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Analysis of the Relationship Between Concept Mastery and Problem-Solving Skills of Pre-Service Biology Teachers in Human Physiology Courses

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Abstract

21st century learning focuses on problem-solving skills. A higher level of education requires an understanding of a more systematic concept to elaborate problems. Problem-solving skill is one of the fundamental cognitive processes. It involves higher order thinking to discover solutions or ideas. This research aims to analyze the relationship between concept mastery and problem-solving skill of pre-service biology teacher in human physiology courses. This is descriptive correlational research conducted in Sulthan Thaha Saifuddin State Islamic University Jambi. The sample was selected using the purposive sampling technique. Respondents in this study were 33 students in semester VI. The instrument used in the study was an essay test of concept mastery integrated with problem-solving. The results showed that the average scores of the students' concept mastery and problem-solving were 56.8 and 58.0, respectively. Both included in the poor category. It also showed that there was a relationship between students' concept mastery and problem-solving skill. The correlation value was 0.76, with a significance value of p0.05; therefore, it included in the strong category.

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... Research has shown that some students fail to put into practice step (i), as they do not interpret the problem statement properly (Amanda et al., 2021;Maries & Singh, 2023;Silva et al., 2013) or are unable to understand the problem request (Ogunleye, 2009;Reddy & Panacharoensawad, 2017;Saka et al., 2024) or to extract information from it (Broman et al., 2018;Maries & Singh, 2023). These failures interfere with the next steps and may lead to unintended results. ...
... In addition, two key steps of the general problem-solving strategy described in Section 1 were not present in the problem-solving processes of the PPSTs, as shown in the previous section. As in other studies (Amanda et al., 2021), these steps were the first (qualitative analysis of the problem) and the last (critical analysis of the solution) ones. They were identified (Pozo et al., 1995;Torregrosa, 1987) as problematic because of the types of problems that students are usually asked to solve in school. ...
... The structure of school problems may lead to success without a careful analysis of the problem statement (Salta & Tzougraki, 2010). Success in similar conditions is not possible with ill-structured and contextualized problems, which research (Amanda et al., 2021;Maries & Singh, 2023;Silva et al., 2013) shows are challenging for problem solvers to interpret. The absence of a critical analysis of the solution was reported in the literature (Maries & Singh, 2023;Silva et al., 2013) as a reason for incomplete problemsolving. ...
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... Concept mastery is related to the cognitive process of each individual. Concept mastery is the ability to understand, understand, and apply knowledge about certain concepts in various situations to solve problems or explain phenomena (Amanda et al., 2021). The levels of cognitive processes according to the revised version of Bloom's taxonomy in Krathwohl (2002) are remembering (C1), understanding (C2), applying (C3), analyzing (C4), evaluating (C5), and creating (C6). ...
... Concept mastery is very useful in the process of finding the right solution to problem solving with various scientific considerations (Jena & Panda, 2017). The results of research by Amanda et al. (2021) also stated that there is a significant relationship between concept mastery and problem solving. Problem solving skills can help students overcome everyday problems (Yuliana et al., 2020). ...
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... Conceptual understanding is essential for students to excel because it lays the groundwork for developing more advanced cognitive skills, such as analytical thinking and problem-solving abilities [1]- [6]. Furthermore, it is often perceived to improve as a person gains more knowledge than before. ...
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span lang="EN-US">This study aimed to test the validity, reliability, and difficulty level of items developed based on the Frayer model and detect conceptual understanding of high school students in biology evolution. The test method evaluated 35 multiple-choice questions on evolution for 55 high school students. Rasch analysis was performed to assess the validity, reliability, difficulty level of items, and students’ ability level. Two experts empirically tested and analyzed the validity of the items. The assessment developed was discovered to be valid based on expert and empirical analyses. Furthermore, the construct validity test indicated that only two of the 35 questions were deemed invalid. The assessment exhibited reliability with an item reliability score of 0.92. The item difficulty levels were equally spread across the normal curve, encompassing questions ranging from very difficult to very easy categories, as depicted in the variable map. After analyzing the map, it was observed that variations in students’ proficiency levels at answering questions were evident, indicating diverse levels of ability. Students performed well in handling formal and superordinate-subordinate level questions. However, their performance differed when dealing with identity and principle-level concepts.</span
... Several previous studies on problem-solving skills have shown that problem-solving skills in 33 students at Suthan Thaha Saifuddin University are relatively low with a percentage of 58%, this is because students have not been able to analyze the problems presented so the solutions given are less logical and cannot be applied in everyday life (Amanda et al., 2021). Armaǧan et al., (2009) showed that many higher education students have weaknesses in problem-solving skills. ...
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One of the efforts to train and improve problem-solving skills is by developing teaching materials in the form of e-pub-based e-modules that contain problem-based learning. This research aims to produce e-modules based on e-pub plant structure and development that are valid, practical, and effective. The development of teaching materials follows the ADDIE instructional design model. The instruments used were e-pub-based e-module validation sheets by expert lecturers as well as student response questionnaires and pretest-posttest scores of problem-solving skills analyzed using the One Way Ancova test. The results of research and development showed that the acquisition of validation scores by teaching material experts was 100%, material experts were 100%, education practitioners were 99%, student response results were 87.05% and effectiveness results were 0.009<0.05 so the use of e-pub-based e-modules was effective in the learning process. The conclusion of the study is that the epub-based e-module is very valid, very practical, and effective as a teaching material that can be used by students in learning.
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... A significant connection between concept mastery and problem-solving was highlighted by Amanda, Sumitro, Lestari, & Ibrohim (2021). This finding underlines the importance of a strong grasp of foundational concepts for effective problem-solving. ...
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This study aims to investigate the effect of STEM-EDP on students' concept mastery in thermal energy and heat transfer topic. Employing a quasi-experimental design, the study incorporates pretest and posttest across both an experiment class and a control class. The Experimental class using the STEM-EDP while control class using the conventional as the learning approach. The study encompasses 35 seventh-grade students for each class from one of Junior High School in Bandung, Indonesia. The instruments include an objective test that spans cognitive levels from C1 to C5 based on the Bloom Taxonomy. The result shows that there are significant differences between experimental and control class in both concept mastery. This is evident from the p-values of 0.03 in independent t-test results for concept mastery. In terms of improvement, the N-Gain of experiment class for concept mastery stands at 0.22, characterizing a low improvement. While, the N-gain of control class is 0.08, also characterizing as a low improvement. In light of these outcomes, it is reasonable to consider STEM-EDP as a valuable pedagogical approach within Junior High School in fostering a deeper understanding of scientific concepts especially in thermal energy and heat transfer topic.
... Based on the description above, we can conclude that problem-solving skills being the most complex intellectual functions, including thinking and reasoning, metacognitive skills, and critical thinking (Amanda, 2021). Therefore, teachers need to know how students process a problem through various processes that students do in solving a problem. ...
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... These skills in terms of the new abilities students should be able to do surpass the basic skill and knowledge expectations of the past, especially when considering the implementation of new technologies (Guaman-Quintanilla et al., 2023). Problem solving ability is an ability that is considered important for prospective teachers in the 21st century (Amanda et al., 2021). Problem solving skills are also important for one's survival and success in the future (Mahanal et al., 2022). ...
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... Pernyataan serupa terdapat pada kajian English (2016) dimana pemberdayaan literasi digital bisa dilakukan melalui inisiatif pendidik untuk mengajar peserta didik dengan memanfaatkan kompetensi digital dalam memecahkan masalah yang kompleks, pemberian akses ke teknologi, dan meningkatkan pedagogi melalui penggunaan teknologi. Kegiatan dan pengalaman belajar yang meningkatkan kemampuan berpikir peserta didik dalam mengatasi masalah (Amanda et al., 2021) dimana pemberdayaan literasi digital dalam pembelajaran dapat menjadi jawaban dalam mengupayakan peningkatan penguasaan konsep. ...
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In the last decade studies on the notion of complex thinking have proliferated and there are several authors who propose the need of promoting it through educational systems; However, there is a lack of operational conceptualization allowing the development of instruments, tasks or evaluation systems for observation or measurement, especially from the conceptual perspectives developed by Edgar Morin and Mathew Lipman, considered the most relevant and referenced notions in the educational field. In this sense, this study aims to develop a conceptual model with the operational definitions of skills and/or cognitive processes of complex thinking. To accomplish this, the main proposed conceptualizations and the approach to their processes from the cognitive sciences were reviewed. Therefore, a new conceptualization for complex thinking is proposed through a process of synthesis and conjugation of different conceptual perspectives.
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In the past few decades, mathematical models based on dynamical systems theory have provided new insight into diverse biological systems. In this review, we ask whether the recent success of machine learning techniques for large-scale biological data analysis provides a complementary or competing approach to more traditional modeling approaches. Recent applications of machine learning to the problem of learning biological dynamics in diverse systems range from neuroscience to animal behavior. We compare the underlying mechanisms and limitations of traditional dynamical models with those of machine learning models. We highlight the unique role that traditional modeling has played in providing predictive insight into biological systems, and propose several avenues for bridging traditional dynamical systems theory with large-scale analysis enabled by machine learning.
Conference Paper
Data from PISA and TIMSS shows that the literacy ability of students in Indonesia is still lacking. Based on this, the literacy ability of junior high school students needs to be improved and measured. Scientific literacy assessment can be focused on two dimensions, namely the content dimension and the cognitive dimension. The purpose of this study was to determine the correlation between the dimensions of content and cognitive dimensions. This type of correlational research with the ability variable dimensions content (x) and cognitive dimension capabilities (y). The study involved 76 of VII grade students of a SMP (Junio High School) in Malang. Data were collected using a writing test. The results show (1) there is a positive relationship between the ability of the dimensions of content with the ability of the cognitive dimensions, (2) there is a positive relationship between the ability of the dimensions of content with the ability to: a) use knowledge or concepts in a meaningful way, b) identify problems, c) analyze and evaluate data or events, d) design investigations, e) use and manipulate tools.
Article
The purpose of this study is to explore the impact of problem solving instruction on 126 middle school students' learning of physical science in terms of their scientific knowledge, scientific concept dependent reasoning and problem solving ability. This study used a quasi-experiment with one factorial design of instructional approaches (problem solving and traditional hands-on learning). Sixty-one students participated in problem solving while sixty-five students participated in traditional hands-on learning. Results indicate that the problem solving group significantly outperformed the traditional hands-on learning group for both immediate and retaining effect, regardless of scientific knowledge, scientific concept dependent reasoning and scientific problem solving abilities. The regression results also indicated that the scientific concept dependent reasoning test is the best predictor for scientific problem solving ability, followed by scientific knowledge itself. Our study demonstrates that students' scientific knowledge, reasoning and problem solving all are successfully improved after receiving six weeks scientific problem solving.
Chapter
From all the difficulties students have while trying to understand physics , the ones with mathematics are of the more remarkable, at least for physics teachers. Although the problem is explicit, its solution becomes complex due to the lack of clarity about the characteristics of the relationship between maths and physics. If for the teacher these relationships are unclear, it is probable that their students will not realize their character and assume a naive attitude, believing that knowing the equation and how to resolve it will result in success in solving physics problems, forgetting the conceptual part. We investigated how these relationships were perceived by two consecutive groups of undergraduate students in a physics degree that educate high school physics teachers and how this way of understanding is reflected in their conceptual learning and their attitudes when they are asked to resolve problems of thermodynamics. We will discuss how their perceptions would influence their teaching in middle school.
Article
This study aimed to explore a collaborative problem solving case using social media and an e-collaboration tool, and analyze its educational implications in a qualitative research method. For achieving the research goal, a case study was conducted in a middle school class. Two rounds of one-to-one interviews witha teacher and written interviews withstudents were conducted. In addition, relevant class resources and the students’ final reports were also collected as data. It was shown that using social media and an e-collaboration tool could encourage students’ scientific inquiries and enhance problem solving skills as well as set up a healthy communication culture among teachers and students.
Article
In recent years, social networking services (SNSs), for example, Facebook, have shown exponential growth in their number of users. Witnessing the popularity of these SNSs, educational researchers have also explored the potential educational value of using SNSs. Despite the few studies that have investigated learners’ attitudes toward and the effects of incorporating SNSs in class, limited attention has been paid to examining learners’ knowledge and cognitive processes involved in online discussions using SNSs. Although general public interest in life-long learning has been gradually increasing, relatively little attention has been devoted to exploring the application of SNSs in adult and continuing education programs.
Studentsr Metacognitive Thinking Process in Solving Covalent Bonding Problem Based on Academic Ability Level
  • H Aliyah
  • E Erman
  • B Sugiarto
Aliyah, H., Erman, E., & Sugiarto, B. 2018. Studentsr Metacognitive Thinking Process in Solving Covalent Bonding Problem Based on Academic Ability Level. Advances in Intelligent Systems Research (AISR), 157:18-21. https://doi.org/10.2991/miseic-18.2018.5
Student's Perceived Level and Teachers' Teaching Strategies of Higher Order Thinking Skills; A Study on Higher Educational Institutions in Thailand
  • A P Dungsungnoen
Dungsungnoen, A.P. 2016. Student's Perceived Level and Teachers' Teaching Strategies of Higher Order Thinking Skills; A Study on Higher Educational Institutions in Thailand. Journal of Education and Practice, 7(12):211-219.
Pengembangan Petunjuk Praktikum Berorientasi Pemecahan Masalah Sebagai Sarana Berlatih Keterampilan Proses Dan Hasil Belajar Mahasiswa IPA Universitas Wiraraja
  • D A Fajarianingtyas
  • J N Hidayat
Fajarianingtyas, D.A. & Hidayat, J.N. 2020. Pengembangan Petunjuk Praktikum Berorientasi Pemecahan Masalah Sebagai Sarana Berlatih Keterampilan Proses Dan Hasil Belajar Mahasiswa IPA Universitas Wiraraja. Jurnal Pendidikan Sains Indonesia, 8(2): 152-163. https://doi.org/10.24815/jpsi.v8i1.15515
Analysis of Developing 21st Century Competencies Through Problem Solving in Fiji Primary Mathematics Education
  • T Joweli
Joweli, T. 2018. Analysis of Developing 21st Century Competencies Through Problem Solving in Fiji Primary Mathematics Education. NUE Journal of International Educational Cooperation, 12:141-150.