ReviewNPJ science of learning2023
On the promise of personalized learning for educational equity.
Review in NPJ science of learning, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Navigating new norms: a systematic review of factors for the development of effective digital tools in higher education.FEBS open bio · 2026Pooled it
- The Cultural Diversity Climate "Big Five" in Schools: Dimensions, Facets, and a Future Research Agenda.Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc · 2026Review
- Convolutional neural network and AI technology for colleges and universities students' achievement performance prediction.Scientific reports · 2026Article
- Algorithmic academic framing in AI-driven smart libraries: a moderated mediation model of personalized learning and cognitive overload in academic decision-making.Frontiers in psychology · 2026Article
- Mechanism-aware personalized learning intervention for short- and long-term academic outcome modeling.Frontiers in psychology · 2026Article
- Impact of impulsivity on the relationship of the brain structures with school performance.NPJ science of learning · 2025Article
- The unintended negative consequences of help in childhood.Current directions in psychological science · 2025Article
- How adaptive social robots influence cognitive, emotional, and self-regulated learning.Scientific reports · 2025Article
- Using social and behavioral science to address achievement inequality.NPJ science of learning · 2024Article
- Smartphone-based study reminders can be a double-edged sword.NPJ science of learning · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Students enter school with a vast range of individual differences, resulting from the complex interplay between genetic dispositions and unequal environmental conditions. Schools thus face the challenge of organizing instruction and providing equal opportunities for students with diverse needs. Schools have traditionally managed student heterogeneity by sorting students both within and between schools according to their academic ability. However, empirical evidence suggests that such tracking approaches increase inequalities. In more recent years, driven largely by technological advances, there have been calls to embrace students' individual differences in the classroom and to personalize students' learning experiences. A central justification for personalized learning is its potential to improve educational equity. In this paper, we discuss whether and under which conditions personalized learning can indeed increase equity in K-12 education by bringing together empirical and theoretical insights from different fields, including the learning sciences, philosophy, psychology, and sociology. We distinguish between different conceptions of equity and argue that personalized learning is unlikely to result in "equality of outcomes" and, by definition, does not provide "equality of inputs". However, if implemented in a high-quality way, personalized learning is in line with "adequacy" notions of equity, which aim to equip all students with the basic competencies to participate in society as active members and to live meaningful lives.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.