scholarly journals Synergies of Learning Analytics and Learning Design: A Systematic Review of Student Outcomes

2020 ◽  
Vol 7 (3) ◽  
pp. 13-32
Author(s):  
Marion Blumenstein
Keyword(s):  
Student Learning ◽  
Learning Outcomes ◽  
Student Outcomes ◽  
Learning Analytics ◽  
Independent Learning ◽  
Systematic Evaluation ◽  
Learning Design ◽  
Learning Gain ◽  
Positive Effects ◽  
Data Informed

The field of learning analytics (LA) has seen a gradual shift from purely data-driven approaches to more holistic views of improving student learning outcomes through data-informed learning design (LD). Despite the growing potential of LA in higher education (HE), the benefits are not yet convincing to the practitioner, in particular aspects of aligning LA data with LD toward desired learning outcomes. This review presents a systematic evaluation of effect sizes reported in 38 key studies in pursuit of effective LA approaches to measuring student learning gain for the enhancement of HE pedagogy and delivery. Large positive effects on student outcomes were found in LDs that fostered socio-collaborative and independent learning skills. Recent trends in personalization of learner feedback identified a need for the integration of student-idiosyncratic factors to improve the student experience and academic outcomes. Finally, key findings are developed into a new three-level framework, the LA Learning Gain Design (LALGD) model, to align meaningful data capture with pedagogical intentions and their learning outcomes. Suitable for various settings — face to face, blended, or fully online — the model contributes to data-informed learning and teaching pedagogies in HE.

scholarly journals Predicting Student Performance Using Data Mining and Learning Analytics Techniques: A Systematic Literature Review

2020 ◽  
Vol 11 (1) ◽  
pp. 237
Author(s):  
Abdallah Namoun ◽  
Abdullah Alshanqiti
Keyword(s):  
Academic Success ◽  
Student Learning ◽  
Learning Outcomes ◽  
Student Performance ◽  
Student Outcomes ◽  
Predictive Analytics ◽  
Research Work ◽  
Supervised Machine Learning ◽  
Bibliographic Databases ◽  
Learning And Teaching

The prediction of student academic performance has drawn considerable attention in education. However, although the learning outcomes are believed to improve learning and teaching, prognosticating the attainment of student outcomes remains underexplored. A decade of research work conducted between 2010 and November 2020 was surveyed to present a fundamental understanding of the intelligent techniques used for the prediction of student performance, where academic success is strictly measured using student learning outcomes. The electronic bibliographic databases searched include ACM, IEEE Xplore, Google Scholar, Science Direct, Scopus, Springer, and Web of Science. Eventually, we synthesized and analyzed a total of 62 relevant papers with a focus on three perspectives, (1) the forms in which the learning outcomes are predicted, (2) the predictive analytics models developed to forecast student learning, and (3) the dominant factors impacting student outcomes. The best practices for conducting systematic literature reviews, e.g., PICO and PRISMA, were applied to synthesize and report the main results. The attainment of learning outcomes was measured mainly as performance class standings (i.e., ranks) and achievement scores (i.e., grades). Regression and supervised machine learning models were frequently employed to classify student performance. Finally, student online learning activities, term assessment grades, and student academic emotions were the most evident predictors of learning outcomes. We conclude the survey by highlighting some major research challenges and suggesting a summary of significant recommendations to motivate future works in this field.

scholarly journals PENGEMBANGAN MEDIA PEMBELAJARAN BERBASIS MULTIMEDIA INTERAKTIF PADA MATA PELAJARAN BIOLOGI

2019 ◽  
Vol 5 (1) ◽  
Author(s):  
Try Ade Jumita Wulandari ◽  
Abdul Muin Sibuea ◽  
Sahat Siagian
Keyword(s):  
Student Learning ◽  
Small Group ◽  
Learning Outcomes ◽  
Interactive Multimedia ◽  
Interactive Media ◽  
Student Learning Outcomes ◽  
Field Trials ◽  
Learning Design ◽  
Significance Level ◽  
Biology Learning

Abstrak: Penelitian ini bertujuan untuk :”menghasilkan produk media pembelajaran berbasis multimedia interaktif yang layak digunakan, mudah dipelajari pebelajar dan dapat dipakai untuk pembelajaran individual”. Jenis penelitian pengembangan menggunakan model pengembangan produk Borg dan Gall yang dipadu dengan model desain pembelajaran Dick dan Carey. Subjek uji coba terdiri dari dua ahli materi pelajaran Biologi, dua ahli desain pembelajaran, dua ahli media pembelajaran, tiga orang siswa untuk uji coba perorangan, Sembilan siswa untuk uji coba kelompok kecil dan 69 orang siswa untuk uji lapangan terbatas. Hasil penelitian produk akhir menunjukkan: (1) uji ahli materi berada pada kualifikasi sangat baik (83,08%), (2) uji ahli desain pembelajaran berada pada kualifikasi sangat baik (84,12%), (3) uji ahli media pembelajaran berada pada kualifikasi sangat baik (83,51%), (4) uji coba perorangan berada pada kualifikasi sangat baik (91,67%), (5) uji coba kelompok kecil berada pada kualifikasi sangat baik (93,00%), dan (6) uji coba lapangan terbatas berada pada kualifikasi sangat baik (94,24%), dan layak untuk digunakan dalam proses pembelajaran Biologi. Hasil pengujian hipotesis membuktikan bahwa terdapat perbedaan yang signifikan antara hasil belajar siswa yang dibelajarkan dengan menggunakan media pembelajaran berbasis multimedia interaktif dengan hasil belajar siswa yang dibelajarkan dengan menggunakan konvensional. Hal ini ditunjukkan dengan hasil pengolahan data diperoleh thitung = 25,08 > ttabel= 2,0105, dengan dk = (n1+n2-2) pada taraf signifikansi α =0,05. Disimpulkan efektivitas penggunaan media interaktif sebesar 78,32% sedangkan media konvensional 67,00%. Kata Kunci: Media Pembelajaran Interaktif, hasil belajar biologi Abstract: This study aims to: "produce interactive multimedia-based learning media products that are feasible to use, easily learned by students and can be used for individual learning". This type of development research uses the Borg and Gall product development model combined with Dick and Carey's learning design models. The trial subjects consisted of two experts on Biology subject matter, two learning design experts, two instructional media experts, three students for individual trials, nine students for small group trials and 69 students for limited field testing. The final product research results show: (1) the material expert test is in very good qualification (83.08%), (2) the learning design expert test is in very good qualification (84.12%), (3) learning media expert test are in very good qualifications (83.51%), (4) individual trials are in very good qualifications (91.67%), (5) small group trials are in very good qualifications (93.00%), and (6) limited field trials are in very good qualifications (94.24%), and are suitable for use in the Biology learning process. The results of hypothesis testing prove that there are significant differences between student learning outcomes learned by using interactive multimedia-based learning media with student learning outcomes that are taught using conventional learning. This is indicated by the results of data processing obtained by t = 25.08> t table = 2.0105, with dk = (n1 + n2-2) at the significance level α = 0.05. It was concluded that the effectiveness of interactive media use was 78.32% while conventional media was 67.00%. Keywords: Interactive Learning Media, biology learning outcomes

Quality-Assurance Assessment of Learning Outcomes in Mathematics

2015 ◽  
Vol 4 (2) ◽  
pp. 37-48
Author(s):  
Seifedine Kadry
Keyword(s):  
Differential Equation ◽  
Quality Assurance ◽  
Student Learning ◽  
Learning Outcomes ◽  
Performance Indicators ◽  
Student Outcomes ◽  
Systematic Approach ◽  
Student Learning Outcomes ◽  
Assessment Of Learning ◽  
Analyze Data

Student outcomes are statements that describe the attributes; skills and abilities that students should have and be able to do by the time of graduation. For quality assurance evaluation, these outcomes must be assessed. In order to evaluate the level to which an outcome is met, it is necessary to select some courses where the outcome is covered. Course objectives must be linked to the student outcomes and define in terms of measurable performance indicators. Using just two outcomes as an example, this paper presents a systematic approach to assess directly and indirectly student learning outcomes in Mathematics through differential equation course, by define appropriate measurable performance indicators, build up assessment rubrics, collect and analyze data for possible recommendations and improvement.

scholarly journals PENGEMBANGAN MEDIA PEMBELAJARAN DENGAN APLIKASI MACROMEDIA FLASH PADA MATA PELAJARAN MATEMATIKA

2019 ◽  
Vol 5 (2) ◽  
Author(s):  
Try Junita Wulandari ◽  
Sahat Siagian ◽  
Abdul Muin Sibuea
Keyword(s):  
Student Learning ◽  
Learning Outcomes ◽  
Group Learning ◽  
Student Learning Outcomes ◽  
Field Trials ◽  
Learning Design ◽  
Significance Level ◽  
Design Expert ◽  
Learning Mathematics ◽  
Media Learning

Abstrak: Penelitian ini bertujuan untuk: menghasilkan produk media pembelajaran berbasis multimedia interaktif yang layak digunakan, mudah dipelajari pebelajar dan dapat dipakai untuk pembelajaran individual. Jenis penelitian pengembangan model pengembangan produk Borg dan Gall model desain pembelajaran Dick dan Carey. Hasil penelitian menunjukkan: (1) uji ahli materi kualifikasi sangat baik (88,88%), (2) uji ahli desain pembelajaran kualifikasi sangat baik (87,77%), (3) uji ahli media pembelajaran kualifikasi sangat baik (84,44%), (4) uji coba perorangan kualifikasi sangat baik (84,12%), (5) uji coba kelompok kecil kualifikasi sangat baik (89,97%), dan (6) uji coba lapangan terbatas kualifikasi sangat baik (92,02%), dan layak untuk digunakan dalam proses pembelajaran Matematika. Hasil pengujian hipotesis membuktikan bahwa terdapat perbedaan yang signifikan antara hasil belajar siswa yang dibelajarkan dengan menggunakan buku ajar dengan hasil belajar siswa yang dibelajarkan dengan menggunakan buku teks. Hal ini ditunjukkan dengan hasil pengolahan data diperoleh thitung = 6,557 > ttabel= 2,024, dengan dk = (n1+n2-2) pada taraf signifikansi α =0,05. Disimpulkan bahwa hasil belajar kelompok siswa yang dibelajarkan dengan menggunakan buku ajar sebesar 78,38% lebih tinggi dari kelompok siswa yang dibelajarkan dengan menggunakan buku teks sebesar 65,71%. Kata Kunci: media pembelajaran, macromedia flash, matematika Abstract: This study aims to: produce interactive multimedia-based learning media products that are feasible to use, easily learned by students and can be used for individual learning. This type of research is developing the Borg and Gall product development model of Dick and Carey's learning design model. The results of the study showed: (1) the expert test was very good qualification (88.88%), (2) the learning design expert test was very good qualifications (87.77%), (3) the test media learning expert qualifications were very good (84 44%), (4) individual qualification trials are very good (84.12%), (5) small group trials of very good qualifications (89.97%), and (6) field trials are limited to very good qualifications (92 , 02%), and is suitable for use in the process of learning Mathematics. The results of hypothesis testing prove that there are significant differences between student learning outcomes learned by using textbooks with student learning outcomes learned by using textbooks. This is indicated by the results of data processing obtained by tcount = 6.557> t table = 2.024, with dk = (n1 + n2-2) at the significance level α = 0.05. It was concluded that the group learning outcomes of students who were taught using textbooks were 78.38% higher than the group of students who were taught using textbooks of 65.71%. Keywords: learning media, flash macromedia, mathematics

scholarly journals PENGEMBANGAN MEDIA PEMBELAJARAN INTERAKTIF BERBASIS ECONOMIC LITERACY UNTUK MENINGKATKAN HASIL BELAJAR PADA MATA PELAJARAN EKONOMI SMP

2019 ◽  
Vol 5 (2) ◽  
Author(s):  
Handriani Milladya Ginting ◽  
R Mursid ◽  
Samsidar Tanjung
Keyword(s):  
Student Learning ◽  
Learning Outcomes ◽  
Graphic Design ◽  
Interactive Learning ◽  
Student Learning Outcomes ◽  
Field Trials ◽  
Learning Design ◽  
Development Research ◽  
Economic Literacy ◽  
Significant Difference

Abstrak: Penelitian ini bertujuank: (1) menghasilkan media pembelajaran interaktif yang layak digunakan untuk pembelajaran, (2) mengetahui keefektifan media pembelajaran interaktif yang dikembangkan pada pembelajaran ekonomi. Jenis penelitian ini adalah penelitian pengembangan menggunakan model Borg dan Gall dengan rancangan pembelajaran model Dick dan Carey. Hasil penelitian menunjukkan: (1) uji ahli pada kualifikasi sangat layak (95,33%) (2) uji ahli desain pembelajaran kualifikasi sangat layak (91,25%) (3) uji ahli rekayasa perangkat lunak dan desain grafis  pada kualifikasi sangat layak (92,68%), uji coba perorangan pada kualifikasi sangat layak (91,25%) uji coba kelompok kecil pada kualifikasi sangat layak (93,59%) uji coba lapangan pada kualifikasi sangat layak (93,33%). Hasil hipotesis membuktikan bahwa terdapat perbedaan yang sangat signifikan antara hasil belajar siswa yang dibelajarkan dengan media pembelajaran interaktif berbasis economic literacy dengan hasil belajar siswa yang dibelajarkan dengan menggunakan buku teks. Hal ini ditunjukkan dengan hasil pengolahan data diperoleh t hitung> t tabel atau 5,785 > 1,667 atau terdapat perbedaan yang signifikan antara hasil belajar siswa yang dibelajarkan dengan menggunakan media pembelajaran interaktif dan menggunakan media pembelajaran buku teks. Kata Kunci: media pembelajaran interaktif, buku teks, economic literacy, pelajaran ekonomi Abstract: This study aims to: (1) produce interactive learning media that are feasible to use for learning, (2) find out the effectiveness of interactive learning media developed in economic learning. The type of this research is development research using the Borg and Gall model with the learning design model Dick and Carey. The results of the study showed: (1) expert testing in very feasible qualifications (95.33%) (2) expert design tests of very feasible qualification learning (91.25%) (3) software engineering and graphic design tests in very decent qualifications (92.68%), individual trials in very decent qualifications (91.25%) small group trials in very decent qualifications (93.59%) field trials in qualifications are very feasible (93.33%). The hypothesis results prove that there is a very significant difference between student learning outcomes learned by interactive learning media based on economic literacy and student learning outcomes learned by using textbooks. This is indicated by the results of data processing obtained t count> t table or 5.785> 1.667 or there are significant differences between the learning outcomes of students who are taught using interactive learning media and using learning media textbooks. Keywords: interactive learning media, textbooks, economic literacy, economic lessons

The Impact of Using Learning Media Robot Transporter toward Learning Outcome and Learning Gain of Students

2020 ◽  
pp. 284-292
Author(s):  
Chandra Ainur Rizki ◽  
I Gusti Putu Asto Buditjahjanto ◽  
Bambang Suprianto
Keyword(s):  
Student Learning ◽  
Learning Outcomes ◽  
Student Learning Outcomes ◽  
Control Group ◽  
Validity And Reliability ◽  
Learning Gain ◽  
Gain Score ◽  
Post Test ◽  
The Mean ◽  
The Impact

This study aims 1) to determine the validity and reliability of the robot transporter learning media instrument, 2) to know the differences in the student learning outcomes between the use of robot transporter and PowerPoint as learning media, and 3) to know how much the learning gain score from the use of these two media. A pre-test-post-test comparison group design type was used. A sample of 60 vocational students participated in two groups, the experimental group (N = 30) and the control group (N = 30).  The results show that the robot transporter learning media is categorized as valid and reliable. The t-test result is 12.589 greater than the t table, namely 2.3596 with a significance of 0.05. Therefore, there is a difference in student learning outcomes. The mean of learning gain score on the robot transporter is 0.694, higher than the mean of learning gain score on the PowerPoint which is 0.289. The use of robot transporter as learning media can help students to be more interactively involved in learning. This is indicated by the students' post-test scores and the value of the gain learning in the experimental class was higher than the control class.

scholarly journals Development of Android Chemistry Comics as an Independent Learning Application to Improve Student Learning Outcomes

2021 ◽  
Vol 9 (3) ◽  
pp. 433-444
Author(s):  
Sri Adelila Sari* ◽  
Melysa Tioro Exaudie Lubis
Keyword(s):  
Student Learning ◽  
Learning Outcomes ◽  
Student Learning Outcomes ◽  
Reaction Rates ◽  
Independent Learning ◽  
Design Stage ◽  
Student Interest ◽  
Design Development ◽  
Eligibility Criteria ◽  
Feasibility Test

Teachers often use printed book media in learning. Rarely do they want to develop and vary learning media with the aim of making the learning process more interesting. As a result, the lack of student interest in learning results in low student learning outcomes. This study was aimed to develop android chemistry comics (chemondro) on the material for the reaction rate of class XI IPA SMA N 1 Garoga. The method used is the ADDIE R D model, namely analysis, design, development, implementation, and evaluation. The analysis stage was carried out by analyzing the needs in the form of student characteristics and identifying learning media. The design stage included flowchart design and chemondro. The design results were then developed, then the application was given to the validator for a feasibility test. The implementation stage was carried out in class XI SMA N 1 Garoga. Furthermore, student learning outcomes were measured at the evaluation stage using tests. The results of this study found that chemondro-based chemical comics could be developed with the 3.6 eligibility criteria very well. The learning outcomes were found to be 81.91 in the experimental class compared to 71.76 in the control class. This study concluded that chemondro-were very suitable for use in chemistry learning, especially on the material of reaction rates and student learning outcomes were achieved with good criteria.

scholarly journals DESAIN PEMBELAJARAN PERBANDINGAN SENILAI MENGGUNAKAN GUIDED INQUIRY

2019 ◽  
Vol 2 (2) ◽  
pp. 85-102
Author(s):  
Danty Rahmasantika ◽  
Rully Charitas Indra Prahmana
Keyword(s):  
Student Learning ◽  
Learning Outcomes ◽  
Design Research ◽  
Student Learning Outcomes ◽  
Learning Design ◽  
Guided Inquiry ◽  
Average Value ◽  
Field Notes ◽  
Written Test ◽  
Support Students

This study aims to support students' understanding of learning comparative material and determine student learning outcomes incomparable learning through LAS-based guided inquiry learning models. This study uses a research design research method, which was carried out in class VII B SMP N 1 Berbah Sleman. The research instruments used were recording devices, written test sheets, field notes sheets, and questionnaire sheets. The results showed that at the 1st and 2nd meetings, students were seen to be still adapting to the learning design applied. At the next meeting, students can participate in learning activities better. Also, student learning outcomes indicate that the average value obtained by students is 71.57 with Minimum Completeness Criteria (KKM) for a comparison of 70.

Sign in / Sign up

Export Citation Format

Share Document