescents have become a matter of concern, as during the transition period, adolescents undergo both biological and psychological changes. However, the understanding of the importance of maintaining mental health remains low, which results in a high prevalence of depression, mental health problems, and suicidal ideation among adolescents aged 15-24 years. Therefore, efforts are needed to increase adolescents' knowledge on how to maintain mental health through education. This program aims to build a growth mindset in adolescents by enhancing their understanding of mental health, so that they can better cope with mental health issues they may face. The target group for this program consists of university students and adolescents involved in the youth organization (karang taruna) of Pait Village. The program's mechanism includes preparation, presentation of materials and discussions, followed by evaluation. The implementation of this program was carried out through psychoeducation or outreach activities. The results showed that after psychoeducation on mental health, there was an increase in adolescents' understanding and interest in maintaining mental health.
DAMPAK FINANSIAL SERANGAN SIBER TERHADAP KINERJA KORPORASI: SCOPING REVIEW Gunibala, Zakir Yusuf; Maharani, Satia Nur; Pujiningsih, Sri
Jurnal Daya Saing Vol. 11 No. 2 (2025): Dinamika Manajemen, Ekonomi, dan Kebijakan Publik di Era Digital
Publisher : Komunitas Manajemen Kompetitif

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35446/dayasaing.v11i2.2245

Abstract

: Rapid digital development has improved the operational efficiency of companies, but also increased exposure to the risk of cyber-attacks that can have a financial impact. This study aims to map and analyze the literature addressing the financial impact of cyberattacks on companies across sectors through a scoping review approach. The review process was based on the framework of Arksey and O'Malley (2005), including five stages: identification of research questions, search for relevant literature, selection of articles, data mapping, and preparation and reporting of results. A total of 10 selected scientific articles were analyzed and grouped into four main themes: (1) financial impacts and costs and (2) financial market reactions to cyberattacks. The findings show that cyberattacks cause real financial losses, including reduced stock prices, recovery costs, and reputational damage. The impact varies depending on industry sector, security readiness level, and transparency of incident reporting. The study also found gaps in cost estimation methodologies and incident reporting limitations that make comparative assessments between studies difficult. Therefore, future research should develop a standardized cost estimation approach, expand the geographical context of the study, and examine the long-term impact of cyberattacks on the financial sustainability of companies.
Measuring Entrepreneurial Skills with Digital Literacy and Entrepreneurship Literacy as Mediators (A Study of Vocational High School Students in Blitar Regency) Suprianto, Agus; Cipto Wardoyo; Satia Nur Maharani
International Journal of Technology and Education Research Vol. 3 No. 03 (2025): July - September, International Journal of Technology and Education Research (
Publisher : International journal of technology and education research

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63922/ijeter.v3i03.2042

Abstract

This study aims to analyze the effect of entrepreneurship education on the entrepreneurial skills of vocational high school students, taking into account the role of digital literacy and entrepreneurship literacy as mediating variables. This study uses a quantitative approach with a survey method through hypothesis testing. The research sample involved 223 12th grade vocational high school students in Blitar Regency. Data analysis was conducted using the Structural Equation Modeling-Partial Least Square (SEM-PLS) method. The results of this study indicate that entrepreneurship education does not have a significant or negative effect on entrepreneurial skills. This occurs because the entrepreneurship education process applied to students is more theoretical, lacks practical application, and the material is not aligned with students' needs in the workplace. Meanwhile, entrepreneurship education can have a significant and positive impact on digital literacy and entrepreneurship literacy. These results indicate that entrepreneurship education can enhance students' skills in using digital technology. Entrepreneurship education serves as the foundation for digital knowledge and entrepreneurial understanding, enabling students to create businesses in the future. The implications of this study are highly useful for developing policies, business practices, and approaches that enhance the entrepreneurial skills of vocational high school students in Blitar Regency
Co-Authors Adim Firmansah Adim Firmansah Agusta Rakhmat Taufani Ahmad Munjin Nasih Ahmad Taufiq Ali, Mohammad Mahbubi Amelia Sugangga Andrianto, Ahmad Anisa Tus Saidah Annisa Firly Aprilia Putri Arfienda Miawa Tyassilva Aria Wibawa Arifudin Arifudin Arifudin Arini Arini Arini Arini Aripriharta - Bambang Sugeng Bayu Teguh Imani Bayu Teguh Imani Bellini Munezero Betty Wulansari Christine Desideria Jahi Cipto Wardoyo Dhika Maha Putri Djoewita Djoewita Dodik Juliardi Dwi Narullia Eka Ananta Sidharta Endang Sri Andayani Erif Nurhuda Etika Novitasari Fitriyah Fitriyah Fulgentius Danardana Murwani Gunibala, Zakir Gunibala, Zakir Yusuf Guntur Kusuma Wardana Hadi, Sholihul Harisuddin, Imam Hendra Susanto Heny Kusdiyanti, Heny Heru Wahyu Herwanto Imam Alfianto Islamiyati, Nur Jayana, Nur Kholis Perwita Juwairia, Juwairia Kusumaningrum, Irma Kartika Lina, Hanifa Nada Ludi Wishnu Wardana Maghfiroh Maghfiroh Makaryanawati Mokh Sholihul Hadi MOKH. SHLIHUL HADI Muhammad Afnan Habibi MUHAMMAD CAHYO BAGASKORO Muhiban Syabani Nafisah, A’isy Fiklil Nandang Mufti Nopfiana Lestari Nopfiana Lestari Novitasari, Etika PRIA EKA RESWANA Puji Handayati Qonita Ria Zulkha Ermayda Ridoni Fardeni Harahap RR. Ella Evrita Hestiandari Safitri, Titis Dyah SASMITA BAGUS SANG KESUMA ANANTA Septiani, Rizki Setya Ayu Rahmawati Sheila Febriani Putri Sholihul Hadi Siti Mariyah SITI MARIYAH Slamet Fauzan Sri Pujiningsih Subandi Subandi Sunaryono Syihhabudin Syihhabudin Syukriyah Syukriyah Tamara Fitri Andansari Triadi Agung Sudarto Turosida, Trianita Diana Vitmiasih, Vitmiasih Wahyu Mustika Rani Wening Patmi Rahayu Yazid, Muhammad Zahidah Ismah Nabilah Zainul Abidini