SCEE / EVIDENCE

Evidence

Leading research and case studies with context, limitations and applications — not a claim that technology alone guarantees learning.

EVIDENCE INTO PRACTICE

Technology matters.
When learning changes.

What does the research tell us—and what can schools test?
Choose a topic to explore the finding, context and limitations.

PNAS · 2014

Active learning: from listening to thinking

Undergraduate science, technology, engineering and mathematics

Freeman et al. report average failure rates of 33.8% with lecturing and 21.8% with active learning, and a mean examination effect of 0.47 SD.

From research to a classroom experiment

Pilot think–pair–share and short before/after questions; track how many pupils respond and explain their reasoning.

What the evidence does—and does not—show

This is not a test of interactive displays or Thai school pupils. It informs teaching design, not a guaranteed device or SCEE effect.

Primary source
Average course failure rate67 studies reporting failure outcomes
Traditional lecture33.8%
Active learning21.8%
0%50%100%
−12.0 percentage points

Pooled meta-analysis, not one school’s pre/post outcome and not an SCEE result.

External research evidence—not SCEE school outcomes or a guarantee of impact from installing equipment.

CASE STUDY LIBRARY

Read the evidence. Design for learning.

CASE 01 · PNAS · 2014

Active learning: from listening to thinking

Pilot think–pair–share and short before/after questions; track how many pupils respond and explain their reasoning.

CASE 02 · AMERICAN ECONOMIC REVIEW · 2019

Mindspark: technology matched to the learner

Start with a diagnostic, match practice to skill levels, and let teachers use the data while monitoring excluded pupils.

CASE 03 · EEF · EVALUATION 2018

Develop teachers through formative evidence

Run repeated PLC cycles: try diagnostic questions and exit tickets, then jointly adapt lessons using pupil evidence.

From evidence to responsible claims

What the evidence supports

Active learning, feedback and responsive learning approaches have evidence in the contexts studied. Technology can support these approaches, alongside pedagogy, teacher support and access.

What these studies do not establish

None of the studies on this page establishes that SCEE improves Thai pupil scores by the displayed amounts. Standardised effects must not be relabelled as percentage gains or financial returns.

Site proposal: establish a baseline, design a small pilot, assign responsibilities and review outcomes over 90 days before scaling.