8 extractive question-and-answer pairs built from Are Tomorrow’s Teachers Ready? Assessing Prospective Teachers’ Competency in Implementing Universal Design for Learning in the Classroom | Voices of Teachers and Teacher Educators, published by ejournals.ncert.gov.in. Source-evidenced topics include prospective teachers, udl guiding principles, situational test, focus group discussion, udl practices, student engagement, diverse classroom, time constraints. Every answer is a verbatim span of text the source prints, and each row carries the passage it sits in, its offset in that passage, the source quote, the page and the location in the document, so any row can be checked against the original. Question types in the export: 3 relationship, 2 comparison, 2 list, 1 definition. 8 of the 8 pairs (100.0%) ask explanatory questions; the remaining 0 are factual or table-based questions. 100.00% of rows pass the corpus quality gate.
This dataset explores the competency of prospective teachers in implementing Universal Design for Learning (UDL) in classrooms, based on a study published by ejournals.ncert.gov.in. It includes eight question-and-answer pairs derived from the source, focusing on challenges, methods, and comparative findings related to UDL practices. The study highlights varying levels of UDL competency among teachers, challenges in diverse classrooms, and gender-based differences in student engagement skills.
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# One-time install: pip install desidata
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import desidata
df = desidata.load("ejournals-ncert-gov-in-a6b0d1183abbcdcc6911b9d0625b35b3")
df.head()First 8 of 8 rows
| question | answer | context | answer_start | question_type | knowledge_quality_score | source_document | source_quote | source_page | source_location | confidence | validation_status |
|---|---|---|---|---|---|---|---|---|---|---|---|
| What difficulties were indicated by prospective teachers in the lower range of UDL competency? | giving specific support to learners and making it accessible | The finding showed that 50% of the prospective teachers demonstrated moderate level of competency, that they have basic understanding of what UDL is, 34% of prospective teachers were in the lower range of competency indicating that there are significant difficulties in applying UDL practically, namely, giving specific support to learners and making it accessible and finally 16% in high competency represented strength in implementing UDL in the classroom. the t-test revealed that female prospective teachers had higher competency in student engagement (SM) than their male counterparts. Further, the study found a similar level of UDL competency among the prospective teachers of both the B.A. B.Ed. and B.Sc. B.Ed. programmes. | 304 | relationship | 0.970 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | The finding showed that 50% of the prospective teachers demonstrated moderate level of competency, that they have basic understanding of what UDL is, 34% of prospective teachers were in the lower range of competency indicating that there are significant difficulties in applying UDL practically, namely, giving specific support to learners and making it accessible and finally 16% in high competency represented strength in implementing UDL in the classroom. | p[0] | 0.700 | valid | |
| What was the finding regarding UDL competency among prospective teachers of different education programmes? | a similar level of UDL competency among the prospective teachers of both the B.A. B.Ed. and B.Sc. B.Ed. programmes | The finding showed that 50% of the prospective teachers demonstrated moderate level of competency, that they have basic understanding of what UDL is, 34% of prospective teachers were in the lower range of competency indicating that there are significant difficulties in applying UDL practically, namely, giving specific support to learners and making it accessible and finally 16% in high competency represented strength in implementing UDL in the classroom. the t-test revealed that female prospective teachers had higher competency in student engagement (SM) than their male counterparts. Further, the study found a similar level of UDL competency among the prospective teachers of both the B.A. B.Ed. and B.Sc. B.Ed. programmes. | 616 | relationship | 0.970 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | Further, the study found a similar level of UDL competency among the prospective teachers of both the B.A. B.Ed. and B.Sc. B.Ed. programmes. | p[0] | |||
| What method was employed to examine prospective teachers’ implementation of Universal Design for Learning? | a situational test | Published 2026-02-12 This study examines prospective teachers’ implementation of Universal Design for Learning (UDL) by employing a situational test. Fifty participants were selected for the study. Analysis of data from situational tests is conducted using a rubric, grounded in UDL guiding principles (multiple means of representation, engagement, and expression). Further, the data include 12 prospective teachers for focus group discussion to provide qualitative insights into their UDL practices. | 130 | definition | 0.940 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | Published 2026-02-12 This study examines prospective teachers’ implementation of Universal Design for Learning (UDL) by employing a situational test. | p[0] | 0.700 | valid | |
| What did the t-test reveal about female prospective teachers? | had higher competency in student engagement (SM) than their male counterparts | The finding showed that 50% of the prospective teachers demonstrated moderate level of competency, that they have basic understanding of what UDL is, 34% of prospective teachers were in the lower range of competency indicating that there are significant difficulties in applying UDL practically, namely, giving specific support to learners and making it accessible and finally 16% in high competency represented strength in implementing UDL in the classroom. the t-test revealed that female prospective teachers had higher competency in student engagement (SM) than their male counterparts. Further, the study found a similar level of UDL competency among the prospective teachers of both the B.A. B.Ed. and B.Sc. B.Ed. programmes. | 512 | comparison | 0.920 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | the t-test revealed that female prospective teachers had higher competency in student engagement (SM) than their male counterparts. | p[0] | 0.700 | valid | |
| What did prospective teachers emphasize to make UDL sustainable in diverse classrooms? | hands-on practice | Qualitative analysis revealed that the majority of prospective teachers have theoretical knowledge, but they felt challenged while implementing UDL in the diverse classroom. Time constraints, curriculum demand, inadequate resources, large classroom size, and institutional challenges limit the efforts of the prospective teachers to implement UDL in the diverse classroom. Despite these challenges, teachers expressed enthusiasm for UDL practices and emphasized hands-on practice to make UDL a sustainable, impactful approach in diverse classrooms. | 462 | relationship | 0.890 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | Despite these challenges, teachers expressed enthusiasm for UDL practices and emphasized hands-on practice to make UDL a sustainable, impactful approach in diverse classrooms. | p[0] | 0.700 | valid | |
| Which group of prospective teachers had higher competency in student engagement according to the t-test? | female prospective teachers | The finding showed that 50% of the prospective teachers demonstrated moderate level of competency, that they have basic understanding of what UDL is, 34% of prospective teachers were in the lower range of competency indicating that there are significant difficulties in applying UDL practically, namely, giving specific support to learners and making it accessible and finally 16% in high competency represented strength in implementing UDL in the classroom. the t-test revealed that female prospective teachers had higher competency in student engagement (SM) than their male counterparts. Further, the study found a similar level of UDL competency among the prospective teachers of both the B.A. B.Ed. and B.Sc. B.Ed. programmes. | 484 | comparison | 0.840 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | the t-test revealed that female prospective teachers had higher competency in student engagement (SM) than their male counterparts. | p[0] | 0.700 | valid | |
| What challenges limit prospective teachers’ efforts to implement UDL in diverse classrooms? | Time constraints, curriculum demand, inadequate resources, large classroom size, and institutional challenges | Qualitative analysis revealed that the majority of prospective teachers have theoretical knowledge, but they felt challenged while implementing UDL in the diverse classroom. Time constraints, curriculum demand, inadequate resources, large classroom size, and institutional challenges limit the efforts of the prospective teachers to implement UDL in the diverse classroom. Despite these challenges, teachers expressed enthusiasm for UDL practices and emphasized hands-on practice to make UDL a sustainable, impactful approach in diverse classrooms. | 174 | list | 0.820 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | Qualitative analysis revealed that the majority of prospective teachers have theoretical knowledge, but they felt challenged while implementing UDL in the diverse classroom. Time constraints, curriculum demand, inadequate resources, large classroom size, and institutional challenges limit the efforts of the prospective teachers to implement UDL in the diverse classroom. | p[0] | |||
| What factors limit the implementation of UDL in diverse classrooms? | Time constraints, curriculum demand, inadequate resources, large classroom size, and institutional challenges | Qualitative analysis revealed that the majority of prospective teachers have theoretical knowledge, but they felt challenged while implementing UDL in the diverse classroom. Time constraints, curriculum demand, inadequate resources, large classroom size, and institutional challenges limit the efforts of the prospective teachers to implement UDL in the diverse classroom. Despite these challenges, teachers expressed enthusiasm for UDL practices and emphasized hands-on practice to make UDL a sustainable, impactful approach in diverse classrooms. | 174 | list | 0.820 | https://ejournals.ncert.gov.in/index.php/vtte/article/view/5047 | Qualitative analysis revealed that the majority of prospective teachers have theoretical knowledge, but they felt challenged while implementing UDL in the diverse classroom. Time constraints, curriculum demand, inadequate resources, large classroom size, and institutional challenges limit the efforts of the prospective teachers to implement UDL in the diverse classroom. | p[0] |
Read straight from the file — download or use the API URL for the full dataset.
| 0.700 |
| valid |
| 0.700 |
| valid |
| 0.700 |
| valid |