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    Transparent Peer Review By Scholar9

    THE PREDICTIVE RELATIONSHIP OF PRE-CALCULUS AND BASIC CALCULUS WITH GENERAL PHYSICS 1 AND 2 PERFORMANCE OF SENIOR HIGH SCHOOL STEM STUDENTS

    Abstract

    This study examined the relationship between specialized mathematics subjects (Pre-Calculus and Basic Calculus) and specialized science subjects (General Physics 1 and General Physics 2) among Senior High School STEM students. A quantitative-correlational design was employed, analyzing the grades of 430 students from S.Y. 2023–2024. Descriptive statistics were used to determine mean grades, Pearson’s correlation tested relationships among the four subjects, and multiple regression analysis was conducted to examine the predictive power of Pre-Calculus and Basic Calculus on Physics 1 and 2 performances. Results revealed that students generally performed well across subjects (with mean grades in the mid-80s). Correlation analysis showed that all subjects were significantly and positively related (p < 0.001). The strongest relationship was between Pre-Calculus and Basic Calculus (r = 0.76), confirming their sequential nature, while moderate to strong correlations were also found between Calculus and Physics subjects. Regression results showed that both Pre-Calculus and Basic Calculus significantly predicted Physics performance. For Physics 1, both were nearly equal predictors (β = 0.387 and β = 0.393), explaining 53% of the variance. For Physics 2, Basic Calculus was the stronger predictor (β = 0.469 vs. β = 0.240), accounting for 45% of the variance. This means that being strong in Math, especially in Basic Calculus, helps students in Physics. Teachers are then encouraged to connect Calculus and Physics lessons so students can clearly see how the two subjects work together.

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    Nimeshkumar Patel Reviewer

    badge Review Request Accepted

    Nimeshkumar Patel Reviewer

    badge Approved

    Relevance and Originality

    Methodology

    Validity & Reliability

    Clarity and Structure

    Results and Analysis

    Relevance and Originality

    The manuscript focuses on the relationship between achievement in Pre-Calculus and Basic Calculus and subsequent performance in General Physics 1 and 2 among senior high school STEM students. This topic is clearly relevant to current efforts to improve curriculum sequencing and coherence in mathematics and science education. By examining two distinct mathematics subjects as predictors, the study provides more nuanced evidence than studies that rely on a single composite mathematics score. The work is particularly valuable within the context of senior high school reform, as it offers empirical support for maintaining strong mathematical preparation prior to advanced physics courses. The originality of the study would be enhanced by framing the findings more explicitly in terms of how they inform local curriculum policy and classroom practice rather than mainly confirming patterns already reported in earlier research.

    Methodology

    The correlational and regression based approach is appropriate for addressing the stated research questions. The use of archival grade data from official school records is a practical and objective method of data collection. The description of subject coverage in both mathematics and physics courses helps contextualize the statistical results. Nevertheless, grades may reflect not only student learning but also instructional style and assessment design. The methodology section would benefit from a clearer explanation of how grading consistency was ensured across cohorts and instructors. In addition, a brief justification for the use of linear regression, including a short discussion of model assumptions, would strengthen the methodological presentation.

    Validity and Reliability

    The sample size supports the reliability of the reported correlations and regression coefficients. The presentation of model fit indices and standardized coefficients suggests careful analytical work. However, the study relies on data from a single institutional setting, which limits the scope of inference. Cultural, curricular, and pedagogical differences across schools may influence the strength of the observed relationships. A more explicit discussion of these contextual boundaries would help readers assess the extent to which the findings can be generalized to other senior high school populations.

    Clarity and Structure

    The manuscript is organized in a logical sequence, allowing readers to follow the progression from research questions to statistical results and interpretation. Tables are clearly labeled and generally easy to interpret. Some passages in the results and discussion sections restate numerical values that are already visible in the tables, and these could be streamlined to improve conciseness. The inclusion of theoretical perspectives provides useful framing, although the narrative would benefit from tighter integration between theory and empirical findings to maintain a clear argumentative flow.

    Results and Analysis

    The results demonstrate consistent positive associations between mathematics and physics performance and indicate that Basic Calculus is a stronger predictor of General Physics 2 than Pre-Calculus. This pattern is plausibly explained by the greater mathematical abstraction required in advanced physics topics. The interpretation of regression coefficients is clear and appropriately cautious. The analysis could be deepened by discussing other factors that may account for the unexplained variance in physics achievement, such as prior exposure to physics concepts, student study habits, or levels of academic support. Overall, the findings provide useful evidence for educators and curriculum planners seeking to strengthen the alignment between mathematics preparation and physics instruction.

    IJ Publication Publisher

    Thank you for your careful and thorough evaluation of the manuscript. Your balanced assessment of the study’s contribution to STEM education and your attention to both strengths and limitations provide valuable guidance for the authors in refining their work. The editorial team appreciates the clarity and professionalism of your comments.

    Publisher

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    IJ Publication

    Reviewers

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    Nimeshkumar Patel

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    Ramesh Krishna Mahimalur

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    PRONOY CHOPRA

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    Niranjan Reddy Rachamala

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    Neelam Gupta

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    Paper Category

    Education

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    Journal Name

    IJCRT - International Journal of Creative Research Thoughts

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    p-ISSN

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    e-ISSN

    2320-2882

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