Using Jupyter Notebooks as digital assessment tools: An empirical examination of student teachers’ attitudes and skills towards digital assessment

Abstract The integration of different technologies for formative assessment activities into the classroom is very important for the effectiveness of learning and teaching processes. This study is an experimental study in which the student teachers designed jupyter notebooks as formative assessment activities for specified aims and subject contents. For this purpose, student teachers were enabled to design various formative assessment activities with various packages that were developed with the open-access programming languages included in the jupyter notebooks and external applications that were integrated into the jupyter notebooks. We measured the differences in student teachers' self-efficacy beliefs and attitudes towards the design of jupyter notebooks for formative activities before and after the implementation with questionnaires. According to the results of the study, we found positive and statistically significant differences in the self-efficacy beliefs and attitudes of student teachers from various disciplines who participated in the seminar. During the practical activities, we observed student teachers' prejudices and concerns about programming. This process was accompanied by their lack of prior knowledge and prejudices about the open source programming. Despite the difficulties in the learning process, the student teachers designed and developed various jupyter notebooks for different formative assessment activities at the end of the semester.

Authors

Institutions

Publication Details

Journal
Education and Information Technologies
Published
2025-04-02
DOI
https://doi.org/10.1007/s10639-025-13507-7
Citations
3
Primary Topic
Reflective Practices in Education
Type
article
Field-Weighted Citation Impact
26.78

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Using Jupyter Notebooks as digital assessment tools: An empirical examination of student teachers’ attitudes and skills towards digital assessment

Julia Barenthien, Güler Yavuz Temel, Thore Padubrin
3 citations
Education and Information Technologies
Reflective Practices in Education
26.78
article

Using Jupyter Notebooks as digital assessment tools: An empirical examination of student teachers’ attitudes and skills towards digital assessment

Julia Barenthien, Güler Yavuz Temel, Thore Padubrin
article en
3 citations

Abstract

Abstract The integration of different technologies for formative assessment activities into the classroom is very important for the effectiveness of learning and teaching processes. This study is an experimental study in which the student teachers designed jupyter notebooks as formative assessment activities for specified aims and subject contents. For this purpose, student teachers were enabled to design various formative assessment activities with various packages that were developed with the open-access programming languages included in the jupyter notebooks and external applications that were integrated into the jupyter notebooks. We measured the differences in student teachers' self-efficacy beliefs and attitudes towards the design of jupyter notebooks for formative activities before and after the implementation with questionnaires. According to the results of the study, we found positive and statistically significant differences in the self-efficacy beliefs and attitudes of student teachers from various disciplines who participated in the seminar. During the practical activities, we observed student teachers' prejudices and concerns about programming. This process was accompanied by their lack of prior knowledge and prejudices about the open source programming. Despite the difficulties in the learning process, the student teachers designed and developed various jupyter notebooks for different formative assessment activities at the end of the semester.

Education and Information TechnologiesVol. 30(13)
Universität Hamburg (DE), HAW Hamburg (DE)
Universität Hamburg
Openalex Percentile: Top 1%
Reflective Practices in Education
26.78
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Using Jupyter Notebooks as digital assessment tools: An empirical examination of student teachers’ attitudes and skills towards digital assessment — Julia Barenthien, Güler Yavuz Temel, et al. · Education and Information Technologies (2025) | TGRS Research Map | TGRS