Student’s Statistical Literacy Skills (1980-2023): A Systematic Literature Review with Bibliometric Analysis

  • Febrinna Marchy Universitas Pendidikan Indonesia
  • Dadang Juandi Universitas Pendidikan Indonesia
Keywords: Statistical Literacy, bibliometric, vosviewer

Abstract

There have been demands to enhance the statistical literacy in the mathematics curriculum due to the vital role statistics plays in both everyday life and professional environments.The main purpose of this research is to investigate the heterogeneity and research landscape pertaining to students' statistical literacy skills.This research employs a systematic literature review approach combined with bibliometric analysis as the chosen methodology. Data obtained from the Scopus database which has been refined through the PRISM method. The results show that the publication trend has increased in recent years. Publications in 2017 had the most impact in this area. The United States of America is the most influential country in this study. Most of the research was conducted at the secondary school level and most were published in Q3 journals. The learning method most often used in research related to students' statistical literacy skills is project based learning. Information on research developments related to students' statistical literacy skills can serve as a valuable reference for future researchers. It is strongly advised for educators and researchers to conduct further investigations into the statistical literacy skills of students in Asia and Africa, particularly focusing on the primary school level.

References

Ariati, C., & Juandi, D. (2022). Kemampuan Penalaran Matematis: Systematic Literature Review. LEMMA: Letters Of Mathematics Education, 8(2), 61–75.

Aziz, A. M., & Rosli, R. (2021). A systematic literature review on developing students’ statistical literacy skills. Journal of Physics: Conference Series, 1806(1). https://doi.org/10.1088/1742-6596/1806/1/012102

Batanero, C., & Gea, M. M. (2020). Making Sense of Correlation and Regression. In V.-C. K.O., A.-B. A., L. J., W. L.-H., & W. T.-H. (Eds.), 1st International Congress on Education and Technology in Sciences, CISETC 2019: Vol. 1191 CCIS (pp. 22–35). Springer. https://doi.org/10.1007/978-3-030-45344-2_3

Budgett, S., & Pfannkuch, M. (2010). Assessing Students’ Statistical Literacy. Assessment Methods in Statistical Education: An International Perspective, 103–121. https://doi.org/10.1002/9780470710470.ch9

Budgett, S., & Rose, D. (2017). Developing statistical literacy in the final school year. Statistics Education Research Journal, 16(1), 139–162. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85021081649&partnerID=40&md5=7578ac28b9fbb0b2a75a7b1e1873bf21

Büscher, C. (2022). DESIGN PRINCIPLES FOR DEVELOPING STATISTICAL LITERACY IN MIDDLE SCHOOLS. Statistics Education Research Journal, 21(1). https://doi.org/10.52041/serj.v21i1.80

Callingham, R., & Watson, J. M. (2017). The development of statistical literacy at school. Statistics Education Research Journal, 16(1), 181–201. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85021048290&partnerID=40&md5=95b2b1f4b15f30f0b7af221263be69a1

Carel, G., & Juandi, D. (2023). STUDENT STATISTICAL LITERACY IN INDONESIA: SYSTEMATIC LITERATURE REVIEW. Proceedings International Conference on Education of Suryakancana 2023, 535–543.

Chick, H., & Pierce, R. (2013). The Statistical Literacy Needed to Interpret School Assessment Data. Mathematics Teacher Education & Development, 15(2), 1–19. http://search.ebscohost.com/login.aspx?direct=true&db=eric&AN=EJ1018712&site=ehost-live%5Cnhttp://search.ebscohost.com/login.aspx?direct=true&db=ehh&AN=94988608&site=ehost-live

Clair, K. S., & Chihara, L. (2012). Team-based learning in a statistical literacy class. Journal of Statistics Education, 20(1), 1–20. https://doi.org/10.1080/10691898.2012.11889633

Cronin, T., Sheppard, J., & de Wildt, G. (2013). Health-seeking behaviour for schistosomiasis: A systematic review of qualitative and quantitative literature. Pan African Medical Journal, 16, 1–9. https://doi.org/10.11604/pamj.2013.16.130.3078

De Souza Oliveira, F. J., & De Faria Reis, D. A. (2021). THE NEPSO AND OPINION EDUCATIVE SURVEY IN LATIN AMERICA: DISCUSSIONS ON STATISTICAL LITERACY IN THE PERSPECTIVE OF THIS APPROACH. Statistics Education Research Journal, 20(2). https://doi.org/10.52041/SERJ.V20I2.316

Delport, D. H. (2022). The development of statistical literacy among students: Analyzing messages in media articles with Gal’s worry questions. Teaching Statistics. https://doi.org/10.1111/test.12308

Donthu, N., Kumar, S., & Pattnaik, D. (2020). Forty-five years of Journal of Business Research: A bibliometric analysis. Journal of Business Research, 109(October 2019), 1–14. https://doi.org/10.1016/j.jbusres.2019.10.039

Farman. (2021). Students ’ Mathematical Creative Thinking : A Systematic Literature Review with Bibliometric Analysis. Journal of Mathematics Education, 7(2), 47–58. https://doi.org/10.31327/jme.v7i2.1846

Ferligoj, A. (2015). How to improve statistical literacy? Metodoloski Zvezki, 12(1), 1–10. https://doi.org/10.51936/xcxb9472

Gal, I. (2002). Adults ’ Statistical Literacy : Meanings , Components , Responsibilities. 70(1), 1–25.

Garfield, J. B., Ben-Zvi, D., Chance, B., Medina, E., Roseth, C., & Zieffler, A. (2008). The Discipline of Statistics Education. Developing Students’ Statistical Reasoning, 3–19. https://doi.org/10.1007/978-1-4020-8383-9_1

Gelman, A., Nolan, D., Men, A., Warmerdam, S., & Bautista, M. (1998). Student projects on statistical literacy and the media. American Statistician, 52(2), 160–166. https://doi.org/10.1080/00031305.1998.10480556

Gómez-Blancarte, A. L., Chávez, R. R., & Aguilar, R. D. C. (2021). A SURVEY OF THE TEACHING OF STATISTICAL LITERACY, REASONING AND THINKING: TEACHERS’ CLASSROOM PRACTICE IN MEXICAN HIGH SCHOOL EDUCATION. Statistics Education Research Journal, 20(2). https://doi.org/10.52041/SERJ.V20I2.397

Gonda, D., Pavlovičová, G., Ďuriš, V., & Tirpáková, A. (2022). Implementation of Pedagogical Research into Statistical Courses to Develop Students’ Statistical Literacy. Mathematics, 10(11). https://doi.org/10.3390/math10111793

Gould, R. (2017). Data literacy is statistical literacy. Statistics Education Research Journal, 16(1), 22–25. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85021114978&partnerID=40&md5=c59ce74c2ea324ee8eaedbc10bb6372f

Hahs-Vaughn, D. L., Acquaye, H., Griffith, M. D., Jo, H., Matthews, K., & Acharya, P. (2017). Statistical Literacy as a Function of Online Versus Hybrid Course Delivery Format for an Introductory Graduate Statistics Course. Journal of Statistics Education, 25(3), 112–121. https://doi.org/10.1080/10691898.2017.1370363

Hsu, J. L., Jones, A., Lin, J.-H., & Chen, Y.-R. (2022). Data visualization in introductory business statistics to strengthen students’ practical skills. Teaching Statistics, 44(1), 21–28. https://doi.org/10.1111/test.12291

Jones, J. S., & Goldring, J. E. (2017). Telling stories, landing planes and getting them moving - A holistic approach to developing students’ statistical literacy. Statistics Education Research Journal, 16(1), 102–119. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85021134218&partnerID=40&md5=e028435dada59bf58cf43e459573f9de

Juandi, D., & Tamur, M. (2020). Pengantar Analisis Meta. UPI Press.

Koga, S. (2022). Characteristics of statistical literacy skills from the perspective of critical thinking. Teaching Statistics, 44(2), 59–67. https://doi.org/10.1111/test.12302

Kokotsaki, D., Menzies, V., & Wiggins, A. (2014). Durham Research Online Woodlands. Critical Studies on Security, 2(2), 210–222.

Koparan, T. (2015). The effect of project-based learning on students’ statistical literacy. International Journal of Mathematical Education in Science and Technology, 46(5), 658–686.

Koparan, T., & Güven, B. (2015). The effect of project-based learning on students’ statistical literacy levels for data representation. International Journal of Mathematical Education in Science and Technology, 46(5), 658–686. https://doi.org/10.1080/0020739X.2014.995242

Lasater, R. S., Joseph, A.-C., & Cummiskey, K. (2023). Exploring a complex gender wage gap dataset: an introductory activity in identifying issues and data visualization. Teaching Statistics, 45(1), 14–21. https://doi.org/10.1111/test.12319

Leavy, A., & Hourigan, M. (2016). Crime scenes and mystery players! Using driving questions to support the development of statistical literacy. Teaching Statistics, 38(1), 29–35. https://doi.org/10.1111/test.12088

Liao, Y., & Lin, W.-H. (2016). Effects of matching multiple memory strategies with computer-assisted instruction on students’ statistics learning achievement. Eurasia Journal of Mathematics, Science and Technology Education, 12(12), 2921–2931. https://doi.org/10.12973/eurasia.2016.02313a

Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gøtzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009). The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: explanation and elaboration. BMJ (Clinical Research Ed.), 339. https://doi.org/10.1136/bmj.b2700

Mclaughlin, J. E., & Kang, I. (2017). A flipped classroom model for a biostatistics short course. Statistics Education Research Journal, 16(2), 441–453. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85036563703&partnerID=40&md5=b0a65ae6fc98150ad8ad9adf9065e1be

Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2009). Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. BMJ (Online), 339(7716), 332–336. https://doi.org/10.1136/bmj.b2535

Muhammad, I., Elmawati, Samosir, C. M., & Marchy, F. (2023). Bibliometric Analysis: Research on Articulate Storylines in Mathematics Learning. EduMa: Mathematics Education Learning And Teaching, 12(1), 77–87.

Muhammad, I., Marchy, F., Rusyid, H. K., & Dasari, D. (2022). Analisis Bibliometrik: Penelitian Augmented Reality Dalam Pendidikan Matematika. JIPM (Jurnal Ilmiah Pendidikan Matematika), 11(1), 141. https://doi.org/10.25273/jipm.v11i1.13818

Muhammad, I., Samosir, C. M., & Marchy, F. (2023). Bibliometric Analysis : Adobe Flash Cs6 Research in Mathematics Learning. Jurnal Pendidikan Matematika Indonesia, 8(1), 25–34.

North, D., Gal, I., & Zewotir, T. (2014). Building capacity for developing statistical literacy in a developing country: Lessons learned from an intervention. Statistics Education Research Journal, 13(2), 15–27. https://doi.org/10.52041/serj.v13i2.276

Odom, A. L., & Bell, C. V. (2017). Developing PK-12 preservice teachers’ skills for understanding data-driven instruction through inquiry learning. Journal of Statistics Education, 25(1), 29–37. https://doi.org/10.1080/10691898.2017.1288557

Schield, M. (1999). Statistical literacy: Thinking critically about statistics. Of Significance, 1(1), 15–20.

Schield, M. (2017). Gaise 2016 promotes statistical literacy. Statistics Education Research Journal, 16(1), 50–54. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85021143692&partnerID=40&md5=41adc81d037e33c10dd2993443b3e52a

Sharma, S. (2013). Developing statistical literacy with Year 9 students: A collaborative research project. Research in Mathematics Education, 15(2), 203–204. https://doi.org/10.1080/14794802.2013.797742

Sharma, S. (2017). Definitions and models of statistical literacy: a literature review. Open Review of Educational Research, 4(1), 118–133. https://doi.org/10.1080/23265507.2017.1354313

Singer, F. M., Nerida F, E., & Cai, J. (2015). Mathematical problem posing: From research to effective practice. Mathematical Problem Posing: From Research to Effective Practice, 1–569. https://doi.org/10.1007/978-1-4614-6258-3

Souza, L. O., Lopes, C. E., & Fitzallen, N. (2020). Creative insubordination in statistics teaching: Possibilities to go beyond statistical literacy. Statistics Education Research Journal, 19(1), 73–91. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85085509432&partnerID=40&md5=af789608700992a699497a6781d071e4

Sutherland, S., & Ridgway, J. (2017). Interactive visualisations and statistical literacy. Statistics Education Research Journal, 16(1), 26–30. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85021085703&partnerID=40&md5=1af1ea10560f5452165ea8e061845dbd

Towse, J., Davies, R., Ball, E., James, R., Gooding, B., & Ivory, M. (2022). LUSTRE: An Online Data Management and Student Project Resource. Journal of Statistics and Data Science Education, 30(3), 266–273. https://doi.org/10.1080/26939169.2022.2118645

Valentini, A. (2016). Promoting and assessing statistical literacy among university students. The case of tuscany. Electronic Journal of Applied Statistical Analysis, 9(4), 589–609. https://doi.org/10.1285/i20705948v9n4p589

Valentini, A., & Carbonara, M. (2016). Italian NSI for the school. A new project to promote statistical literacy in italian regions. Electronic Journal of Applied Statistical Analysis, 9(4), 716–735. https://doi.org/10.1285/i20705948v9n4p716

Weiland, T. (2017). Problematizing statistical literacy: An intersection of critical and statistical literacies. Educational Studies in Mathematics, 96(1), 33–47. https://doi.org/10.1007/s10649-017-9764-5

Weiland, T., & Sundrani, A. (2022). Opportunities for K-8 Students to Learn Statistics Created by States’ Standards in the United States. Journal of Statistics and Data Science Education, 30(2), 165–178. https://doi.org/10.1080/26939169.2022.2075814

Yuniawatika, Y. (2018). Statistical Literacy and its Urgency for Students. 269(CoEMA), 170–173. https://doi.org/10.2991/coema-18.2018.41

Yunita, Y., Juandi, D., Kusumah, Y. S., & Suhendra, S. (2021). The effectiveness of the Project-Based Learning (PjBL) model in students’ mathematical ability: A systematic literature review. Journal of Physics: Conference Series, 1882(1). https://doi.org/10.1088/1742-6596/1882/1/012080

Published
2023-06-12
How to Cite
Marchy, F., & Juandi, D. (2023). Student’s Statistical Literacy Skills (1980-2023): A Systematic Literature Review with Bibliometric Analysis. Journal of Education and Learning Mathematics Research (JELMaR), 4(1), 31-45. https://doi.org/10.37303/jelmar.v4i1.105
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Articles