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Record W4416905784 · doi:10.21083/ajote.v14i2.8439

Assessment of preservice teachers' creativity in developing instructional materials in Ibadan, Nigeria

2025· article· en· W4416905784 on OpenAlexvenueno aff
Samuel Babalola, Bukola Bakinde

Bibliographic record

VenueAfrican Journal of Teacher Education · 2025
Typearticle
Languageen
FieldPsychology
TopicCreativity in Education and Neuroscience
Canadian institutionsnot available
Fundersnot available
KeywordsCronbach's alphaCreativityDescriptive statisticsSample (material)Teaching methodReliability (semiconductor)Data collectionFaculty developmentProfessional development

Abstract

fetched live from OpenAlex

This paper assessed preservice teachers’ creativity in developing instructional materials during their compulsory professional practice. It identified some challenges faced by preservice teachers in creating instructional materials. The paper aimed to stress the importance of instructional materials in teaching and learning, and the necessity to equip preservice teachers with skills required to creatively develop and select relevant instructional materials for facilitating effective teaching and learning. The study looked at the constructivist theory of learning to ascertain the impact of facilitating learning through diverse instructional resources that can meet the different learning styles of learners. The study adopted a descriptive survey design. A total of 308 penultimate and final year preservice teachers in the Faculty of Education at the University of Ibadan, Nigeria, participated in the study. A structured questionnaire was used to collect data after it had been validated by experts. The reliability was ascertained using Cronbach Alpha after a pilot testing had been carried out with a limited sample who did not participate in the main data study. The reliability coefficient of .87 was obtained. Data analysis was done using simple frequency count, percentage score, mean, and standard deviation. The decision rule was set at 2.5. Findings from the study showed that even though most preservice teachers agreed to be potentially creative in developing instructional materials during their professional practice, they had limitations in practically demonstrating this because of several factors, which led them to adopt conventional resources such as cardboard drawings, charts, textbooks, etc. The study also identified limited resources, financial and time constraints, and large class size as challenges confronting preservice teachers' creativity in developing instructional materials.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.033
Threshold uncertainty score0.476

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.028
GPT teacher head0.407
Teacher spread0.379 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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