The Mathematical Thinking Profiles Of Junior High School Students At SMP Negeri 1 Sukadana In Solving Higher Order Thinking Skills (HOTS) Problems On Statistics
Abstract
Abstract: Mathematical thinking is a critical cognitive skill that enables students to interpret, analyze, evaluate, and draw conclusions when solving mathematical problems, particularly those demanding higher-order reasoning. In statistics learning at the junior high school level, students commonly show considerable variation in their mathematical thinking processes, especially when interpreting statistical data and determining appropriate solving strategies for Higher Order Thinking Skills (HOTS) problems. This study aimed to analyze the mathematical thinking profile of eighth-grade students at SMP Negeri 1 Sukadana in solving HOTS problems on statistics, focusing on their ability to identify given and asked information, select relevant concepts or formulas, arrange systematic solution steps, and verify and conclude their answers. A qualitative descriptive method with a case study design was used. Data were collected through diagnostic tests and in-depth interviews with six students purposively selected from class VIII G, representing high, moderate, and low mathematical-ability categories (two students per category); the test instrument was validated by two mathematics education lecturers and one subject teacher, and data credibility was ensured through triangulation. The results showed distinct differences in mathematical thinking profiles across ability levels. High-ability students accurately identified problem information, selected correct concepts, constructed systematic and logical solution steps, and consistently verified their answers. Moderate-ability students understood most of the given information but had difficulty fully interpreting the problem and made minor procedural errors. Low-ability students frequently failed to identify complete information, applied incorrect concepts, made computational errors, and rarely re-checked their final answers. Overall, the findings indicate that the higher a student's mathematical ability, the more systematic and complete their thinking process in understanding, planning, executing, and evaluating solutions to statistics-based HOTS problems. These findings suggest that teachers should strengthen contextual, story-based problem practice, habituate systematic solution-writing, and emphasize answer-checking strategies to improve students' higher-order mathematical thinking in statistics..
Downloads
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Jurnal Inovasi Pendidikan dan Pengajaran (JIPP)

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
In submitting the manuscript to the journal, the authors certify that:
- They are authorized by their co-authors to enter into these arrangements.
- The work described has not been formally published before, except in the form of an abstract or as part of a published lecture, review, thesis, or overlay journal. Please also carefully read Jurnal Inovasi Pendidikan dan Pengajaran (JIPP) Posting Your Article Policy at https://journal.ikippgriptk.ac.id/index.php/JIPP/about/submissions#onlineSubmissions
- That it is not under consideration for publication elsewhere,
- That its publication has been approved by all the author(s) and by the responsible authorities – tacitly or explicitly – of the institutes where the work has been carried out.
- They secure the right to reproduce any material that has already been published or copyrighted elsewhere.
- They agree to the following license and copyright agreement.
Copyright
Authors who publish with Jurnal Pendidikan Informatika dan Sains agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License (CC BY-SA 4.0) that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.
Download: 2




