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Data mining untuk memprediksi prestasi siswa berdasarkan sosial ekonomi, motivasi, kedisiplinan dan prestasi masa lalu Heri Susanto; Sudiyatno Sudiyatno
Jurnal Pendidikan Vokasi Vol 4, No 2 (2014): Juni
Publisher : ADGVI & Graduate School of Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (734.96 KB) | DOI: 10.21831/jpv.v4i2.2547

Abstract

Penelitian ini bertujuan untuk membuat prediksi prestasi belajar siswa berdasarkan status sosial ekonomi orang tua, motivasi, kedisiplinan siswa dan prestasi masa lalu menggunakan metode data mining dengan algoritma J48. Sebagai perbandingan, data penelitian dianalisis juga dengan CHAID (Chi Squared Automatic Interaction Detection) dan regresi ganda. Pendekatan penelitian yang digunakan adalah kuantitatif. Subyek penelitian ini adalah siswa tingkat X SMK Negeri 4 Surakarta berjumlah 416 siswa. Teknik pengumpulan data yang digunakan adalah dokumentasi dan angket. Hasil penelitian menunjukkan bahwa analisis prediksi menggunakan decision tree algoritma J48 memiliki akurasi sebesar 95,7%, sedangkan analisis prediksi menggunakan CHAID memiliki tingat akurasi 82,1% dan analisis regresi ganda menghasilkan tingkat signifikansi sebesar 90,6%. Berdasarkan hasil tersebut bisa disimpulkan bahwa metode J48 lebih baik dibandingkan dengan metode CHAID dan regresi ganda. DATA MINING TO PREDICT STUDENT’S ACHIEVEMENT BASED ON SOCIO-ECONOMIC, MOTIVATION, DISCIPLINE AND ACHIEVEMENT OF THE PASTAbstractThis study aims to make student achievement prediction based on socio-economic status of parents, motivation, discipline students and past achievements using data mining methods with the J48 algorithm. For comparison, the data were analyzed also with CHAID (Chi Squared Automatic Interaction Detection) and multiple regression. The research approach is quantitative. The subjects of this study were student-first level at SMK Negeri 4 Surakarta totaled 416 students. Data collection techniques used are documentation and questionnaires. The results showed that the predictive analysis using J48 decision tree algorithm has an accuracy of 95.7%, while the predictive analysis using CHAID has the rank of an accuracy of 82.1% and a multiple regression analysis resulted in a significance level of 90.6%. Based on these results it can be concluded that the J48 method is better than the CHAID and multiple regression methods.
Modified delphi technique: the future of vocational learning skills Nashir, Irdayanti Mat; Yusoff, Abdullah; Ma’arof, Nurul Nazirah Imam; Ismail, Mohamad Amiruddin; Khairudin, Moh; Andriani, Dwi Esti; Idris, Muhammad Ridzuan; Sudiyatno, Sudiyatno
Southeast Asian Journal of Technology and Science Vol 2, No 1 (2021): Southeast Asian Journal of Technology and Science
Publisher : Indonesian Institute for Counseling, Education, and Therapy (IICET)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (668.429 KB) | DOI: 10.29210/81064300

Abstract

This article explains the development of checklist which is related with future of vocational learning skills by using the Modified Delphi techniques. The Modified Delphi technique provides the opportunity for researchers to gather input from participants in the first round of collecting data and then distributed that checklist to the expertise until consensus achieved. Often, the process is used to find consensus among experts who have different views and perspectives. The Modified Delphi technique enables group problem-solving using an iterative process of problem definition, discussion, feedback, and revisions. This paper will discuss the basics of the Modified Delphi techniques, its application potential, the selection of expert panels and the means on how consensus can be reached among the participants using examples of our past research using the technique.  The 13 out of 15 domain of the future learning skills have found in this research.
The evaluation of village building program/thematic real work lecture (KKNT) MBKM's implementation at UIN Sunan Kalijaga Muyassaroh, Muyassaroh; Sudiyatno, Sudiyatno; Putro, Nur Hidayanto Pancoro Setyo; Yunita, Rahma; Syafiqurrahman, Syafiqurrahman
Jurnal Penelitian dan Evaluasi Pendidikan Vol. 27 No. 2 (2023)
Publisher : Graduate School, Universitas Negeri Yogyakarta in cooperation with Himpunan Evaluasi Pendidikan Indonesia (HEPI) Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/pep.v27i2.65531

Abstract

This study aims to determine the standards of MBKM Thematic KKN, how the implementation of this program at UIN Sunan Kalijaga, as well as to determine the gap between the existing standards and the form of implementation.  This evaluation research uses the descrepancy evaluation model with a descriptive qualitative approach. Data collection in this study used interview techniques, documentation, and was equipped with an open questionnaire. The data sources in this study at the interview stage were 7 resource persons 1 Head of PPM UIN Sunan Kalijaga, 2 Field Supervisor (DPL), 2 heads of Study Programs and 2 students, as well as 33 students as respondents on the open questionnaire instrument. The content validity of the open questionnaire in this study received a value of 0.958, this value was obtained with 5 experts. Observation and documentation are also important data source instruments. Evaluation results in this study are in accordance with existing standards, the village development policy/KKNT for MBKM at UIN Sunan Kalijaga is a derivative policy called KKN conversion. The purpose of this conversion KKN is in line with KKNT, but there are various policy details that are changed according to the situation and conditions of UIN Sunan Kalijaga. The recommendation from this research is that the village development policy/KKNT MBKM can be implemented well in universities but adjusted to the situation and circumstances in each university.
Evaluation of the implementation of Indonesian language program for foreign speakers (BIPA) at Universitas Negeri Yogyakarta (UNY) Mwakapemba, James Leonard; Satria, Mohammad Rizky; Sudiyatno, Sudiyatno; Lumenyela, Rogers Andrew
Jurnal Penelitian dan Evaluasi Pendidikan Vol. 28 No. 2 (2024)
Publisher : Graduate School, Universitas Negeri Yogyakarta in cooperation with Himpunan Evaluasi Pendidikan Indonesia (HEPI) Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/pep.v28i2.73870

Abstract

This study aims to evaluate the Indonesian Language for Foreign Speakers program (BIPA) at Universitas Negeri Yogyakarta (UNY). The evaluation research employs a mixed-method approach, which includes qualitative and quantitative methods. The study was guided by using the CIPP Model (Context, Input, Process, Product) developed by Stufflebeam. Data collection in this study used interviews, documentation, and questionnaires. The data were also analyzed using descriptive quantitative statistics and an interactive model data analysis. The evaluation results indicate that in the context component, the UNY BIPA program has a suitable curriculum and learning materials aligned with the Ministry of Education and Culture, Regulation No. 70 of 2016. In the input component, the program's progress scored 23.85, which is in a very good category, and its program implementation is very successful, reaching 85.18%. This indicates successful implementation in key areas such as teacher recruitment, materials, and infrastructure. In the process component, the program's progress is in a good category, with a score of 24.41, and its overall program implementation is successful, with 76.28%, reflecting a well-run teaching and learning process with high student satisfaction. However, challenges include ineffective online learning, limited teaching materials, commitment issues, and a lack of student assessment tests. In the product component, the program's progress scored 19.61, which is in a very good category, and its overall program implementation is successful, with 81.74%, indicating very successful achievement of program objectives. Nonetheless, it does not fully support students' academic needs during lectures
Survey Attitude Toward The Level Of Understanding Of Descriptive Statistics by Students in Higher Education: Pair Comparison Methode Nusrotus Sa’idah; Jailani; Sudiyatno
Journal of Education Reseach and Evaluation Vol 8 No 1 (2024): February
Publisher : LPPM Undiksha

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23887/jere.v8i1.63450

Abstract

Many people find statistics very difficult. This impacts students not only on their academic performance but also on unpleasant influences or negative perceptions. This research aims to produce a scaling instrument for attitudes toward student statistics levels using the pair comparison method with valid and reliable characteristics. This research is a quantitative descriptive research by developing a research instrument with a pair comparison scale. The subjects of this research were 160 students who had received courses. This instrument consists of 11 dimensions that measure students' attitudes toward their level of understanding of statistics. The analysis uses quantitative description. The results of scaling the student attitude instrument towards the level of understanding of statistics using the pair comparison method show that the characteristics of each dimension are valid and the Cronbach value meets high-reliability criteria. The results of scaling the attitude instrument towards statistical material with the highest average response order were in the material understanding mode," with a value of 0.695. This high-reliability value can indicate a wider range of abilities, meaning more heterogeneous. With this pair comparison method scaling, it can capture substantial heterogeneity in a person's personal value hierarchy, and it is easier for respondents to answer because they compare two objects.
MESIN PENGERING KERUPUK HEMAT ENERGI TINTUK MENINGKATKA}I PRODUKTIVIAS PRODIISEN KERUPUK -, Sudiyatno -; S, Suprapto Rachmad
INOTEKS: Jurnal Inovasi Ilmu Pengetahuan,Teknologi, dan Seni Vol 7, No 1 (2004)
Publisher : Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/ino.v7i1.4995

Abstract

The objectiveofproducinga low energydrying machineistohelpchipsindustriesin increasingtheirproductivifybyshorteningthe dryingtime. Up tonowtheyuse heat of sunlight to drythechips.Thisprocessis rime consumingarrdwhy the dry seasoncolnes,theprocess isdelayed.It decreases thequalityof chips. fhe drying machineproduceduses firewoodplacedin a furnaceas theheat source.Theheatis then flown throughpipesintothedrying room, where wetchips areplaced. ,,;Theroomhasalengthof 1.2 m, a heightofI m and a widthot-I m. Ithas twodoors and equippedwith a thermometer. Below the room,there is a furnace havingcapacitycf6 kg f-rre woodandan oxygeninlet. The drying temperatureis 60 I kg firewoodcanproducetheheat withtemperatureof60-70oC for1.5hours.Thedryingprocessof wetchips takes about 5 hours,For that of halfdrychips, it takes2hours. Thismachinehas capacify of2.400rvetchips and 6.000halfdrychips.
PENERAPAN TEKNOLOGI KOMPUTER DALAM SISTEM PEMBELAJARAN BACA TULIS ALQURAN BAGI GURU-GURU TKA-TPA Nurkholis, Nurkholis; Mutaqin, Mutaqin; Sudiyatno, Sudiyatno
INOTEKS: Jurnal Inovasi Ilmu Pengetahuan,Teknologi, dan Seni Vol 9, No 1 (2005)
Publisher : Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (7935.474 KB) | DOI: 10.21831/ino.v9i1.5243

Abstract

The target of implementing a public service program was giving themanagement and teaching staffs of taman pendidikan Al-Qur'an (TPA) and taman kanak-kanak Al-Qur'an  (TKA), schools for elementary school and kindergarten students' education in the Al-Quran,  knowledge of and insight in applying computer technology in conducting the teaching-learning pro­cess and improving their skills and abilities in operating computer-assisted program packages of education in the Al-Qur'an.The methods  used  in the activities of the public service programwere, among others,  lectures,  discussions, question-and-answer sessions,demonstrations, and practice, the activities being essentially training activi­ ties enabling participants to acquire knowledge and skills. The training ma­ terials delivered were related to the topics of introduction to computer ope­ ration based on the Windows system of operation, the program package of the Holy Qur'an, and Islamic children's education.The training activities have resulted in the TPA and TKA manage­ ment and teaching staffs participating in the activities becoming better in their knowledge of  and  insight  in applying computer technology  in  the course of improving the quality of the teaching-learning process of readingthe Al-Qur'an and writing texts taken from it in the educational institutions where they work. They have indeed been greatly in need of the training ma­ terials. Their  skills  and abilities  in operating computer-assisted program packages of education in the Al-Qur'an have also become better than those possessed before participating in the training. Evaluation on the results of the public service program  indicates that on the average the participants' knowledge and skills have risen from 34.44% into 78.66%, which implies an increase of 44.22%.Keywords: computer technology, reading and writing texts taken/rom   theAl-Qur'an
MESIN PENGERING KERUPUK HEMAT ENERGI UNTUK MENINGKATKAN PRODUKTIVITAS PRODUSEN KERUPUK Sudiyatno, Sudiyatno; Rachmad, Suprapto
INOTEKS: Jurnal Inovasi Ilmu Pengetahuan,Teknologi, dan Seni Vol 7, No 1 (2004)
Publisher : Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/ino.v7i1.5216

Abstract

The   objective    of  producing    a  low  energy   drying   machine   is  to  help   chips industries   in  increasing   their  productivity   by  shortening   the  drying  time.  Up  to  now they  use heat of sunlight  to dry the chips.This  process   is time  consuming   and  why  the dry  season  comes,  the  process   isdelayed.   It decreases   the  quality  of chips.The   drying  machine   produced   uses  firewood placed   in a furnace   as the  heat  source.  The  heat  is then  flown  through   pipes  into  the drying  room,  where  wet  chips  are placed.                                               iiThe  room  has a length  of  1.2 m, a height   of  1 m and a width  of 1 m. It has twodoors  and  equipped   with  a thermometer.    Below   the  room,  there  is a furnace   having capacity   of 6 kg tire  wood  and  an oxygen  inlet.  The drying  temperature   is 60 -  70° C. I kg firewood   can  produce  the  heat with  temperature   of 60 - 70° C for  1.5 hours.The drying  process   of wet- chips  takes  about  5 hours.  For that  of  half  dry  chips,  it takes  2hours.  This  machine  has capacity  of2.400   wet chips  and 6.000  half  dry chips.
Evaluation of the Al-Qur'an Learning Program Using the Ummi Method in Islamic Elementary Schools in Yogyakarta Amalia, Tuti; Sudiyatno, Sudiyatno; Nurbaiti, Novita; Tuanaya, Rugaya
Tadris: Jurnal Keguruan dan Ilmu Tarbiyah Vol 9 No 1 (2024): Tadris: Jurnal Keguruan dan Ilmu Tarbiyah
Publisher : Universitas Islam Negeri Raden Intan Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24042/tadris.v9i1.19355

Abstract

The Ummi method for learning the Qur’an aims to teach students correct recitation from an early age. This study evaluates the implementation of Quranic learning using the Ummi method, focusing on both process and product aspects. It employs a quantitative approach as evaluation research, utilizing observation, interviews, and questionnaires for data collection. The CIPP assessment model is used to assess both process and product aspects. The study sample consisted of 25 third-grade students. The findings are as follows: (1) From the process perspective, the implementation of the Al-Qur’an study program using the Ummi method reveals issues such as students experiencing difficulties with breath control and forgetfulness. (2) From the product perspective, the study shows that the average learning achievement of third-grade students is at volume 4. Overall, the evaluation results are positive, with several recommendations from the author: (1) Students should enhance memorization skills through daily murojaah to reinforce their memorization, (2) Ummi teachers should provide tips and techniques to improve students' breath management abilities, and (3) Parents should allocate time to recite the Quran together with their children, listening to their memorization or readings daily.
Evaluating a Japanese Character-Based Teaching Program in Early Childhood Education: A Study in Gorontalo City Pade, Reza Bakhrun Fidianto; Sudiyatno, Sudiyatno; Pusporini, Widowati
TEMATIK: Jurnal Pemikiran dan Penelitian Pendidikan Anak Usia Dini Vol 11, No 1 (2025): TEMATIK: Jurnal Pemikiran dan Penelitian Pendidikan Anak Usia Dini
Publisher : Universitas Negeri Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26858/tematik.v11i1.74260

Abstract

This study aims to evaluate the effectiveness of a Japanese teaching program implemented in Gorontalo City, Indonesia, in fostering character development in early childhood education. Using the discrepancy evaluation model and a mixed-methods approach, this study involved 20 children, 6 parents, 7 teachers, and 3 administrative personnel at Sakura Kids Preschool and Day Care. Data were collected through observation, interviews, and document analysis. Quantitative data were derived from structured observations on students using a character development rubric and were analyzed using descriptive statistics. Qualitative data from semi-structured interviews with teachers, parents, and administrators supported the quantitative findings and provided deeper insight into implementation practices and cultural adaptation. Results indicate that most children demonstrated good to excellent development in independence, discipline, and responsibility, and social interaction. This study provides concrete recommendations for integrating culturally adapted, specifically Japanese-character-based teaching programs into Indonesia’s early childhood education system, emphasizing the importance of contextualization, consistency, and collaboration among stakeholders.