Project Overview

This study investigates how a classroom-integrated digital personalised learning (DPL) tool can most effectively support early-grade numeracy and literacy outcomes in Kenya.

Alongside design-based research and A/B/n testing, the research included a randomised controlled trial (RCT) between October 2022 and October 2023 in Murang’a County, the research involved 291 schools and 1,995 pre-primary learners. Learning outcomes were assessed across three timepoints using Save the Children’s International Development and Early Learning Assessment (IDELA) tool.

The findings indicate that EIDU’s classroom-integrated DPL tool had a statistically significant effect on overall learning (0.534 SD, p < 0.001). The results suggest that close alignment of the tool with curriculum content and classroom practice contributed to its effectiveness. Teachers were generally positive about its use, particularly its integration into regular classroom activities. This study contributes to the limited evidence base on classroom-integrated DPL in low- and middle-income contexts. It highlights the potential for curriculum-aligned DPL to enhance early learning experiences and demonstrates the feasibility of integrating digital approaches into national education systems at scale.

Key Findings

This study shows that DPL which is integrated into classrooms and aligned with a national curriculum can have a significant positive effect on pre-primary learning outcomes in Kenya.

Parallel research investigates different software designs and pedagogical approaches to determine what can be most effective for learners and teachers, as well as the extent of transferable impact of DPL into early-grade primary education.

Sample size of learners 1,995

Schools in study 291

Effect on learning 0.534 SD

Bridging the Gap

The Challenge 

There is limited research on the effectiveness of using digital personalised learning (DPL) tools in low- and middle-income country (LMIC) classrooms to improve early grade literacy and numeracy.

Why It Matters 

To date, the majority of research on DPL has focused on high-income contexts, and the majority of existing DPL studies focus on “supplementary” DPL (i.e., used outside of regular classroom instruction), which means there is a gap in understanding for how DPL operates within the realities of low- and lower-middle-income contexts. Along with other studies from EdTech Hub’s Research Portfolio, this study aims to address that gap.

How this Work is Aiming to Address It

This study is addressing the gap by rigorously evaluating pedagogical and software approaches for integrating DPL into pre-primary schools in Kenya. It focuses on the use of an EIDU-developed DPL tool on low-cost Android devices, aligning digital learning with classroom instruction and using adaptive assessment to generate continuous insights into learning.

Objective

To investigate how a classroom-integrated, DPL tool can most effectively support early-grade numeracy and literacy outcomes in Kenya.

The Research Question

How can a classroom-based, digital personalised learning tool most effectively support early-grade numeracy and literacy outcomes in Kenya?

Study Design and Methodology

Infographic showing the four research strands as listed below

This study involves four interlinked research strands. Each strand is led by core members of the research group and has been executed in collaboration with field experts.

Pedagogical strand

While digital personalised learning tools can offer many benefits, there is limited evidence from LMICs about their integration into classroom practice. Factors such as the alignment of DPL content with the curriculum and the role of the teacher are central to this process. This strand therefore involves working closely with teachers through design-based and collaborative mixed-methods research, to explore the pedagogical implications of using the EIDU DPL tool in Kenyan classrooms. 

Equality strand

Integrating DPL into classroom practice may – as in the case of the EIDU model – involve a DPL tool being shared between learners during the school day. It is therefore important to consider how to encourage equitable device utilisation. This strand uses sandbox innovation approaches to develop strategies which optimise equal access to learning of the EIDU DPL tool in pre-primary classrooms.

Learning outcomes strand

There is limited evidence about the impact of classroom-integrated DPL tools on learning outcomes in LMICs. This strand involves assessing the impact of the EIDU DPL tool, on numeracy and literacy outcomes in pre-primary and lower primary classrooms, via two randomised controlled trials and multi-year benchmarking.

Adaptivity and data feedback strand

The software design of DPL tools offers a myriad of ways to adapt learning content to be relevant to learners’ needs and to provide continuous assessment data to teachers. This strand therefore explores the potential of optimising the software affordances of the EIDU tool and integrating digital assessment tools into the teaching and learning process to enhance learning outcomes.

Timeline of Activities

Early 2022

Launch event

Launch event for ASR and HLR studies

September 2022

Conference presentation

Presented at the British Association of International and Comparative Education (BAICE) conference — Edinburgh, UK

May 2023

Conference presentation

Presented at the eLearning Africa conference — Dakar, Senegal

October 2023

RCT research protocol

Protocol includes a comprehensive overview of the RCT approach and design. Disseminated prior to endline data analysis and published on the Hub website

November 2023

Conference presentation

Presented at the Education Evidence for Action (EE4A) conference — Homa Bay, Kenya

March 2024

Conference paper

Published as part of the conference proceedings for the International Conference on Learning Analytics & Knowledge

July 2024

Published two conference papers

Published as part of the conference proceedings for the 25th International Conference on Artificial Intelligence in Education

Published as part of the conference proceedings for the Learning @ Scale 2024 conference

 

September 2024

Conference presentation

Presenting at What Works Hub for Global Education 2024 Annual Conference — Oxford, UK

January 2025

Evidence briefs

A collection of evidence briefs that highlight study findings and policy recommendations

June 2025

Published a journal article

Published in a special issue of Education Sciences, titled “Embedding Mobile Technologies in the Classroom”

The Importance of the Results

This study  shows the effectiveness of classroom-integrated DPL. This is important because scaling the learning outcomes of DPL requires that they are integrated into national curriculum-focused interventions.

While many other DPL applications are supplementary to national curricula and formal education, these findings show the feasibility and positive impact of classroom-integrated DPL for foundational learning – an approach with demonstrates high potential for scalability due to the alignment with national curriculum and pre-existing structures.

Implications for Policy and Practice

The implications of this study for policy are in the alignment of DPL with national curricula — education regulations can encourage compliance with this in approving the use of educational apps, but curricular bodies (such as KICD in Kenya) can also facilitate this through streamlining approval of curriculum-aligned applications, and making curricular resources more digitally accessible.

Evidence Briefs

EdTech Hub has been co designing and testing software interventions to explore how digital personalised learning tools can better support early grade learning and teaching in Kenya. Read our four evidence briefs which share findings from four ABn software tests carried out with EIDU, a provider of digital personalised learning technology in Kenya.

Explore the collection

EIDU App showing on a screen

Study Team

Louis Major, Principal Investigator
Rebecca Daltry, Research Manager
Annette Zhao, Research Associate
Jessica Hinks, Research Associate
Chen Sun, Research Associate

Key Partners

EIDU Logo
Government of Kenya Logo: Two lions on hind legs holding spears, framing a shield in red, green, and black colors
WERK Logo: A green background with a black foreground featuring the word 'WERK,' along with an image of a book and an icon of a female.

We gratefully acknowledge that all images on this page are owned by and credited to EIDU.

Related Outputs

Rapid Evidence Review: Technology-supported personalised learning

This publication is one part of a series of rapid evidence reviews that has been produced by the EdTech…

1 Jul 2020

Evaluating Digital Personalised Learning Tools in Kenya: a new research study in collaboration with EIDU

In recent years, interest in the ways that educational technology (EdTech) can personalise learning has increased. Personalised learning approaches build…

8 Mar 2022

The effectiveness of technology-supported personalised learning in low- and middle-income countries: A meta-analysis

Digital technology offers the potential to address educational challenges in resource-poor settings. This meta-analysis examines the impact of students’…

26 Apr 2021

A Dialogic Design-Based Research Partnership Approach: Developing Close-to-Practice Educational Technology Theory in Kenya

Design-based research (DBR) has promise for investigating educational technology in low- and middle-income contexts. However, DBR is implemented infrequently…

1 Sep 2024

Randomised Controlled Trial Protocol: Digital personalised learning to improve literacy and numeracy outcomes in Kenyan classrooms

This protocol provides a detailed overview of a cluster-randomised controlled trial (RCT) being undertaken in pre-primary schools in Kenya….

14 Oct 2023

Teacher-AI Collaboration in Content Recommendation for Digital Personalised Learning among Pre-primary Learners in Kenya

Research on teacher–AI collaboration is limited despite AI’s growing role in education, especially in low- and middle-income countries (LMICs)….

15 Jul 2024

Optimising Session Duration on Digital Personalised Learning Tools for Early Grade Learners

This is the first in a series of evidence briefs, reporting on four A/B/n tests which explore different features…

15 Jan 2025

Designing Digital Notifications to Support Teacher Uptake of Data Dashboards

This is the fourth in a series of evidence briefs reporting on four A/B/n tests that explore different features…

25 Jan 2025

Investigating the Impact of Content Repetition on Digital Personalised Learning Tools for Early Grade Learners

This is the third in a series of evidence briefs reporting on four A/B/n tests that explore different features…

23 Jan 2025

Testing Digital Timer Tools to Support Early Grade Lesson Delivery

This is the second in a series of evidence briefs, reporting on four A/B/n tests which explore different features…

15 Jan 2025

Algorithmic design in EdTech: Investigating adaptivity for learners and teachers in a digital personalised learning tool in Kenya

Are you a policymaker, EdTech developer, educator, or parent? Are you interested in how technology and personalised learning can equitably…

30 Jan 2024

A teacher in Kenya wearing a pink blouse interacts with her students while using the EIDU app in the classroom.

Methods for Investigating Digital Personalised Learning in Kenya: Utilising A/B Testing to Evaluate Software Adaptivity Features

This blog focuses on a research study investigating the impact of Digital Personalised Learning (DPL) on pre-primary education in Kenya. The study…

2 Dec 2025