Research Insights
Personalised Learning: Improving Student Performance and Satisfaction
October 2025 · 7 min read
Can adaptive learning tools genuinely improve both academic performance and student satisfaction? A 2024 study by Contrino et al. provides compelling evidence that the answer is yes — but implementation matters.
The research examined adaptive tools in both online and face-to-face settings, revealing how personalisation affects outcomes across contexts.
Study design and findings
The study compared cohorts using adaptive tools against traditional approaches, finding statistically significant improvements in both performance and satisfaction when the tools were properly implemented.
Notably, benefits held across online and in-person environments — the value comes from the personalisation itself, not the delivery mode.
The satisfaction connection
Beyond test scores, students using adaptive tools reported higher engagement, reduced frustration, and greater confidence.
The researchers point to several drivers: content at the right difficulty level, immediate feedback that maintains momentum, and the intrinsic motivation of visible, mastery-based progress.
What makes personalisation effective
Successful implementations shared three traits. Meaningful variation — adjusting how content is presented, not just how hard it is. Quality feedback — explaining why an answer was right or wrong, not just marking it. And continued instructor involvement — the tools augmented teachers rather than replacing them, freeing them to support the students who needed it most.
Key takeaways
- Adaptive tools improve both performance and satisfaction when well implemented
- Benefits hold in online and face-to-face environments alike
- Meaningful variation beats simple difficulty adjustment
- Explanatory feedback amplifies learning gains
- Teacher involvement remains essential
What this means in practice
Adaptive learning is not about replacing teaching — it's about augmenting it. The satisfaction findings matter as much as the scores: good adaptive learning builds a better relationship with the subject itself, which is the outcome that compounds for years.
Source: Contrino MF, Reyes-Millán M, Vázquez-Villegas P, et al. Using an adaptive learning tool to improve student performance and satisfaction in online and face-to-face education. Smart Learning Environments 11, 6 (2024). doi: 10.1186/s40561-024-00292-y.