Scalability gaps in Education
278 open scalability research questions in Education — gaps in scaling methods or results to larger or real-world settings — extracted from 264 papers in our local library. Below are representative open questions, each linked to the paper that raised it.
Representative open questions
Showing 30 of 278 — one per source paper, highest-quality first.
- Coding Science: The Role of Block-Based Programming Activities in Enhancing Computational Thinking and Science Achievement (2026) · doi
Replication studies with larger and more diverse participant groups across different schools are required to confirm the validity and generalizability of block-based programming intervention effects on computational thinking and science achievement beyond the limited sample and single-school context of the current study.
- When teachers learn by observation: Vicarious reinforcement and student response systems in teacher education (2026) · doi
The research notes that integrating student response systems differs across schools and mentions concerns about using iPads with primary-age students, but does not provide empirical data on age-specific adaptation requirements or developmental appropriateness of student response systems for elementary versus secondary versus tertiary teacher education cohorts.
- A(n) (re)awakening: preservice teachers connecting their culture to science teaching along the US–México border (2026) · doi
Studies must investigate whether authentic integration of culture into science lessons through family and community storytelling is transferable across different cultural groups and geographic contexts, as the authors posit this is not a one-size-fits-all solution that can be replicated universally.
- Effect of Van Hiele group guided-discovery instructional approach on student engagement in learning plane geometry (2026) · doi
The study reports large effect sizes for VHGGDIA on cognitive (η²=24.9%), behavioral (η²=21.9%), affective (η²=26.6%), and social engagement (η²=30.6%) in plane geometry, but does not investigate whether these effect sizes generalize across different grade levels, geometric content domains beyond plane geometry, or culturally diverse student populations.
- On the development and potential influential aspects of prospective science teachers’ competencies for the use of explainer videos for learning in physics education (2026) · doi
The study examined only two explainer videos on electrical circuits as stimuli; findings cannot be readily transferred to in-service teachers without extending the research to a larger sample of practicing teachers to account for documented differences in professional vision gaze patterns between pre-service and in-service teachers.
- Producing concept-motivated signs supports learning of STEM in American Sign Language (2026) · doi
The study was limited to two STEM topic areas (acids/bases and one additional topic), with both topics receiving identical 8-question assessments with only minor wording modifications between pre- and post-tests to reduce familiarity effects. Future work should expand concept-motivated and engagement-motivated signing video validation across diverse STEM topic domains (e.g., genetics, physics, chemistry) to determine whether signing style effectiveness generalizes or varies by content complexity and conceptual difficulty.
- Pluriliteracies for global citizenship: the 4Rs framework for deeper learning in the modern language(s) classroom (2026) · doi
The framework situates language-as-discipline within debates on disciplinary literacies and cites scholarship on history (Coffin, 2006) and science (Veel, 1997; Polias, 2016), but does not address how the 4Rs framework scales or adapts across different modern language contexts (e.g., classical languages, minority languages, heritage language learners, or multilingual contexts with L3/L4 acquisition).
- Multimodal AI in education: an avatar-based intelligent learning system for the Kazakh language (2026) · doi
The paper demonstrates that VITS achieves lower RTF (0.004) and GPU memory consumption (150.68 MB) than Tacotron, but does not evaluate whether these performance gains are sufficient for real-time interaction in classroom settings or how latency scales when the system handles multiple concurrent learners with dialogue generation.
- Development of User Story and Design Thinking Integration Teaching Model for Software Engineering Education (2026) · doi
The study implemented the US-DT model with only 59 students in a single educational setting in Indonesia, limiting generalizability of findings across different institutional contexts and student populations. Future research must expand the sample to include diverse universities with varying cohort sizes, curricula structures, and geographic locations to validate the model's broader applicability.
- Engagement in Exploratory Action Research to Improve Teaching Practice in EFL Writing (2026) · doi
This single-teacher exploratory action research study did not scale the EAR process across multiple EFL teachers or school contexts to examine whether the observed professional development and student attitude improvements generalize beyond this one high school setting. Replication of the same EAR cycle with multiple EFL writing teachers would establish the broader applicability and context-dependency of these findings.
- The Impactful Weight of Treating Beyond the Scale: A Comprehensive Course to Improve Obesity Care Among Medical Students (2026) · doi
The comprehensive obesity curriculum intervention was delivered to medical students within a single CU2RE program summer semester context; the generalizability and effectiveness of this course structure across diverse medical school curricula, different institutional settings, and varying student populations (e.g., different training levels, specialties, or geographic regions) has not been empirically evaluated.
- PENGARUH PENGGUNAAN MODEL PROJECT BASED LEARNING BERBANTUAN MEDIA MATH POTATO CHIPS TERHADAP HASIL BELAJAR MATEMATIKA (2026) · doi
The research was conducted only in a single Malaysian learning center (Sanggar Belajar Kampung Baru) with grade 3 students. Comparative studies across different educational contexts, grade levels, and cultural settings are needed to determine whether the Math Potato Chips media and PjBL model effects generalize across diverse school environments and student populations.
- Teaching-oriented modeling and numerical demonstration of Newton's law of gravitation (2026) · doi
The extension to three-dimensional orbital motion or perturbations from non-spherical mass distributions is mentioned implicitly through the two-dimensional LC model construction, but explicit treatment of how the mechanical-electrical analogy scales to three spatial degrees of freedom or handles non-central gravitational forces remains absent.
- Pengaruh Model Pembelajaran Project Based Learning (PJBL) Terhadap Kemampuan Menulis Teks Cerita Hikayat Siswa Kelas X MA. Baitussalam (2026) · doi
The study only examined Project Based Learning's effectiveness for hikayat narrative text writing in a single Islamic senior high school (MA. Baitussalam) with 58 students; the generalizability of this model to other Indonesian literary text genres (berita, biografi) and different school types (SMA, pesantren) with larger, more diverse student populations remains unclear.
- Peningkatan Proses dan Hasil Belajar Pendidikan Pancasila Model Think Pair Share Berbantu Video Animasi Kelas III (2026) · doi
The study only tested the Think Pair Share model with animated video assistance in a single Grade III classroom (SDN 108/II Perumnas with 20 students); effectiveness across different grade levels, school types, and larger student populations for Pancasila education remains unexplored.
- THE POWER OF CARING: NEL NODDINGS’ CONTRIBUTIONS TO PHILOSOPHY AND EDUCATION (2026) · doi
While the discussion claims that integrating care ethics into education creates more supportive learning environments, there is no specification of institutional barriers, resource constraints, or teacher training requirements needed to scale Noddings' relational and student-centered pedagogy across large heterogeneous school systems with varying teacher qualifications and administrative structures.
- Integrated Constructivist and Phenomenon-Based Learning Model to Enhance Digital Skills and Creative Problem Solving for High Vocational Certificate Students (2026) · doi
The instructional model was tested with a small sample size (n=30) through purposive sampling at a single vocational institution. The generalizability of this integrated Constructivist and Phenomenon-Based Learning model to learners at different educational levels (secondary, bachelor's) or in non-vocational disciplines (humanities, social sciences) with distinct background knowledge and learning cultures remains uninvestigated.
- The Effectiveness of the Inside-Outside Circle Learning Model in Improving Students' Learning Motivation in Islamic Religious Education at Secondary Schools (2026) · doi
The study was conducted in a single school with a small sample size, limiting generalizability across different Islamic Religious Education contexts. Future research must expand to multiple schools and varying student populations to examine how school culture, teacher style, and student demographic characteristics moderate the effectiveness of the Inside-Outside Circle cooperative learning strategy.
- Assessing academic integrity patterns among pre-service teachers using AI-based plagiarism detection (2026) · doi
The sample was small and context-specific, preventing generalization of findings about academic integrity patterns in book reviews to broader populations of pre-service teachers across different institutional settings, teacher education program structures, or geographic regions.
- INNOVATION IN ART EDUCATION THROUGH ADAPTIVE AND DIGITAL LEARNING PLATFORMS (2026) · doi
The paper reports performance improvements across multiple metrics but does not compare the cost-effectiveness, scalability requirements, or technical infrastructure demands (server capacity, bandwidth, software licensing) of deploying adaptive digital art learning platforms across different educational contexts or resource-constrained environments.
- Development of Interactive Digital Student Worksheets for IPAS Learning on Plant Parts for Fourth Grade Elementary School Students (2026) · doi
The digital LKPD for plant parts instruction was tested only on a single fourth-grade class over a short implementation period; effectiveness across multiple IPAS topics (such as animal classification, ecosystem functions, or human body systems) with larger and more diverse student samples across different grade levels remains unexamined.
- Ensino de desenvolvimento de software usando Inteligência Artificial através da plataforma Moodle (2026) · doi
The bibliographic review emphasizes contemporary discussions (2024-2026) on AI and Moodle in software education but does not address whether findings from Portuguese-language and Brazilian educational contexts scale to different institutional settings, student populations, or software development curricula with varying complexity levels and disciplinary focuses.
- Teachers’ perceptions of artificial intelligence in curriculum integration: opportunities, concerns, and professional development needs (2026) · doi
The study captured teachers' perceptions of AI curriculum integration at a single point in time; longitudinal studies examining how teachers' perceptions, AI literacy, and pedagogical integration skills evolve as AI tools become embedded in daily classroom practice are needed to understand attitude trajectories.
- CRAILF: A Zero-Cost Python-Based Gamified Framework for Enhancing AI Literacy Among Rural High School Students (2026) · doi
The framework achieved 28% AI literacy improvement (Cohen's d = 0.85) in a small sample (n=20) of rural high school students over 6 weeks, but the paper does not address whether this effect size would persist across larger rural populations, longer implementation periods (beyond 6 weeks), different grade levels, or contexts with varying initial AI exposure and curriculum integration models.
- Desafíos éticos y alfabetización en Inteligencia Artificial en el currículo de Bachillerato: Una revisión sistemática (2026) · doi
Rural secondary institutions show 50% lower implementation success rates than urban institutions; specific research on technological infrastructure requirements, connectivity thresholds, and hardware specifications needed to enable equitable AI literacy instruction in underresourced rural secondary schools is absent.
- Unpacking Teachers’ Transformative Agency Following Digital Fabrication Workshops on Making Mathematical Manipulatives (2026) · doi
The study was conducted within a specific context of Community of Inquiry workshops emphasizing inquiry-based teaching, yet the paper does not examine whether transformative agency outcomes would differ in schools with traditional or standardized-curriculum-focused pedagogies, limiting generalizability across diverse educational settings.
- O ENSINO DE EDUCAÇÃO FINANCEIRA E MATEMÁTICA FINANCEIRA NA EDUCAÇÃO BÁSICA: UM ESTUDO SOB A PERSPETIVA DO PROFMAT NO ÂMBITO DO IFPI CAMPUS FLORIANO (2026) · doi
The dissertations demonstrate effectiveness in secondary education contexts at IFPI Campus Floriano, but scalability and transferability to primary education levels or different geographic/socioeconomic contexts within basic education are not addressed. Replication studies extending financial education and mathematical modeling interventions to elementary school students and different regional contexts are needed.
- Using the chemistry of pharmaceuticals to introduce sustainable chemistry and systems thinking in general chemistry (2020) · doi
The paper identifies that scaling SOCME diagram activities to whole-class settings requires 'significant instructional efforts and resources' but does not specify the quantitative resource requirements, class size thresholds, or instructor training protocols needed to implement this scaling in large-enrollment general chemistry courses with 100+ students.
- Understanding the Continuity of the Covid-19 Pandemic Via the Ministry's PASTI Appication (2026) · doi
The study's respondent population was restricted to students within a single study program at one university; scaling the PASTI application evaluation to national and international scope across diverse educational institutions and demographic groups is required to validate generalizability of terminology understanding and pandemic preparedness.
- Pupuh Raehan Sebagai Basis Model Pembelajaran Digital-Interaktif pada Pendidikan Seni di SMK (2026) · doi
The implementation of the digital-interactive model was conducted in a single SMK setting with one teacher; scalability factors such as teacher training requirements, varying internet bandwidth conditions, device access disparities across different school contexts, and cost-effectiveness for widespread adoption in rural versus urban SMK institutions remain unexamined.
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