Mining Mathematics Learning Strategies of High and Low Performing Students using Log Data

Author(s):  
Jiayu Li ◽  
Rwitajit Majumdar ◽  
Hiroaki Ogata
Author(s):  
Erna Pebriana ◽  
Bela Mustika Sari ◽  
Yasa Abdurrahman

This writing aims to make students more active and disciplined in the learning process and can also increase creativity and learning outcomes. The low mathematics learning outcomes are not only due to difficult mathematics, but are caused by several factors which include students themselves, teachers, learning approaches, and learning environments that are interconnected with each other. To improve the ability and results of learning it is necessary to make modifications to the task learning strategy and force. Quantum learning is a tip, a guide, a strategy and an entire learning process that can sharpen understanding and memory, and make learning a pleasant and useful process. Task and Forced Learning Strategies are strategies that focus on giving assignments and a little coercion so that students complete their tasks on time so that the learning process can run effectively. Therefore, the writer modifies the model of quantum learning with task and forced learning strategies, the results of this modification show that learning with quantum learning models with forced and task strategies can improve the learning process so that students become more disciplined in doing tasks, can motivate student learning, and can improve student learning outcomes.


2020 ◽  
Vol 3 (1) ◽  
pp. 67-83
Author(s):  
Ahmad Abdul Rochim ◽  
Siti Bandiah

The accuracy in choosing a learning strategy is a very important part in efforts to improve the achievement of student learning outcomes. Therefore this study aims to determine the effect of learning strategies on mathematics learning outcomes. This study uses a 2x2 factorial design research. Through this design the effects of Interactive learning strategies and problem-based learning will be compared to student mathematics learning outcomes. The population in this study were all students of grade IV SDN 09 Kaba Wetan, totaling 76 students, consisting of 2 classes. To determine the sample class, a random sampling technique is used. The sample classes used were 2 classes totaling 76 students, class IV-A as an Interactive class and class IV-B as a problem-based class. The data analysis technique used is descriptive and inferential statistical techniques. And testing the analysis requirements is the normality test using the Lilifors Test, while the homogeneity requirements are using the F Test and Barlett Test. After testing the analysis requirements, the two-way variance analysis of Analilsis is performed. The results of this study indicate that there is an interaction effect between learning strategies on student mathematics learning outcomes. So that the selection of appropriate learning strategies is influenced by the ability of teachers to understand the characteristics of their students. In the learning strategy applied by the teacher can optimize student mathematics learning outcomes by choosing class strategies namely Interactive learning and problem based learning classes.


Mathematics ◽  
2021 ◽  
Vol 9 (15) ◽  
pp. 1740
Author(s):  
Elizabeth Martinez-Villarraga ◽  
Isabel Lopez-Cobo ◽  
David Becerra-Alonso ◽  
Francisco Fernández-Navarro

The aim of this work is to characterize the process of constructing mathematical knowledge by higher education students in a distance learning course. This was done as part of an algebra course within engineering degrees in a Colombian university. The study used a Transformative Sequential Design in mixed methods research. The analysis also determined the kinds of mathematical knowledge attained by the students and its relationship to the Colombian social and cultural context. The students acquired declarative, procedural, and conditional knowledge, while the learning strategies were often superficial. In a context where power is distant, students take on a passive approach to learning despite being highly respectful towards the educator. Thus, the educational system has the educator at the center.


2013 ◽  
Vol 4 (1) ◽  
pp. 1-9
Author(s):  
Fitriati

Memory obviously plays an important role in knowledge retention. In particular, when learning mathematics students claim that much of what is taught in classrooms is soon forgotten and learning mathematics is difficult or not interesting. Neuroscience, through its study on long term memory, has tried to identify why these phenomena occur. Then some possible solutions are suggested. Understanding the processes of memory storage including acquisition, consolidation, recoding, storing and retrieval helps teachers to efficiently plan for effective learning activities. Therefore, this paper outlines the potential implication of long term memory to mathematics learning as well as suggests some learning strategies that might solve students‟ and teachers‟ problem in learning mathematics.


2019 ◽  
Vol 4 (3) ◽  
pp. 17-19
Author(s):  
Edy Mastoni

Research Highlights The study proposed two focus studies and results indicated there is a conformity between Brain Based Learning (BBL) and students' intrapersonal intelligence toward characteristics of junior high school mathematics learning. Implementation of Brain Based Learning (BBL) and intrapersonal intelligence in junior high school mathematics learning can improve student’s learning outcomes.   Research Objectives This research aims to knowing activities of junior high school mathematics learning and to knowing conformity of characteristics between Brain Based Learning (BBL) and intrapersonal intelligence with junior high school mathematics learning. BBL as a learning strategies and intrapersonal intelligence as an internal factors of students must be the main consideration in learning activities, including in this case mathematics learning. Learning is more directed at construction than instruction, which has implications for the role of teachers and students (Reigeluth and Carr-Chellman, 2009). Learning strategies concept is a various types of plans used by the teacher to achieve goals (Silver et al., 2012). In simple terms, this view states that learning strategies are ways to do something in achieving goals. Learning mathematics is learning about the concepts and structure of mathematics and looking for relationships between the two on the material being studied (Bruner, 2009). In the learning activities, learning materials must be adapted to the abilities and cognitive structures of students. Learning material must be related to the concepts that are already owned so that new ideas can be fully absorbed by students (Ausubel, 2012). Learning activities must be gradual, sequential and always based on past learning experiences.   Methodology This type of research is qualitative descriptive. The approach used is qualitative with descriptive methods and literature studies. Data collection uses documentation studies, observations, and interviews with teachers and students. Data collection was conducted in junior high school of SMP Assahil Lampung Timur in the 2018/2019 academic year. The mathematics teachers and students were included in this study as a respondents. In this study the data analysis used was quantitative descriptive and qualitative descriptive analysis. Quantitative descriptive analysis is used to present and analyze data relating to mathematics learning outcomes over the past three years. Qualitative descriptive analysis is used to interpret and analyze data regarding the learning process of mathematics that has taken place.   Results The study indicate that mathematics teachers have only used expository learning strategies in learning activities. The expository learning strategy is a form of teacher-centered learning approach. Mathematical learning outcomes are not satisfactory. The Mathematics learning is a learning process that involves active students building mathematical knowledge (Cobb, 2013). In mathematics learning there is a process of developing students' creativity to improve their abilities and beliefs in building knowledge and mastering good mathematics subject matter. The Characteristics of Brain Based Learning (BBL) emphasizes students to play an active role in building the concepts learned (Ulger, 2018). The steps in the BBL learning strategy include creating a learning environment that challenges students' thinking skills (regulated immersion), creates a relaxed learning environment, and creates actual and meaningful learning situations for students (active processing). Intrapersonal intelligence is self-knowledge as intelligence that involves self-awareness or self-sensitivity, thought processes, realizing changes that occur in oneself, involving skills of cooperation and communication both verbally and nonverbally (Alder, 2001). The characteristics of intrapersonal intelligence consist of three main aspects that can be used as benchmarks, namely recognizing oneself, knowing one's own desires, and knowing what is necessary for oneself.   Findings The results of data analysis, it was found that the learning activities that had taken place so far only used expository learning strategies. The teacher does not apply learning strategies that are in accordance with the internal factors of students in learning mathematics. The literature review show that there is a match between the characteristics of junior high school mathematics material, the characteristics of BBL learning strategies and the characteristics of intrapersonal intelligence. Therefore, the implementation of BBL learning strategies and intrapersonal intelligence in junior high school mathematics learning is very well done to improve student learning outcomes.   Acknowledgement This study was supported by Universitas Negeri Jakarta and SMP Assahil Lampung Timur, for which thanks to 1) Doctoral Program in Educational Technology, Postgraduate Program at Universitas Negeri Jakarta; 2) SMP Assahil Lampung Timur; 3) Prof. Dr. M. Syarif Sumantri, M.Pd. as the promoter and Prof. Dr. Nurdin Ibrahim, M.Pd. as the co. promoter who has provided guidance to the author.    


This study aims to examine the effectiveness of interactive entrepreneurship activity in mathematics learning towards students’ mastery in mathematics concepts. The objective is to look at the impact of implementing an active learning strategy combined with technology on mastery of mathematics concepts after engaging in a learning activity. The combination of technology in interactive learning and games kits in the form of interactive entrepreneurship activity has resulted in the innovation of learning strategies to enhance the learning interest, enjoyment and to influence the mastery of students' mathematics concepts. The effectiveness study of the strategy was conducted using an experimental study design that involved 109 students from 2 secondary schools who had participated in a 4-week mathematics learning treatment session. The experiment group was exposed to interactive entrepreneurship activity through the use of a learning kit while the control group followed conventional learning for a selected mathematics topic. Post-test were conducted to see differences in understanding and achievement of mathematics concepts for both groups of students. The results show that there is a significant difference between the mastery of mathematics concept of the experiment group students and the control group students. This shows that the integration of technology in learning activities has a positive impact on student learning. The implications of the study indicate that teachers need to constantly improve pedagogical knowledge based on current technological developments and improve teaching strategies in order to improve student competencies. The parties also need to provide the latest technology to improve the quality of education in line with global developments.


2020 ◽  
Vol 4 (2) ◽  
pp. 133
Author(s):  
Kadek Suryati ◽  
I Gede Adnyana

The research aims to describe the influence of telegram-assisted blended learning strategies on mathematics learning outcomes in terms of learning styles. This research is a quasi-experimental research using 2x3 factorial design. The respondents taken is the second semester students majoring in informatics engineering at the STMIK STIKOM Indonesia campus. The sampling procedure in this study was a random sampling technique that was started by carrying out the equivalency test of 4 classes taken using the one-way ANOVA test. After that randomly selected, two classes as an experimental class and two classes as a control class. To get instruments that have validity before use, questionnaires and tests are first tested and validated by experts who are experts in their fields. Normality and homogeneity tests are needed as a prerequisite before analyzing the data. The method used to analyze data is two-way ANOVA. The results showed that (1) student mathematics learning outcomes taught with telegram-assisted blended learning strategies were better than conventional mathematics learning outcomes of students taught, (2) the effect of telegraph-assisted blended learning strategies on student mathematics learning outcomes in learning styles. Based on the results of the research that has been carried out, it is recommended that further researchers or educators be able to develop a blended learning strategy as a way to convey learning material so that they can pay more attention to the learning styles of each student and can develop telegrams with more attractive features so that the telegram becomes one of online application for learning media.


2019 ◽  
Vol 8 (1) ◽  
Author(s):  
Indriyani Dhian Rachmadhani ◽  
Ardat Ardat

This study was aimed to: (1) find out the use of active learning strategies with Peer Tutor techniques in VIII class SMPN 20 Medan on mathematics subjects, (2) find out the learning outcomes of students taught using active learning strategies with peer tutors in VII I class SMP 20 Medan on mathematics subjects, and (3) find out the effect of active learning strategies with peer tutoring techniques on mathematics learning outcomes of students in class VIII SMP 20 Medan. This research is quantiative research. The population is all students of VIII class SMPN 20 Medan. Sample of this study is class VIII 3 as the experimental class and class VIII 2 as the control class with 30 students in each class. The instrument is used to determine student learning outcomes is a multiple choice test in the form of a pre test and post test that has been valid. The reliability of the test is 0.828. In this study, the normality test on the pre test data on the experimental class obtained L (0,122) < L table (0,161) and control class pre test data obtained L (0.091) < L table (0,161). Whereas the normality test on the post test data on the experimental class obtained L (0,091) < L table (0,161) and the control class post test data obtained L (0,122) < L table (0,161), which means that the pre-test and post-test data in the study sample had a normal distribution. In the homogeneity test the pre test data obtained F (1,821) < F table (1,859) and post test data obtained F (1,643) < F table (1,859 ), which means the pre test data and post test on the sample used in the study is homogeneous population. From the results of the calculation of the analysis of variance sig.  = 0,05, obtained t (2,030) > t table (1,672), so that Ho is rejected and Ha is accepted. The conclusion of this study explains that the mathematics learning outcomes of students who are taught with active learning learning strategies with peer tutoring techniques are better than the mathematics learning outcomes of students who are taught with conventional learning in VIII class SMP 20 Medan 2017-2018 Academic Year.


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