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Penguatan Literasi Keuangan dan Transformasi Pengelolaan KP-SPAMS Tirta Sari untuk Layanan Air Bersih Berkelanjutan Darmayanti, Irma; Asriandhini, Bunga; Hermanto, Nandang; Herlambang, Ananda Putra; Putranto, Aldrian Firmansyah
Jurnal Pengabdian Masyarakat: Pemberdayaan, Inovasi dan Perubahan Vol 5, No 5 (2025): JPM: Pemberdayaan, Inovasi dan Perubahan
Publisher : Penerbit Widina, Widina Media Utama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59818/jpm.v5i5.2091

Abstract

The availability of clean water is a fundamental community need, but ineffective management often hinders the sustainability of services. KP-SPAMS "Tirta Sari" in Kedungwringin Village faces challenges in financial literacy, non-transparent manual recording, and the absence of a technology-based water monitoring system. This community service project aimed to strengthen institutional capacity by enhancing financial literacy and transforming water service management through the use of mobile applications and monitoring sensors. Conducted in March 2025, the activity involved 30 participants, including KP-SPAMS administrators and members. It utilized methods such as initial observations, financial literacy training, the implementation of the PAMSIMAS Information System (SiPAM) mobile application, installation of water level sensors, mentoring, and evaluation, with active community and student participation. The results showed significant improvements in the administrators' ability to manage finances transparently, alongside an increased readiness to maintain sustainable water services. The pre-test and post-test evaluations revealed an improvement in participants' skills, with average scores rising from 45% to 85%. Additionally, the sensor implementation reduced the potential for water distribution disruptions by more than 70% within three months of testing. The community and administrators found the activity highly beneficial, gaining a better understanding of efficient financial management and technology for water supply monitoring. In conclusion, combining financial literacy with innovative technology greatly enhanced the efficiency, transparency, and sustainability of clean water management in Kedungwringin, contributing to improved community welfare.ABSTRAKKetersediaan air bersih merupakan kebutuhan fundamental masyarakat, namun pengelolaan yang tidak efektif seringkali menghambat keberlanjutan layanan. KP-SPAMS “Tirta Sari” Desa Kedungwringin menghadapi kendala dalam aspek literasi keuangan, pencatatan manual yang tidak transparan, serta ketiadaan sistem monitoring air berbasis teknologi. Pengabdian ini bertujuan untuk memperkuat kapasitas kelembagaan melalui peningkatan literasi keuangan dan transformasi pengelolaan layanan air berbasis aplikasi digital dan sensor monitoring. Kegiatan ini dilaksanakan pada bulan Maret 2025 di Desa Kedungwringin dengan melibatkan 30 peserta, yang terdiri dari pengurus dan anggota KP-SPAMS. Metode yang digunakan meliputi observasi awal, pelatihan literasi keuangan, implementasi aplikasi mobile Sistem Informasi PAMSIMAS (SiPAM), pemasangan sensor ketinggian air digital, serta pendampingan dan evaluasi dengan keterlibatan aktif masyarakat dan mahasiswa. Hasil kegiatan menunjukkan adanya peningkatan signifikan pada kemampuan pengurus KP-SPAMS dalam melakukan pencatatan dan pelaporan keuangan secara transparan, serta meningkatnya kesiapan teknis dalam menjaga keberlanjutan layanan air. Peningkatan keterampilan peserta juga tercermin dari hasil evaluasi pre-test dan post-test, dengan skor rata-rata awal sebesar 45% yang meningkat menjadi 85% setelah pelatihan serta penerapan sensor monitoring berhasil mengurangi potensi gangguan distribusi air lebih dari 70% dalam tiga bulan pengujian. Berdasarkan hasil evaluasi, masyarakat dan pengurus merasa kegiatan ini sangat bermanfaat dalam meningkatkan pemahaman mereka terhadap pengelolaan keuangan yang lebih efisien dan penggunaan teknologi digital untuk memantau pasokan air. Kesimpulannya, penguatan literasi keuangan yang dipadukan dengan inovasi teknologi berkontribusi langsung terhadap peningkatan efisiensi, transparansi, dan keberlanjutan pengelolaan layanan air bersih di Desa Kedungwringin, serta meningkatkan kesejahteraan masyarakat.
PREDIKSI POTENSI SISWA PUTUS SEKOLAH AKIBAT PANDEMI COVID-19 MENGGUNAKAN ALGORITME K-NEAREST NEIGHBOR Darmayanti, Irma; Subarkah, Pungkas; Anunggilarso, Luky Rafi; Suhaman, Jali
JST (Jurnal Sains dan Teknologi) Vol. 10 No. 2 (2021)
Publisher : Universitas Pendidikan Ganesha

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (282.104 KB) | DOI: 10.23887/jstundiksha.v10i2.39151

Abstract

The implementation of the PSBB has an impact on all sectors, one of which is education, namely the threat of children dropping out of school. Dropouts explain that every student or student who leaves school or other educational institutions for any reason before finishing school without moving to another school. Early prediction must be done, to prevent many students dropping out of school. The dataset used in this study was taken from students in Junior High School (SMP) in Banyumas Regency. The method used in this study is the confusion matrix and 10-fold cross validation on the K-Nearest Neighbors (KNN) algorithm. The results obtained on the KNN algorithm in predicting the potential for dropout students are 87.4214%, with a precision value of 88.2%, recall 87.4% and F-Measure 87%. Then the results of the accuracy value on the KNN algorithm are categorized as Good Classification
Improving K-Means Clustering Accuracy for Academic Success Investigation With Extreme Gradient Boosting Algorithm Darmayanti, Irma; Adhimah, Laily Farkhah; Sadewo, Rizki; Hidayati, Nurul; Subarkah, Pungkas
Indonesian Journal of Artificial Intelligence and Data Mining Vol 7, No 1 (2024): March 2024
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v7i1.26657

Abstract

Human Resources (HR) has a very important role in the development of the nation, so to improve the quality of human resources, education is needed. Education has a role in developing science, disseminating, socializing, and applying it. So that education is one of the important factors in advancing a nation. However, there are still many challenges in achieving quality education, especially in developing countries such as Indonesia, such as parental education level, socioeconomic status, and environmental conditions can also affect the quality of education and students' opportunities for academic success. The research methods used in this research are problem identification, data collection, data analysis, and evaluation. The results in this study are an increase in accuracy of 38.55% from the difference in the K-Means accuracy value of 14% resulting from the David Bounded Index and the use of the extreme gradient adaboost algorithm.
K-Means and Fuzzy C-Means Cluster Food Nutrients for Innovative Diabetes Risk Assessment darmayanti, irma; Mustofa, Dinar; Hidayati, Nurul; Saputri, Inka
Sistemasi: Jurnal Sistem Informasi Vol 13, No 5 (2024): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v13i5.4552

Abstract

Packaged food and beverages often pose a risk of increasing diabetes when consumed regularly. This study aims to classify these products based on their nutritional content listed on the labels, with a focus on identifying diabetes risk. The methods employed include K-Means and Fuzzy C-Means, K-Means is used to determine initial center of cluster, while Fuzzy C-Means enhances the clustering by assigning probabilistic memberships to each data point. These methods are applied to products sold in stores in Banyumas Regency, Central Java, Indonesia. This research is the first to combine these two methods in the context of product clustering based on nutritional labels. The results indicate that packaged food and beverage products can be classified into high-risk and low-risk clusters for diabetes. Consequently, this study provides important guidance for consumers in choosing healthier.
PEMANFAATAN TEKNOLOGI WORDPRESS UNTUK MENINGKATKAN LITERASI DIGITAL SISWA Darmayanti, Irma; Hermanto, Nandang; Mustofa, Dinar; Sadewo, Rizki; Adhimah, Laily Farkhah; Nurhafiyah, Isti
SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Vol 7, No 4 (2023): December
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jpmb.v7i4.19220

Abstract

ABSTRAKBangsa yang besar ditandai dengan masyarakatnya yang literat, yang memiliki peradaban tinggi, dan aktif memajukan masyarakat dunia. Sebagai bangsa yang besar, Indonesia harus mampu mengembangkan budaya literasi. Namun, hasil observasi dan wawancara yang dilakukan tim pengabdi di SMK Bakti Purwokerto. Salah satu dampak belajar daring adalah menurunnya minat baca dikalangan siswa. Adanya kecanduan terhadap konten-konten hiburan juga sebagai salah satu pemicu menurunnya pengunjung perpustakaan sekolah. Selain itu pola siswa cenderung serba ingin instan dan ingin cepat membuat dominanya budaya tutur (lisan) daripada budaya baca. Melihat kecenderung siswa saat ini cenderung yang bergantung pada teknologi informasi dan komunikasi. Untuk itu pengabdi berupaya untuk membuat inovasi pada kegiatan literasi dengan mengadakan “pelatihan pemanfaatan teknologi Wordpress” sebagai upaya pengenalan literasi digital. Metode  pembelajaran berbasis proyek dilakukan selama pelatihan dimana siswa belajar untuk membuat situs blog pribadi sebagai wujud apresiasi diri. Dari kegiatan pelatihan yang berlangsung 75% siswa menginginkan kegiatan pelatihan Wordpress dapat kembali dilakukan. Kata kunci: digital; literasi; pelatihan; worpress. ABSTRACTA great nation is characterized by its literate people, who have a high civilization, and are active in advancing the world community. A great nation is characterized by a literate society, which has a high civilization, and actively advances the world community. As a great nation, Indonesia must be able to develop a culture of literacy. However, the results of observations and interviews conducted by the team at SMK Bakti Purwokerto. One of the impacts of online learning is the declining interest in reading among students. The addiction to entertainment content is also one of the triggers for the decline in school library visitors. In addition, the pattern of students tends to want to be instant and want to quickly make the dominance of speech culture (oral) rather than reading culture. Seeing the tendency of students today to depend on information and communication technology. For this reason, pengabdi strives to make innovations in literacy activities by holding "Wordpress s technology utilization training" as an effort to introduce digital literacy. From the training activities that took place, 75% of students wanted Wordpress s training activities to be carried out again.r, Indonesia must be able to develop a culture of literacy. However, the results of observations and interviews conducted by the team at SMK Bakti Purwokerto. One of the impacts of online learning is the decline in interest in reading among students. The addiction to entertainment content is also one of the triggers for the decline in library visitors. Keywords: literacy; digital; worpress; training.