The study relies on survey data from 126 students without specification of demographic diversity, institutional context, or geographic scope, limiting generalizability.
Research gap analysis derived from 6 education papers in our local library.
The gap
The study relies on survey data from 126 students without specification of demographic diversity, institutional context, or geographic scope, limiting generalizability.
Consensus across the literature
Clustered from 6 gap mentions across 6 papers via embedding cosine ≥ 0.62.
Research trend
Established — well-defined area with open sub-problems.
Supporting evidence — 6 representative gaps
- The Impact of Artificial Intelligent Tools on Students’ Learning (2026) · doi
The study relies on survey data from 126 students without specification of demographic diversity, institutional context, or geographic scope, limiting generalizability.
Keywords: relies survey students without specification demographic diversity institutional context geographic scope limiting generalizability - Business-led informal STEM outreach: bridging industry, education, and workforce development (2026) · doi
The small qualitative sample size constrains applicability and prevents systematic analysis of variations in program activities across different audience types (age groups, prior STEM interest levels, socioeconomic backgrounds); a larger sample across diverse student populations would strengthen reliability.
Keywords: BISO student engagement sample size audience diversity STEM interest variation - Development of An Environmental Chemistry Module Based on Green Chemistry Principles Through Project Activities (2024) · doi
Student sample characteristics, sample size justification, and demographic information are not provided in the excerpt, limiting assessment of research validity and applicability.
Keywords: sample student characteristics size justification demographic information provided excerpt limiting assessment validity applicability - Transforming Environmental Education by Innovative Approaches to Teaching Sustainability and Biodiversity in the 21st Century (2026) · doi
The paper does not specify the sample size, demographic characteristics, or geographic scope of the study, limiting generalizability of findings across different educational contexts and student populations.
Keywords: specify sample size demographic characteristics geographic scope limiting generalizability across different educational contexts student populations - Significance of Cultural Diversity in Instructional Learning among Students at Higher Education (2026) · doi
The research is conducted at higher education institutions but does not specify the geographic location, number of institutions studied, or demographic characteristics of the sample, limiting generalizability across different regional and institutional contexts.
Keywords: institutions conducted higher education specify geographic location number studied demographic characteristics sample limiting generalizability across - EMOGI-PDT: A proposed e-tool to aid students’ development of understanding in analyzing descriptive texts (2026) · doi
The paper does not specify the sample size of students who evaluated the tool, making it unclear whether the findings are representative of a broader student population.
Keywords: specify sample size students evaluated tool making unclear whether representative broader student population
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