PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
February 9, 2026International Journal of Science and Mathematics Education0 citationsOpen Access

Examining Pre-service Mathematics Teachers’ Statistical Investigations: Challenges and Instructional Support

MŞMuhammet ŞAHALOKOğuz Köklü

Key Points

  • This study aims to explore the challenges faced by pre-service mathematics teachers in conducting statistical investigations and the necessary instructional support.
  • Engaged 26 pre-service mathematics teachers in 6 weeks of group-based statistical investigations.
  • Collected data through audio recordings of group work, classroom discussions, and weekly submissions.
  • Analyzed data within a design-based research framework.
  • The problem stage of the statistical investigations was the most challenging for pre-service teachers.
  • Formulating investigative questions and selecting relevant variables significantly affected their investigative process.
  • Many participants struggled with data collection planning, often favoring categorical over quantitative variables.

Abstract

Abstract The ability to use data effectively has become increasingly essential, and statistical investigations are central to developing this ability. A statistical investigation involves formulating questions, collecting and analyzing data, and interpreting results to draw conclusions. However, pre-service mathematics teachers (PSTs) often face challenges in engaging with the full cycle of statistical investigations, and research examining their progress is still emerging. This study examines the engagement of 26 PSTs who participated in 6 weeks of group-based statistical investigations. Data were collected through audio recordings of in-class group work, classroom discussions, and weekly submissions, and analyzed within a design-based research perspective. Findings show that the problem stage of the statistical investigations was the most demanding for PSTs. In terms of the other stages, formulating investigative questions, forming relevant variables and aligning them to a question, and selecting representative samples required considerable time and influenced subsequent stages of the cycle. Additional difficulties that PSTs experienced included planning data collection and analysis, as well as a tendency to prioritize categorical over quantitative variables. Future studies could focus on designing structured interventions that systematically target the stages of the statistical investigative cycle–especially the earlier ones–by incorporating diverse statistical investigative questions and variable types to foster foundational skills for statistical investigations.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

ŞAHAL et al. (2026) studied this question.

synapsesocial.com/papers/69897a86f0ec2af6756e8aa3https://doi.org/10.1007/s10763-025-10634-y
Ask AI
Helpful
Bookmark
Share
View Full Paper

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Statistical Thinking in Empirical Enquiry1999 · 1,190 citations
  2. 2AN ANALYSIS OF SECONDARY TEACHERS' REASONING WITH PARTICIPATORY SENSING DATA2017 · 29 citations
  3. 3Teaching Statistics2017 · 26 citations
  4. 4Developing students’ reasoning about samples and sampling in the context of informal inferences2014 · 60 citations
  5. 5The Learning and Teaching of Statistical Investigation in Teaching and Teacher Education2002 · 84 citations