Statistical literacy level of mathematics education students: Challenges and recommendations for competency improvement

  • Azis Azis Mathematics Education, Universitas Pendidikan Indonesia, West Java 40154, Indonesia
  • Jarnawi Afgani Dahlan Mathematics Education, Universitas Pendidikan Indonesia, West Java 40154, Indonesia
Keywords: Literacy Skills, Mathematics Education, Statistical Literacy

Abstract

An essential part of statistical literacy is a person's fundamental ability to read, understand, interpret, compile, represent, process, and critically evaluate statistical information. In addition, the ability to interpret and communicate the data that has been obtained is also part of statistical literacy. This study aims to analyze students' statistical literacy level and the challenges faced in statistical literacy and provide recommendations for improving competence. The study used a quantitative approach with an online survey involving mathematics education students. Data collection used a researcher-developed survey instrument, which was used consisting of 15 items covering essential, intermediate, and upper competencies. The population was students of the Mathematics Education study program. The sample was selected using a purposive sampling technique based on the criteria of students who have taken statistics courses. The survey was administered online. The results showed that the students' statistical literacy level was in the low category. Students have difficulty understanding the basic concepts of statistics in essential competencies, interpreting data in intermediate competencies, and communicating statistically in upper competencies. This challenge is influenced by low motivation and interest in learning. These findings suggest several strategies to improve statistical literacy competencies, including developing a more effective curriculum, increasing learning motivation, and strengthening basic math skills. Implementing these recommendations is expected to enhance the quality of statistics learning in the Mathematics Education study program and produce mathematics educators who are competent in statistical literacy.

Downloads

Download data is not yet available.

References

Andriatna, R., & Kurniawati, I. (2021). Analisis level literasi statistik mahasiswa calon guru matematika [Analysis of statistical literacy levels of prospective mathematics teacher students]. Transformasi : Jurnal Pendidikan Matematika Dan Matematika, 5(2), 619-632. https://doi.org/10.36526/tr.v5i2.1497

Andriatna, R., Kurniawati, I., & Wulandari, A. N. (2021). Profil kemampuan literasi statistik mahasiswa calon guru matematika [Profile of statistical literacy skills of prospective mathematics teacher students]. FIBONACCI: Jurnal Pendidikan Matematika Dan Matematika, 7(1), 19-28. https://doi.org/10.24853/fbc.7.1.19-28

Apino, E., Retnawati, H., Purbani, W., & Hidayati, K. (2024). The statistical literacy of mathematics education students: An investigation on understanding the margin of error. TEM Journal, 13(1), 293-302. https://doi.org/10.18421/TEM131-31

Apriani, M. S. (2018). Jenis-jenis kesalahan dalam menyelesaikan masalah statistika inferensia pada mahasiswa program studi pendidikan biologi 2014/2015 [Types of errors in solving inferential statistical problems in biology education study program students 2014/2015]. In PRISMA, Prosiding Seminar Nasional Matematika, 204-212. https://journal.unnes.ac.id/sju/prisma/article/view/21621

Azis, A. (2020). Analisis kemampuan dasar statistik mahasiswa pada awal mata kuliah statistik matematika [Analysis of students' basic statistical abilities at the beginning of the mathematical statistics course]. Jurnal Akademik Pendidikan Matematika, 6(1), 64–74. https://doi.org/10.31219/osf.io/9a5ms

Bal, N., & Seckin Kapucu, M. (2022). The effect of realistic mathematics education activities applied in secondary school 7th grade mathematics education on the development of life skills. The Eurasia Proceedings of Educational and Social Sciences, 25(1), 113-122. https://doi.org/10.55549/epess.1218207

Batanero, C., Burrill, G., & Reading, C. (2011). Teaching statistics in school mathematics-challenges for teaching and teacher education. Teaching Statistics in School MathematicsChallenges for Teaching and Teacher Education A Joint ICMIIASE Study, 14(January). https://doi.org/10.1007/978-94-007-1131-0

Ben-Zvi, D., & Garfield, J. (2004). Statistical literacy, reasoning, and thinking: Goals, definitions, and challenges. In The Challenge of Developing Statistical Literacy, Reasoning and Thinking. https://doi.org/10.1007/1-4020-2278-6_1

Budgett, S., & Rose, D. (2017). Developing statistical literacy in the final school year. Statistics Education Research Journal, 16(1), 139-162. https://doi.org/10.52041/serj.v16i1.221

Çakıroğlu, Ü., & Güler, M. (2021). Enhancing statistical literacy skills through real-life activities enriched with gamification elements: An experimental study. E-Learning and Digital Media, 18(5), 441-459. https://doi.org/10.1177/2042753020987016

Callingham, R., & Watson, J. (2023). Statistics education research at the school level in Australia and New Zealand: A 30-year journey. Mathematics Education Research Journal, 36(1), 91-122. https://doi.org/10.1007/s13394-023-00470-0

Carmichael, C., Callingham, R., Watson, J., & Hay, I. (2009). Factors influencing the development of middle school students’ interest in statistical literacy. Statistics Education Research Journal, 8(1), 62–81. https://doi.org/https://doi.org/10.52041/serj.v8i1.459

Chick, H., & Pierce, R. (2013). Mathematics teacher education and development the statistical literacy needed to interpret school assessment data the need for statistical literacy. Mathematics Teacher Education and Development, 15(2), 5-26. https://eric.ed.gov/?id=EJ1018712

Cohen, L., Manion, L., & Morrison, K. (2017). Research methods in education. In Research Methods in Education. https://doi.org/10.4324/9781315456539

Connell, L., Finn, Y., Dunne, R., & Sixsmith, J. (2022). Health literacy education programs developed for qualified health professionals: a scoping review protocol. In HRB Open Research, 13(3), 1-10. https://doi.org/10.12688/hrbopenres.13386.2

Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative, quantitative, and mixed methods approaches. Sage publications..

Delmas, R., Garfield, J., Ooms, A., & Chance, B. (2007). Assessing students’ conceptual understanding after a first course in statistics. Statistics Education Research Journal, 6(2), 28-58. https://doi.org/10.52041/serj.v6i2.483

Drábeková, J., Kecskés, N., & Dídová, B. (2018). The ability to apply numerical concepts in financial tasks. Mathematics in Education, Research and Applications, 3(2), 73-78. https://doi.org/10.15414/meraa.2017.03.02.73-78

Edgar, T. W., & Manz, D. O. (2017). Research methods for cyber security. In Research Methods for Cyber Security. https://doi.org/10.1016/s1353-4858(18)30053-9

Elfitra, & Siregar, T. M. (2020). Statistical literacy analysis of mathematics education students through KKNI assignments. Journal of Physics: Conference Series, 1462(1), 1-9. https://doi.org/10.1088/1742-6596/1462/1/012028

Fardillah, F., Nurlaelah, E., & Sabandar, J. (2019). Keterkaitan kemampuan literasi dan disposisi statistis mahasiswa melalui rigorous mathematical thinking [The relationship between literacy skills and students' statistical disposition through rigorous mathematical thinking]. Prosiding Simposium Nasional Multidisiplin (SinaMu), 1(1), 1-9. https://doi.org/10.31000/sinamu.v1i0.2129

Fraenkel, J. R., & Wallen, N. E. (2008). How to design and evaluate research in education, 7th edition. McGraw-hill.

Gal, I. (2002). Adults' statistical literacy: Meanings, components, responsibilities. International statistical review, 70(1), 1-25. https://doi.org/10.1111/j.1751-5823.2002.tb00336.x

Genc, M., & Erbas, A. K. (2020). Exploring secondary mathematics teachers’ conceptions of the barriers to mathematical literacy development. International Journal for Mathematics Teaching and Learning, 21(2), 143-173. https://doi.org/10.4256/ijmtl.v21i2.181

Gieg, S. D., Stannard, J. P., & Cook, J. L. (2023). Evaluating the role and impact of health literacy for patients undergoing knee surgery. Journal of Knee Surgery, 36(14), 1399-1404. https://doi.org/10.1055/a-2106-3638

Gonulal, T. (2018). An investigation of the predictors of statistical literacy in second language acquisition. Eurasian Journal of Applied Linguistics, 4(1), 49-70. https://doi.org/10.32601/ejal.460631

Habibie, Z. R., & Hidayat, P. W. (2022). Analisis peningkatan literasi statistik mahasiswa pada mata kuliah statistika pendidikan berbasis the statistical process [Analysis of increasing statistical literacy of students in educational statistics courses based on the statistical process]. Jurnal Muara Pendidikan, 7(1), 156-164. https://doi.org/10.52060/mp.v7i1.788

Hafiyusholeh, M. (2015). Literasi statistik dan urgensinya bagi siswa [Statistical literacy and its urgency for students]. Wahana, 64(1), 1-8. https://doi.org/10.36456/wahana.v64i1.531

Hariyanti, F. (2020). Statistical literacy siswa SMP dalam pembelajaran matematika [Statistical literacy of junior high school students in mathematics learning]. Ekspose: Jurnal Penelitian Hukum Dan Pendidikan, 18(2), 911-920. https://doi.org/10.30863/ekspose.v18i2.564

Henderson, J., & Corry, M. (2021). Data literacy training and use for educational professionals. Journal of Research in Innovative Teaching & Learning, 14(2), 232-244. https://doi.org/10.1108/JRIT-11-2019-0074

Hui, Z. (2024). Enhancing statistical literacy: The role of statistical reasoning learning environment (SRLE) in vocational and technical education in Jiangsu Province, China. International Journal of Social Science and Human Research, 7(07), 5107–5110. https://doi.org/10.47191/ijsshr/v7-i07-58

Karimah, N. (2017). Profil literasi statistik siswa SMA ditinjau dari gaya kognitif field dependent dan field independent [Statistical literacy profile of high school students reviewed from field dependent and field independent cognitive styles]. UIN Sunan Ampel Surabaya.

Melawati, Y., Rochmiyati, R., & Nurhanurawati, N. (2022). A needs analysis of HOTS-based assessment instruments for elementary school mathematics learning. Asian Journal of Educational Technology, 1(2), 90-95. https://doi.org/10.53402/ajet.v1i2.41

Nikiforidou, Z., Lekka, A., & Pange, J. (2010). Statistical literacy at University level: The current trends. Procedia-Social and Behavioral Sciences, 9(1), 795-799. https://doi.org/10.1016/j.sbspro.2010.12.236

Nuzula, V. F., & Ismail, I. (2021). Middle school student statistical literacy based on adversity quotient. Jurnal Cendekia : Jurnal Pendidikan Matematika, 5(2), 2040-2052. https://doi.org/10.31004/cendekia.v5i2.718

Prince, R., & Frith, V. (2017). The quantitative literacy of South African school-leavers who qualify for higher education. Pythagoras, 38(1), 1-14. https://doi.org/10.4102/pythagoras.v38i1.355

Putri, A. D., Juandi, D., & Turmudi, T. (2024). Realistic mathematics education and mathematical literacy: a meta-analysis conducted on studies in Indonesia. Journal of Education and Learning, 18(4), 1468–1476. https://doi.org/10.11591/edulearn.v18i4.21650

Rahmawati, N. P., Asikin, M., & Scolastika, M. (2022). Analysis of students’ statistical literacy on self organized learning environment (SOLE) learning model. Mathematics Education Journal, 6(1), 54-69. https://doi.org/10.22219/mej.v6i1.19602

Ridgway, J., Nicholson, J., & McCusker, S. (2011). Developing statistical literacy in students and teachers. Teaching statistics in school mathematics-Challenges for teaching and teacher education: A Joint ICMI/IASE study: The 18th ICMI study, 14(1), 311-322.. https://doi.org/10.1007/978-94-007-1131-0_30

Risqi, E. N., & Ekawati, R. (2020). How is the statistical literacy of upper secondary students based on gender differences?. Jurnal Riset Pendidikan Dan Inovasi Pembelajaran Matematika (JRPIPM), 4(1), 53-67. https://doi.org/10.26740/jrpipm.v4n1.p53-67

Saparwadi, L. (2023). Kesalahan mahasiswa administrasi publik dalam menyelesaikan soal statistik [Public administration students' mistakes in solving statistics problems]. Jurnal Mentari Publika, 3(2), 102-108.

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

Schield, M. (2004). Statistical Literacy Curriculum Design. IASE Curriculum Design Roundtable, 1(1), 54–74. https://doi.org/10.52041/srap.04104

Schwab-McCoy, A. (2016). Developing a first-year seminar course in statistics and data science. IASE 2016 Roundtable Conference: Promoting understanding of statistics about society, Berlin, Germany, 1(1), 1-12. https://doi.org/10.52041/srap.16307

Serrano, S., & Inzunza, S. (2022). Statistical literacy developed by students at the end of the high school. Proceedings of the 11th International Conference on Teaching Statistics (ICOTS11 2022), 11(1), 10–13. https://doi.org/10.52041/iase.icots11.t7a2

Setiawan, E. P. (2019). Analisis muatan literasi statistika dalam buku teks matematika Kurikulum 2013 [Analysis of statistical literacy content in 2013 Curriculum mathematics textbooks]. Pythagoras: Jurnal Pendidikan Matematika, 14(2), 163-177. https://doi.org/10.21831/pg.v14i2.28558

Setiawan, E. P. (2021). Literasi statistika dalam kurikulum matematika sekolah dasar (SD) 2004-2020: Tinjauan historis dan pengembangannya [Statistical literacy in the elementary school mathematics curriculum (SD) 2004-2020: Historical review and development]. Jurnal Pendidikan dan Kebudayaan, 6(1), 1-20. https://doi.org/10.24832/jpnk.v6i1.1915

Setio, A., & Baiduri, B. (2023). Statistical literacy: A preliminary research to identify student’s level in solving akm problems based on watson category. Journal of Teaching and Learning Mathematics, 1(1), 33-41. https://doi.org/10.22219/jtlm.v1i1.28278

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

Stratton, S. J. (2021). Population research: Convenience sampling strategies. Prehospital and disaster Medicine, 36(4), 373-374.. https://doi.org/10.1017/S1049023X21000649

Syarief, N. H., Aba, M. M., & Zulfikar, R. N. (2023). Analysis of the Statistical Literacy Ability of Sociology Education Students. Edumatica: Jurnal Pendidikan Matematika, 13(3), 203–213. https://doi.org/10.22437/edumatica.v13i03.28530

Syomwene, A. (2021). Graduate students’ perspectives on challenges encountered in research work in higher education: The kenya experience. Journal of Scientific Research and Reports, 27(7), 45-52. https://doi.org/10.9734/jsrr/2021/v27i730410

Tiro, M. A. (2018). National movement for statistical literacy in Indonesia: An idea. Journal of Physics: Conference Series, 1028(1), 1-8. https://doi.org/10.1088/1742-6596/1028/1/012216

Uygur Kabael, T., & Ata Baran, A. (2023). An investigation of mathematics teachers’ conceptions of mathematical literacy related to participation in a web-based PISA course. Bartın Üniversitesi Eğitim Fakültesi Dergisi, 12(2), 315-324. https://doi.org/10.14686/buefad.1053557

Wahyuningrum, A. S. (2021). Analisis kesalahan mahasiswa dalam menyajikan representasi visual data statistik pada mata kuliah biostatistika [Analysis of student errors in presenting visual representations of statistical data in biostatistics courses]. EduBiologia: Biological Science and Education Journal, 1(1), 30-40. https://doi.org/10.30998/edubiologia.v1i1.8083

Weldon, K. L. (2002). Adults’ Statistical Literacy: Meanings, Components, Responsibilities: Discussion. International Statistical Review/Revue Internationale de Statistique, 70(1), 41-43. https://doi.org/10.2307/1403719

Yolcu, A. (2014). Middle school students’ statistical literacy: Role of grade level and gender. Statistics Education Research Journal, 13(2), 118-131. https://doi.org/10.52041/serj.v13i2.285

Yuniarti, R. (2022). Kesalahan mahasiswa program studi administrasi publik dalam menyelesaikan soal statistika deskriptif dan statistika inferensial [Mistakes made by students of the public administration study program in solving descriptive and inferential statistics problems]. Jurnal Sains Matematika Dan Statistika, 8(1), 46-58. https://doi.org/10.24014/jsms.v8i1.13312

Yusof, I. J., Latif, A. A., & Supie, H. S. M. (2021). Assessing statistical literacy level of postgraduate education research students in Malaysian Research Universities. Turkish Journal of Computer and Mathematics Education (TURCOMAT), 12(5), 1318–1324. https://doi.org/10.17762/turcomat.v12i5.1800

Zhang, P., & Han, C. (2024). Examining statistical literacy, attitudes toward statistics, and statistics self-efficacy among applied linguistics research students in China. International Journal of Applied Linguistics (United Kingdom), 34(2), 433-449. https://doi.org/10.1111/ijal.12500

Zimprich, D. (2012). Attitudes toward statistics among Swiss psychology students. Swiss Journal of Psychology, 71(3), 149-155. https://doi.org/10.1024/1421-0185/a000082

Published
2024-12-31
How to Cite
Azis, A., & Dahlan, J. A. (2024). Statistical literacy level of mathematics education students: Challenges and recommendations for competency improvement. Alifmatika: Jurnal Pendidikan Dan Pembelajaran Matematika, 6(2), 263-278. https://doi.org/10.35316/alifmatika.2024.v6i2.263-278
Abstract viewed = 39 times
FULL TEXT PDF downloaded = 31 times