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

dc.contributor.authorSahal, Muhammet
dc.contributor.authorKoklu, Oguz
dc.date.accessioned2026-06-27T15:31:40Z
dc.date.issued2026
dc.description.abstractThe 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.en
dc.description.sponsorshipYimath
dc.description.sponsorshipldimath
dc.description.sponsorshipz Technical University
dc.description.urihttps://doi.org/10.1007/s10763-025-10634-y
dc.identifier.doi10.1007/s10763-025-10634-y
dc.identifier.eissn1573-1774
dc.identifier.issn1571-0068
dc.identifier.issue2
dc.identifier.urihttps://hdl.handle.net/20.500.14981/71558
dc.identifier.volume24
dc.identifier.wos001682938200001
dc.language.isoeng
dc.publisherSPRINGER
dc.relation.ispartofINTERNATIONAL JOURNAL OF SCIENCE AND MATHEMATICS EDUCATION
dc.rightsopenAccess
dc.subjectStatistical investigations
dc.subjectChallenges in the investigative cycle
dc.subjectPPDAC cycle
dc.subjectPre-service mathematics teachers
dc.subjectKNOWLEDGE
dc.subjectEDUCATION
dc.subjectTHINKING
dc.subjectEducation & Educational Research
dc.titleExamining Pre-service Mathematics Teachers' Statistical Investigations: Challenges and Instructional Support
dc.typeArticle
dspace.entity.typePublication
local.import.sourceWOS

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