Penelitian Korelasional Dan Kausalitas: Pengertian, Proses Dasar, Ragam, Dan Desain Penelitian Korelasional, Analisis Dan Interpretasi Data

Authors

  • Basri saenong Kanwil kemenag provinsi Sulawesi Utara Author
  • Umar suleman UIN Alauddin Makassar Author
  • Ulfiani rahman UIN Alauddin Makassar Author

Keywords:

Correlational research, Causality, Research design, Data analysis, Statistical interpretation

Abstract

Correlational and causal research are two fundamental approaches widely used in social and educational research to understand relationships among variables. Correlational research focuses on identifying the strength and direction of relationships between two or more variables without manipulating them, whereas causal research aims to determine whether changes in one variable directly cause changes in another. This paper discusses the definition, basic processes, types, and designs of correlational research, as well as data analysis and interpretation in relation to causality. Using a literature-based approach, the study examines key concepts of correlational research, including simple, partial, and multiple correlations, along with common research designs such as cross-sectional, longitudinal, and predictive studies. The discussion highlights the importance of appropriate statistical techniques, careful interpretation of results, and awareness of confounding variables. The findings emphasize that correlation does not necessarily imply causation and that stronger research designs are required to establish causal relationships. This study provides a conceptual foundation for researchers in designing valid, reliable, and methodologically sound studies in social and educational contexts.

Downloads

Download data is not yet available.

References

Babbie, E. (2017). The basics of social research. Cengage Learning.

Baker, R. (2016). Educational data mining: A review of the state of the art. Journal of Educational Data Mining, 8(1), 1–27.

Bollen, K. A. (1989). Structural equations with latent variables. Wiley.

Bowers, A. A., & Lutz, K. (2018). Technology use and student motivation: A correlational study. Journal of Educational Technology, 15(3), 45–58.

Brown, A. (2022). Understanding correlation and causation in social research. Journal of Social Science Research, 45(3), 123–135.

Campbell, D. T., & Stanley, J. C. (1963). Experimental and quasi-experimental designs for research. Houghton Mifflin Company.

Chen, L. (2020). Longitudinal studies on physical activity and mental health. Journal of Health Psychology, 25(3), 345–360.

Cohen, J., Cohen, P., West, S. G., & Aiken, L. S. (2003). Applied multiple regression/correlation analysis for the behavioral sciences (3rd ed.). Routledge.

Creswell, J. W. (2014). Research design: Qualitative, quantitative, and mixed methods approaches (4th ed.). Sage Publications.

Field, A. (2013). Discovering statistics using IBM SPSS statistics (4th ed.). Sage Publications.

Fraenkel, J. R., & Wallen, N. E. (2015). How to design and evaluate research in education (9th ed.). McGraw-Hill Education.

Garcia, M., & Chen, L. (2023). Leadership styles and employee performance: A correlational study. International Journal of Business Management, 12(4), 45–60.

Garcia, M., & Martinez, R. (2022). Statistical assumptions in research: A critical review. International Journal of Research Methodology, 15(2), 123–135.

Gay, L. R., & Airasian, P. (2000). Educational research: Competencies for analysis and applications (6th ed.). Prentice Hall.

Ghasemi, A., & Zahediasl, S. (2012). Normality tests for statistical analysis: A guide for non-statisticians. International Journal of Endocrinology and Metabolism, 10(2), 486–489.

Hair, J. F., Anderson, R. E., Babin, B. J., & Black, W. C. (2014). Multivariate data analysis (7th ed.). Pearson Education.

Hattie, J. (2009). Visible learning: A synthesis of over 800 meta-analyses relating to achievement. Routledge.

Hingson, R., & Compton, R. (2006). Alcohol and highway safety: A review of the state of the science. National Highway Traffic Safety Administration.

Johnson, A., & Lee, K. (2022). The role of confounding variables in correlational research. Social Science Research, 50(1), 67–78.

Johnson, D. W., & Lee, K. (2021). Active learning strategies and student achievement: A correlational study. Educational Research Review, 16, 123–135.

Johnson, R. (2024). The impact of stress on work performance: A partial correlation analysis. Journal of Occupational Health Psychology, 29(2), 78–89.

Lee, S. (2023). Technology in education: Correlation with student achievement. Educational Technology Research and Development, 71(1), 15–30.

Shadish, W. R., Cook, T. D., & Campbell, D. T. (2002). Experimental and quasi-experimental designs for generalized causal inference. Houghton Mifflin.

Slavin, R. E. (2015). Educational psychology: Theory and practice (11th ed.). Pearson.

Smith, J., & Jones, T. (2021). Education and income: A correlational study. Economic Research Journal, 34(2), 200–215.

Smith, J., Brown, T., & Jones, R. (2020). The relationship between education level and income: A correlational study. Journal of Economic Perspectives, 34(2), 35–50.

Smith, J., Brown, T., & Wilson, R. (2021). Education and income: A correlational study. Educational Research Review, 12(4), 456–472.

Thompson, G. (2023). Misinterpretations of p-values in research. Statistics in Medicine.

Thompson, R. (2023). Social support and mental health: Exploring interaction effects. Journal of Health Psychology, 28(5), 543–558.

Wang, Y., & Wang, Y. (2019). The impact of stress on academic performance: A correlational study. International Journal of Educational Research, 95, 102–110.

Zhao, Y., Zhang, Y., & Liu, H. (2021). The influence of technology on student motivation: A correlational analysis. Journal of Educational Technology Systems, 50(4), 505–520.

Downloads

Published

2025-12-21

How to Cite

Penelitian Korelasional Dan Kausalitas: Pengertian, Proses Dasar, Ragam, Dan Desain Penelitian Korelasional, Analisis Dan Interpretasi Data. (2025). Advances In Education Journal , 2(3), 1732-1742. https://journal.al-afif.org/index.php/aej/article/view/612

Similar Articles

21-30 of 293

You may also start an advanced similarity search for this article.