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All Journal ISTORIA Historia: Jurnal Pendidik dan Peneliti Sejarah Journal of Education and Learning (EduLearn) AKSIOMA: Jurnal Program Studi Pendidikan Matematika COMPETITIVENESS JOURNAL CESS (Journal of Computer Engineering, System and Science) Jurnal Candrasangkala Pendidikan Sejarah JPG (Jurnal Pendidikan Geografi) Vidya Karya Media Penelitian Pendidikan : Jurnal Penelitian dalam Bidang Pendidikan dan Pengajaran Al-Jabar : Jurnal Pendidikan Matematika Al Ishlah Jurnal Pendidikan Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Yupa: Historical Studies Journal Pi: Mathematics Education Journal Desimal: Jurnal Matematika EKONOMIS : Journal of Economics and Business BAREKENG: Jurnal Ilmu Matematika dan Terapan Jurnal PIPSI: Jurnal Pendidikan Ilmu Pengetahuan Sosial Indonesia Journal of Socioeconomics and Development Jurnal Ulul Albab JTAM (Jurnal Teori dan Aplikasi Matematika) Ibtida'iy : Jurnal Prodi PGMI Pendekar : Jurnal Pendidikan Berkarakter Anterior Jurnal Jurnal Basicedu Ta`Limuna : Jurnal Pendidikan Islam Khazanah: Jurnal Studi Islam dan Humaniora JISIP: Jurnal Ilmu Sosial dan Pendidikan Satwika : Kajian Ilmu Budaya dan Perubahan Sosial JURNAL Al-AZHAR INDONESIA SERI SAINS DAN TEKNOLOGI Socius (Jurnal Pendidikan dan Pembelajaran Ilmu Pengetahuan Sosial) (Edisi Elektronik) Indonesian Journal of Education and Mathematical Science The Kalimantan Social Studies Journal The Innovation of Social Studies Journal Jurnal Computer Science and Information Technology (CoSciTech) INSERT: Information System and Emerging Technology Journal Jurnal Diferensial Euler : Jurnal Ilmiah Matematika, Sains dan Teknologi International Journal of Social Learning (IJSL) Jurnal Pendidikan dan Pembelajaran Indonesia (JPPI) Jurnal Iqtisaduna Jurnal Pengabdian Kepada Masyarakat (JPKM) Langit Biru Publikasi Berkala Pendidikan Ilmu Sosial Pedagogy : Jurnal Pendidikan Matematika Journal Of Human And Education (JAHE) Prabayaksa: Journal of History Education Jurnal Pengabdian Mandiri Jurnal Basicedu Reflection Journal Kreasi: Jurnal Inovasi dan Pengabdian Kepada Masyaraka Pi: Mathematics Education Journal International Journal of Educational Research Excellence (IJERE) Social Studies Conference Proceedings HISTORIA: Jurnal Program Studi Pendidikan Sejarah Aceh International Journal of Science and Technology Indonesian Research Journal on Education Jurnal Ilmiah Multidisiplin Amsir CORE: Journal of Communication Research ILTEK : Jurnal Teknologi JOURNAL OF SOCIAL DEVELOPMENT BATIK: Jurnal Pengembangan dan Pengabdian Masyarakat Multikultural Darma Diksani: Jurnal Pengabdian Ilmu Pendidikan, Sosial, dan Humaniora Prosiding Seminar Nasional Fakultas Tarbiyah dan Ilmu Keguruan UIAD Jurnal Medika: Medika NuCSJo : Nusantara Community Service Journal Jurnal Ilmiah Kesehatan Sandi Husada Advance Sustainable Science, Engineering and Technology (ASSET) Jurnal Cendekia Ilmiah Journal of Sharia Economy and Islamic Tourism Sasambo: Jurnal Abdimas (Journal of Community Service) International Conference On Social Science Education Proceeding Jurnal Kegiatan Pengabdian Mahasiswa (JKPM) Study of Scientific and Behavioral Management (SSBM) Media Pendidikan Matematika Indonesian Journal on Learning and Advanced Education (IJOLAE) Jurnal Penggerak Pendidikan dan Pembelajaran Jurnal Ilmiah Kesehatan Sandi Husada (JIKSH)
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ANALYZING SOCIAL MEDIA SENTIMENT TOWARD SPECIFIC COMMODITIES FOR FORECASTING PRICE MOVEMENTS IN COMMODITY MARKETS Mariono, Mariono; Syaharuddin, Syaharuddin; Ashraf, Sameer; Fadugba, Sunday Emmanuel
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 19 No 1 (2025): BAREKENG: Journal of Mathematics and Its Application
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol19iss1pp199-214

Abstract

This study adopts a systematic literature review to analyze social media sentiment towards specific commodities to enhance the accuracy of price movement forecasts in commodity markets. Drawing from the field of applied mathematics, the research gathered literature from Scopus, DOAJ, and Google Scholar databases, covering publications from 2014 to 2024. A rigorous search strategy yielded 66 journal articles, with 30 being selected for their close relevance to keywords such as "social media sentiment," "commodity markets," and "price forecasting." Results indicate that social media sentiment significantly influences commodity prices, with particular variations based on commodity type and geographical context. Specific sentiment factors—especially intensity, polarity, and timing—were found to have a pronounced impact on price dynamics, with sentiment polarity being particularly influential in volatile markets. Additionally, advanced analytical methods, like Bayesian Dynamic Linear Models and LSTM neural networks, enhance predictive accuracy when applied to sentiment analysis in this context. These findings underscore the value of social media sentiment in refining forecasting models, while also highlighting gaps in understanding regional sentiment variations and their effects on different commodity types. By synthesizing these insights, this study emphasizes the importance of considering social media sentiment for more accurate price predictions and identifies key areas for future research to explore the multifaceted impacts of sentiment in commodity markets.
BRANDING INNOVATION FOR TRADITIONAL BEVERAGE PRODUCTS: INCREASING THE COMPETITIVENESS OF MSMES IN PENTINGSARI VILLAGE, SLEMAN, DIY YOGYAKARTA Nova Yudha Andriansyah Putra; Gilang Fahreza; Syaharuddin, Syaharuddin; Claudia Dwi Martina; Izzat Habib; Astria Putri Ramadhani; Rifqi Muhammad Ihsan
JURNAL PENGABDIAN MANDIRI Vol. 4 No. 8: Agustus 2025
Publisher : Bajang Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Pentingsari Village has significant potential in the agricultural sector, particularly in the availability of local food ingredients such as ginger, sappanwood, coffee, lemongrass, cloves, and cinnamon. However, this potential has not been fully utilized by the local population. Limited knowledge and skills in processing food ingredients into value-added products is one of the main challenges faced. This community service activity aims to improve the ability of the Pentingsari Village community to process local food ingredients into creative, economically valuable food products. The methods applied in this activity include identifying local food ingredients, providing counseling and inviting participants, and providing theoretical and practical training in food processing. This activity emphasizes the importance of clean processing, product innovation, and efficient marketing methods. This activity is expected to improve the community's skills and insight in food processing, while encouraging the development of competitive local products in the market. Through this training, it is hoped that there will be an increase in the income and welfare of Pentingsari Village residents, as well as strengthening the local economy by utilizing the potential of available natural resources. Evaluation of this program shows an increase in product quality and an entrepreneurial spirit among participants, which is expected to continue and bring long-term benefits to the village community.
REALISASI MANAJEMEN UNIT PELAYANAN BIMBINGAN DAN KONSELING (UPBK) PADA SEKOLAH MENENGAH PERTAMA (SMP) PERCONTOHAN DAN PENGEMBANG IMPLEMENTASI KURIKULUM 2013 DI KABUPATEN GOWA Syaharuddin, Syaharuddin; Rezky, Amelia
COMPETITIVENESS Vol. 8 No. 1 (2019): COMPETITIVENESS
Publisher : UNIVERSITAS MUHAMMADIYAH MAKASSAR

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26618/jmbc.v8i1.4465

Abstract

The purpose of this research is to find out and analyze and trace: 1) The level of readiness of BK Teachers in the implementation of guidance and counseling services, 2) Implementation of guidance and counseling services, and 3) To find out the factors that affect the readiness of BK Teachers and the implementation of guidance and counseling services in order to realize the management of guidance and counseling in junior high school (SMP) pilot and developer of curriculum implementation 2013 in Gowa.The analysis used is the model "Cohen Kappa Index Analysis (AICK)" using research triangulation model in data collection, data reduction, data presentation, and conclusion drawing. The results of the study showed as follows: 1) In general, the development school implementation of curriculum 2013 in Gowa district has the readiness of BK Teachers in preparation for the implementation of guidance and counseling services, but still needs to be improved and developed according to school needs, especially in schools that lack and / or do not have bk teachers / counselors who are competent in carrying out the duties of guidance and counseling services. 2) In general, the development school implementation of curriculum 2013 in Gowa district has realized the target to achieve the implementation component of Guidance and Counseling Services, and 3) Factors that influence the implementation of guidance and counseling services can be seen that: a) In general the pilot school developer curriculum 2013 in Gowa district still needs a refresentative and adequate container to organize and implement all guidance and counseling services in the Guidance and Counseling Service Unit in schools. and b) In general, the pilot school of curriculum developer 2013 in Gowa district still needs guidance and counseling teachers (BK) who have the competency of graduates / alumni with educational background (S1) Guidance and Counseling or Bachelor of Psychology Education and Guidance. Keywords: Realization of Management, Guidance and Counseling Services.
Model Matematis untuk Optimasi Rute Wisata Halal: Analisis Efisiensi dan Biaya Ibrahim, Malik; Syaharuddin, Syaharuddin
Journal of Sharia Economy and Islamic Tourism Vol 4, No 1 (2023): September
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jseit.v4i1.27777

Abstract

Abstract: This study is significant due to the growing demand for halal tourism, which emphasizes the need for a route optimization model supported by information technology and real-time data, creating more efficient journeys tailored to the specific needs of Muslim travelers. The research aims to analyze mathematical models in halal tourism route optimization through a Systematic Literature Review (SLR) approach, drawing from literature indexed in Scopus, DOAJ, and Google Scholar, with publications selected from 2014 to 2023. Findings reveal that route optimization models play a crucial role in enhancing the comfort and satisfaction of Muslim tourists. By leveraging information technology and real-time data integration, these models can dynamically adjust routes and provide accurate information on halal facilities, thereby improving time and cost efficiency. Advanced algorithms within this model further enable personalized route planning aligned with the preferences of Muslim tourists. Consequently, route optimization supported by information technology serves as an effective strategy to promote the development of halal tourism destinations.Abstrak: Penelitian ini sangat penting karena meningkatnya permintaan untuk wisata halal mendorong kebutuhan akan model optimasi rute berbasis teknologi informasi dan data real-time, yang dapat menciptakan perjalanan yang lebih efisien dan sesuai dengan kebutuhan khusus wisatawan Muslim. Penelitian ini bertujuan untuk menganalisis model matematis dalam optimasi rute wisata halal melalui pendekatan Systematic Literature Review (SLR). Sumber literatur diperoleh dari database terindeks Scopus, DOAJ, dan Google Scholar, dengan publikasi yang dipilih dari tahun 2014 hingga 2023. Hasil penelitian menunjukkan bahwa model optimasi rute memainkan peran penting dalam meningkatkan kenyamanan dan kepuasan wisatawan Muslim. Melalui pemanfaatan teknologi informasi dan integrasi data real-time, model ini mampu menyesuaikan rute secara adaptif dan menyediakan informasi akurat mengenai fasilitas halal, yang pada akhirnya dapat meningkatkan efisiensi waktu dan biaya perjalanan. Implementasi algoritma canggih dalam model ini juga memungkinkan penyediaan rute yang lebih personal dan sesuai dengan preferensi wisatawan Muslim. Dengan demikian, optimasi rute yang didukung oleh teknologi informasi dapat menjadi strategi yang efektif dalam mendukung pengembangan destinasi wisata halal.
Tinjauan Sistematis Dampak Visualisasi Interaktif terhadap Pemahaman Konsep Sistem Persamaan Nonlinier Mahasiswa Negara, Habibi Ratu Perwira; Santosa, Farah Heniati; Kusuma, Jaka Wijaya; Syaharuddin, Syaharuddin
Ulul Albab: Majalah Universitas Muhammadiyah Mataram Vol 29, No 2 (2025): Juli
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jua.v29i2.33717

Abstract

Abstrak: Pemahaman konsep sistem persamaan nonlinier merupakan tantangan bagi banyak mahasiswa karena kompleksitas visual dan sifat dinamisnya. Penelitian ini bertujuan untuk mengkaji secara sistematis dampak visualisasi interaktif terhadap pemahaman konsep sistem persamaan nonlinier pada mahasiswa. Menggunakan Metode Kualitatif dengan pendekatan Systematic Literature Review (SLR), sebanyak 50 literatur dari database DOAJ, Scopus, dan Google Scholar yang diterbitkan dalam rentang tahun 2015 hingga 2025 ditelusuri, dan 18 studi yang relevan dianalisis secara mendalam. Hasil kajian menunjukkan bahwa visualisasi interaktif memberikan kontribusi signifikan terhadap peningkatan pemahaman konseptual mahasiswa melalui mekanisme representasi multipel, manipulasi parameter secara langsung, serta keterlibatan kognitif yang lebih tinggi.Abstract: Understanding the concept of nonlinear equation systems is a challenge for many students due to their visual complexity and dynamic nature. This study aims to systematically examine the impact of interactive visualization on students' understanding of the concept of nonlinear equation systems. Using a Qualitative Method with a Systematic Literature Review (SLR) approach, 50 literature sources from the DOAJ, Scopus, and Google Scholar databases published between 2015 and 2025 were searched, and 18 relevant studies were analyzed in depth. The findings indicate that interactive visualization significantly contributes to enhancing students' conceptual understanding through mechanisms such as multiple representations, direct parameter manipulation, and higher cognitive engagement.
THE CONCEPT OF ALGEBRAIC AND GEOMETRIC FUNCTIONS IN TRADITIONAL LOMBOK BALE SADE: AN ETHNOMATHEMATICS STUDY Abdillah, Abdillah; Hadi, Alfian Rahman; Mandailina, Vera; Syaharuddin, Syaharuddin
AKSIOMA: Jurnal Program Studi Pendidikan Matematika Vol 14, No 3 (2025)
Publisher : UNIVERSITAS MUHAMMADIYAH METRO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24127/ajpm.v14i3.12845

Abstract

This study aims to explore the application of the concepts of algebraic functions and geometry in the traditional architecture of Bale Sade, a traditional house of the Sasak people in Lombok, through an ethnomathematics approach. Although previous studies have highlighted geometric aspects in Sasak arts and crafts, in-depth studies of the application of algebraic and geometric principles in traditional building structures are limited. This research uses a qualitative approach with descriptive methods, through field observations in Rembitan Village, Pujut Subdistrict, interviews with several resource persons, TA (Traditional Leaders), and PW (Tour Guides), and documentation in Rembitan Village, Pujut Subdistrict, Central Lombok. Data analysis refers to the Miles and Huberman model which includes collecting, reducing, presenting data, and drawing conclusions. The results show that the structure of Bale Sade reflects mathematical principles such as symmetry, proportion, and geometric balance, as well as the application of algebra in calculating dimensions and efficient use of materials. In addition to functioning as a residence, Bale Sade reflects local wisdom that is closely related to cultural and environmental values. While previous studies have highlighted geometric aspects in the arts and crafts of the Sasak people, this study also makes an in-depth contribution to the application of algebraic and geometric principles in traditional building structures. This research recommends further studies that highlight the resilience of traditional architecture to climate change and the potential integration of modern technology in design without losing cultural values.
Comparison of the Accuracy of the Levenberg-Marquardt and Trust-Region Methods in Solving Multivariable Non-Linear Equation Systems Putro, Dwi Suryo; Syaharuddin, Syaharuddin; Sirajuddin, Sirajuddin; Mahsup, Mahsup; Abdillah, Abdillah
Aceh International Journal of Science and Technology Vol 14, No 2 (2025): August 2025
Publisher : Graduate School of Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.13170/aijst.14.2.48271

Abstract

Multivariable nonlinear equation systems are commonly found in various disciplines such as engineering, physics, economics, and artificial intelligence. Analytical solutions are often difficult to obtain, necessitating the use of numerical approaches. This study aims to evaluate and compare the performance of the Levenberg-Marquardt and Trust-Region methods in solving multivariable nonlinear equation systems. Computational simulations were performed using MATLAB software with an error tolerance of 0.001 and a maximum iteration limit of 100. The test system involved a combination of trigonometric, exponential, and polynomial functions to ensure computational complexity. The study's results show that both methods are capable of achieving solutions with high accuracy. The Levenberg-Marquardt method demonstrated higher efficiency, achieving convergence in only 2 iterations with a final error of 1.866 10. In contrast, the Trust-Region method required 27 iterations but yielded a smaller error of 4.768 10. Three-dimensional visualization revealed that the solution was obtained from the intersection point of the three function surfaces. These findings confirm that the selection of numerical methods should consider the priority between iteration efficiency and solution accuracy. The contribution of this research lies in presenting a comparison of the performance of two popular algorithms with controlled simulation parameters, which can serve as a basis for the development of numerical methods in larger dimensional systems
LITERASI DIGITAL GURU DALAM KONTEKS PENDIDIKAN ISLAM: ANALISIS SISTEMATIS ATAS KESIAPAN SDM DALAM MENGHADAPI ERA PENDIDIKAN 5.0: Teachers' Digital Literacy in the Context of Islamic Education: A Systematic Analysis of Human Resource Readiness in Facing the Era of Education 5.0 Syaharuddin, Syaharuddin; M. Anugrah Arifin; Fathurrijal, Fathurrijal; Rahmawati, Endang; Ishanan, Ishanan
TA'LIMUNA: Jurnal Pendidikan Islam Vol. 14 No. 2 (2025): SEPTEMBER
Publisher : STAI Ma'had Aly Al-Hikam Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32478/hf5wx931

Abstract

The transformation of education towards the Education 5.0 era requires human resources, especially teachers, to be prepared in mastering digital literacy that is in line with Islamic values. This study aims to systematically review literature discussing teacher digital literacy in the context of Islamic education, with a focus on the level of Human Resource (HR) readiness in responding to the challenges of the Education 5.0 era. Using a qualitative method with a Systematic Literature Review (SLR) approach, this study traces publications from the DOAJ, Scopus, and Google Scholar databases published between 2015 and 2025. The findings indicate that the readiness of Islamic education HR is still in a transitional phase and is not yet evenly distributed among individuals and institutions. Although there have been efforts to integrate digital technology in alignment with Islamic values by some teachers and institutions, its implementation is generally still limited to technical and administrative aspects. Digital literacy has not yet been fully internalized as part of strategic, reflective, and transformative pedagogical reform. These findings underscore the importance of strengthening digital literacy training based on Islamic values, as well as the need for institutional policies and visionary leadership that support the sustainable integration of technology in Islamic education. Transformasi pendidikan menuju era Pendidikan 5.0 menuntut kesiapan sumber daya manusia, terutama guru, dalam menguasai literasi digital yang selaras dengan nilai-nilai keislaman. Penelitian ini bertujuan mengkaji secara sistematis literatur yang membahas literasi digital guru dalam konteks pendidikan Islam, dengan fokus pada tingkat kesiapan Sumber Daya Manusia (SDM) dalam merespons tantangan era Pendidikan 5.0. Menggunakan metode kualitatif dengan pendekatan Systematic Literature Review (SLR), studi ini menelusuri publikasi dari database DOAJ, Scopus, dan Google Scholar yang diterbitkan antara tahun 2015 hingga 2025. Hasil telaah menunjukkan bahwa kesiapan SDM pendidikan Islam masih berada pada fase transisional dan belum merata antar individu maupun lembaga. Meskipun terdapat upaya integrasi teknologi digital yang selaras dengan nilai-nilai keIslaman oleh sebagian guru dan institusi, penerapannya secara umum masih terbatas pada aspek teknis dan administratif. Literasi digital belum sepenuhnya diinternalisasi sebagai bagian dari reformasi pedagogis yang strategis, reflektif, dan transformatif. Temuan ini menegaskan pentingnya penguatan pelatihan literasi digital berbasis nilai Islam serta kebijakan kelembagaan dan kepemimpinan visioner yang mendukung integrasi teknologi dalam pendidikan Islam secara berkelanjutan. Kata Kunci :  Era Pendidikan 5.0; Literasi Digital Guru; Pendidikan Islam; Sumber Daya Manusia.
Membangun Generasi Cerdas dan Gemar Membaca: Implementasi Pojok Baca di Sekolah Dasar Syaharuddin, Syaharuddin; Nurhakim, Syanabiawan Maryati; istiqamah, Nurul; Hidayat, M. Restu; Rianti, Riski Anwar; Widianti, Suciana; Nurlaelah, Nurlaelah; Hikmah, Nurul
Jurnal Pengabdian Kepada Masyarakat Vol 6 No 02 (2025): Jurnal Pengabdian Kepada Masyarakat (JPKM) Langit Biru
Publisher : Politeknik Penerbangan Indonesia Curug

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54147/jpkm.v6i02.1536

Abstract

The reading interest of elementary school students in Indonesia is still relatively low, partly due to poorly managed and unattractive libraries. This condition is also evident at SDN 2 Sekotong Barat, where the school library is neglected, the book collection is disorganized, and reading room facilities are limited, so students rarely use it as a source of learning or entertainment. To address this problem, this Community Service (PKM) activity was carried out with the aim of increasing students' interest in reading through library revitalization. The methods used included reorganizing the book collection, painting the walls, providing tables, chairs, and reading carpets, and creating a child-friendly reading corner. The partners in this activity were 15 students from SDN 2 Sekotong Barat as the main beneficiaries. The evaluation was conducted through observation of student activities in the library, including the frequency of visits, reading time, and interaction with the new facilities. The results showed a 90% success rate, marked by an increase in student enthusiasm for reading for 20-30 minutes per visit.
Artificial Intelligence for Economic Growth Prediction Aulia, Hartika; Syaharuddin, Syaharuddin
Journal of Sharia Economy and Islamic Tourism Vol 6, No 1 (2025): September
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jseit.v6i1.35542

Abstract

Abstract: This Systematic Literature Review explores the transformative potential of Artificial Intelligence (AI) in economic growth prediction. Drawing on research from Dimension and Scopus databases, published between 2014 and 2024, the review highlights AI's capacity to process complex datasets, uncover non-linear patterns, and provide dynamic responses to real-time economic changes. AI’s integration into economic forecasting and various industries is shown to enhance productivity, reduce costs, and foster inclusivity. However, the review identifies several challenges, including overfitting, data access, biases, and the need for ethical frameworks, which hinder its full potential. It suggests that AI should complement traditional economic forecasting methods, creating more robust and interpretable models. The review also emphasizes the necessity of a balanced approach that incorporates workforce adaptation, policy interventions, and ethical considerations to address risks such as job displacement and data misuse. This paper calls for further research on optimizing AI applications in economic forecasting while ensuring equitable and sustainable growth.Abstrak: Penelitian ini mengeksplorasi potensi transformatif Kecerdasan Buatan (AI) dalam prediksi pertumbuhan ekonomi. Dengan mengacu pada penelitian dari basis data Dimension dan Scopus yang diterbitkan antara tahun 2014 dan 2024, ulasan ini menyoroti kemampuan AI dalam memproses dataset kompleks, mengidentifikasi pola non-linear, dan memberikan respons dinamis terhadap perubahan ekonomi real-time. Integrasi AI ke dalam peramalan ekonomi dan berbagai industri terbukti dapat meningkatkan produktivitas, mengurangi biaya, dan mendorong inklusi. Namun, tinjauan ini mengidentifikasi beberapa tantangan, termasuk overfitting, akses data, bias, dan kebutuhan akan kerangka etika, yang menghambat potensi penuhnya. Disarankan agar AI melengkapi metode peramalan ekonomi tradisional, menciptakan model yang lebih tangguh dan dapat diinterpretasikan. Tinjauan ini juga menekankan pentingnya pendekatan yang seimbang yang menggabungkan adaptasi tenaga kerja, intervensi kebijakan, dan pertimbangan etika untuk mengatasi risiko seperti penggantian tenaga kerja dan penyalahgunaan data. Artikel ini menyerukan penelitian lebih lanjut tentang optimalisasi aplikasi AI dalam peramalan ekonomi sambil memastikan pertumbuhan yang adil dan berkelanjutan.
Co-Authors A. Munaya Rahman Abdillah Abdillah Abdillah Abdul Wahab Abdurahim, Abdurahim Abdurrahim Abdurrahim Agustang, Andi Agustina, Ella Ahmad Effendi Ahmad Maulana Ahmad Sulhan Ahmodu, Abdul-Lateef Olamide Akhmad Fauzan Akhmad Munaya Rahman Aknifar Mawaddah Al Rifani, Ahmad Nurdin Al Wahid, Muhammad Ridho Alfiana Sahraini Amiruddin K Ana Mahfuzah Anggriyani, Meli Aqodiah, Aqodiah Arbainah Arbainah Arda, Darmi Argade, Sanjaya Ariani, Zaenafi Arifa, Nurul Maulida Ashraf, Sameer Astria Putri Ramadhani Aswatun, Mita Aulia, Hartika Awaluddin Awaluddin Azis, Fatimah Azizah, Intan Noor B, Syaifuddin Bahjatul Mardhiyah Bahri, Alim Bambang Subiyakto Bambang Subiyakto Bambang Subiyakto Citriadin, Yudin Claudia Dwi Martina Deasy Arisanty Devi Lasdya Dewi Pramita Dewi, Sopian Dewicca Fatma Nadilla Dewicca Fatma Nadilla, Dewicca Fatma Dhimas Pratama Nindya Putra Sari Dona Eka Lovianie Efendi, Zaenudin Eka Mayasari Sri Wahyuni, Dian Emelda Humaira Endang Rahmawati, Endang Eri Saswili Erlina Wiyanarti Ersis Warmansyah Abbas Ersis Warmansyah Abbas Ersis Warmansyah Abbas Eva Alviawati Fadugba, Sunday Emmanuel Farah Heniati Santosa, Farah Heniati Fardi, Fardi Fathul Jannah Fathul Jannah, Fathul Fathurrahman Fathurrahman Fathurrijal, Fathurrijal Fatmawati, Fatmawati Fatmawati, Tiara Fatwa Nur'aini Fatwa Nur’aini Fauzi, Zain Ahmad Firmansyah, Yuman Fitri Mardiani Fitri Mardiyani Furad, Abdul Gafuri, Akhmad Gazali Rahman, Gazali Gilang Fahreza Habib Ratu Perwira Negara Habibi Ratu Perwira Negara Hadi, Alfian Rahman Hadi, Noorya Tasya Febrylia Witari Hairunisa Hairunisa Handayani, Eka Sri Handayani, Trilasmi Har, Besse Harnanengsi Hasanah Hasanah Hasanah, Mahmudah Hassan, Muhammad Ikram bin Abu Helmi Akmal Hendry Alfiani Ari Sandi Hendry Alfiani Ari Sandi Heri Susanto Heri Susanto Hermansyah Hermansyah Herry Porda Nugroho Putro Herry Porda Nugroho Putro Herry Suprajitno Hery Porda Nugroho Putro Hidayanti Hidayanti Hidayanti, Nur Fitri Hidayat Putera, M. Adhitya Hitimala, Nurmida Husnan Husnan Husriani Husain Iddrisu, Mohammed Muniru Ilham Galih Pambudi Ilham Ilham Imaniyati, Putri Ina Eka Indriyani Indra Maulana Indriani Hamka Indriyani, Ina Eka Intan Dwi Hastuti Irfan, Fitriani Irma Dwina Irwan Abbas Irwan Misbach Ishanan, Ishanan Ismi Rajiani Istiqamah, Nurul Izzat Habib Jaka Wijaya Kusuma Jamaluddin Jamaluddin Jamaluddin Jamaluddin JAYA, IRFAN Johri Sabaryati, Johri Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani, Jumriani Kana, Mery Kiki Riska Ayu Kurniawati, Kiki Riska Ayu Lilis Suriani Linda Sari M Faisal M, Saripuddin M. Anugrah Arifin M. Restu Hidayat, M. Restu M. Ridha Ilhami M. Ridha Ilhami M. Ridha Ilhami M. Ridha Ilhami M. Yogi Riyantama Isjoni Madinatul Munawarah Mahanani, Herny Tri Mahendra, Yusril Mahmudah Hasanah Mahmudah Mahmudah Mahsup, Mahsup Malik Ibrahim Mannawang, Annisa Ath-Thahirah Mappanyompa, Mappanyompa Mardiani, Fitri Mardiyah Hayati Mariono, Mariono Mariyati, Yuni Marlia Marlia Martinez, Rudolf Cymorr Kirby Mattiro, Syahlan Mauluddin, Akhmad Ma’nawiyah Ma’nawiyah Ma’nawiyah, Ma’nawiyah McKenna, Tarquam Mehmood, Saba Meika Nurul Wahidah Melisa Prawitasari Menga, Maria Kurni Mia Samihati Milandari, Baiq Desi Mistam, Mistam Mohamad Zaenal Arifin Anis Muhaimin Muhaimin Muhammad Adhitya Hidayat Putra Muhammad Alfi Syahrin Muhammad Hartono Muhammad Idkhan, Andi Muhammad Ilmi Muhammad Maulana Muhammad Nasih Muhammad Nizaar Muhammad Rezky Noor Handy Muhammad Rezky Noor Handy Muhammad Rezky Noor Handy Muhammad Rezky Noor Handy Muhammad Ridha Ilhami Muhammad Risalan Uzhma Muhammad Risalan Uzhma Muhirdan Muhirdan Mukhlishin, Mukhlishin Muliana, Hanana Muliana, Yulia Murliana Murliana Muslimin Kara Mustainah Mappatoba Mutiani Mutiani Mutiani Mutiani Nadia Nadia Nadiatul Izmi Nadlatul Izmi Napolion, Kens Nasrullah Bin Sapa NETTI KARIANI MENDOFA Nona Ayuriszki Noor Handy, M. Rezky Noorya Tasya Febrylia Witari Hadi Nova Yudha Andriansyah Putra Nur Azizah Nur Ikhsan, Muhammad Nur Latifah, Nur Nurdyansa Nurhakim, Syanabiawan Maryati Nurjannah Nurjannah Nurkamilah Nurkamilah Nurlaelah Nurlaelah, Nurlaelah Nursahid Nursahid Nursahid Nursahid Nurul Fauziyah, Nurul Nurul Hasanah Nurul Hikmah Nurul Yakin Nur’aini, Fatwa Oktosiyanti MT. Abdullah, Oktosiyanti MT. Oktoviasari, Vera Ayu Prawitasari, Melisa Prayudha Aditya Purwanto Purwanto Puteri Mulyani Putra, Diki Damma Putri Yani Putro, Dwi Suryo Radjikan, Febrian Putra Anugrah Rahmad Rizaldi Ahya Rahman, Fadhli Rahman, Nanang Rahmat Nur Rahmatin, Nuthya Rahmawati, Fitri Indah Rahmawati, Rahmawati Rahmia, Sovia Husni Raihanah Sari Raihanah Sari Rajiani, Ismi Rasyidah Olfah Raudhatul Jannah Raudhatul Jannah Firdaus Raza, Wasim Reski P Rezaldi, Mohammad Rizky Rezky, Amelia Rianti, Riski Anwar Ridha Fitriyani Ridha Ilhami, M. Ridho Hayati Rifdan . Rifqi Muhammad Ihsan Riski Norseli Risna Putra Pradana Rizkia Ananda Sari Rizky Martha Cahya Puspita Rochgiyanti Rusdi Rusli Rusli Rusma Noortyani Rusmainah Rusmainah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah, Rusmaniah Saddam Saddam, Saddam Sahara, Ani Samiah Samiah Sarbaini Sarbaini Sari, Nursina Sari, Raihanah Sigit Triyono Sigit Triyono Sirajuddin Sirajuddin Siti Hapsah Siti Maimunah Siti Masyithah Siti Rizayani Sovia Husni Rahmia Sovia Husni Rahmia Sriwati Sriwati Subiyakto, Bambang Sucipto, Lalu Sulis Setianingsih Suparman Suparman Suprapto Suprapto Sutarto Sutarto Syarifuddin Syarifuddin Syarifuddin Syarifuddin Tamur, Maximus Tiani, Risda Tri Damayanti, Tri Triyono, Sigit Ucok Harisman Harisman Berutu Umar, Sitirahia Hi. Urifah, Dewi Usnul Khatimah Uswatun Nisa Veithzal Rivai Zainal Vera Mandailina, Vera Vwalika, Kondwani Daniel Wahyudin Noe, Wahyudin Wanda Aprilla Widianti, Suciana Wijaya, Tommy Tanu Wijayanti, Yoga Tri Wikasari, Reni Winata, Atikah Wisnu Subroto Wiwi Musriana Yasriuddin, Yasriuddin Yeti Novita Purnama Sari Yudha Rizky Rawidafany Yuli Haryanto, Yuli Yunita Yunita Yustika Muliasari Yusup Yusup Z, Sahman Zata Yumni Awanis Zulkarnain Zulkarnain, Zulkarnain Zulkifli, Mukaffi