Home > Evidence & resources >Improving implementation while scaling: Differentiated Learning in Ghana

Insight note

23 February 2026

Improving implementation while scaling: Differentiated Learning in Ghana

Authors:

Ama Anaman, Shwetlena Sabarwal, Surayya Masood, Noam Angrist and Marla Spivack

Suggested bibliographic citation: Anaman, A., Sabarwal, S., Masood, S., Angrist, N. & Spivack, M. 2026. Improving implementation while scaling: Differentiated Learning in Ghana. What Works Hub for Global Education. Insight note. RI_2026/003. https://doi.org/10.35489/BSG-WhatWorksHubforGlobalEducation-RI_2026/003

Abstract

This note shares early implementation science insights from scaling Differentiated Learning (DL) to 16,000+ schools. We identify several frictions to sustaining high implementation fidelity at scale. In Ghana, teachers reported strong adherence to DL, but classroom observations revealed gaps in the critical but high-effort practice of grouping students by ability. To address this gap, the team developed a low-cost coaching checklist and ran an A/B test on the new tool. We find real-time improvements during the school term, with the checklist increasing the frequency of student grouping within DL lessons by 15 percentage points. This cost-effective implementation tweak, identified and deployed via rapid measurement and iterative adaptation within government systems, offers a clear example of using implementation science to achieve higher fidelity and effective scaling.

References

Akyeampong, K., Andrabi, T., Banerjee, A., Banerji, R., Dynarski, S., Glennerster, R., Grantham-McGregor, S., Muralidharan, K., Piper, B., Ruto, S., Saavedra, J., Schmelkes, S. & Yoshikawa, H. 2023. Cost-effective approaches to improve global learning: What does recent evidence tell us are smart buys for improving learning in low- and middle-income countries? Global Education Evidence Advisory Panel. Washington, D.C.: World Bank Group. http://documents.worldbank.org/curated/en/099420106132331608

Angrist, N. & Meager, R. 2023. Implementation matters: Generalising treatment effects in education. What Works Hub for Global Education. Working Paper 2023/001. https://doi.org/10.35489/BSG-WhatWorksHubforGlobalEducation-WP_2023/001

Angrist, N., Beatty, A., Cullen, C. & Matsheng, M. 2024. A/B testing in education: Rapid experimentation to optimise programme cost-effectiveness. What Works Hub for Global Education. Insight Note. https://doi.org/10.35489/BSG-WhatWorksHubforGlobalEducation-RI_2024/001

Angrist, N., Benveniste, L., Bevan, N. & Herbertson, J. 2025. Investing in implementation science, so ‘what works’ actually works in practice. What Works Hub for Global Education. Blog 2025/022. https://doi.org/10.35489/BSG-WhatWorksHubforGlobalEducation-BL_2025/022

Kaffenberger, M., Angrist, N., Hwa, Y.Y., Kayton, H.L., Jukes, M. & Stern, J. 2026. Core components of teaching at the right level: Unpacking the black box of proven programmes into a set of ‘core components’ by systematically combining multiple sources of rigorous evidence with implementer insights. What Works Hub for Global Education. Core Components Synthesis 2026/001. https://doi.org/10.35489/BSG-WhatWorksHubforGlobalEducation-WP_2026/001

Piper, B., Benveniste, L. & Angrist, N. 2025. A clarion call for efficient and sustainable solutions to achieve foundational learning. What Works Hub for Global Education. https://doi.org/10.35489/BSG-WhatWorksHubforGlobalEducation-BL_2025/010

World Bank. 2019. Over 2 million children to benefit from improved quality education in Ghana. Press Release. 24 October. https://www.worldbank.org/en/news/press-release/2019/10/24/over-2-million- children-to-benefit-from-improved-quality-education-in-ghana

Discover more

Young female student with notebook. Photo by Apex 360, Unsplash.

What we do

Our work will directly affect up to 3 million children, and reach up to 17 million more through its influence.

Teacher sits on the floor with group of students. Photo by Husniati Salma, Unsplash.

Who we are

A group of strategic partners, consortium partners, researchers, policymakers, practitioners and professionals working together.

Children reading. Photo by Andrwe Ebrahim, Unsplash.

Get involved

Share our goal of literacy, numeracy and other key skills for all children? Follow us, work with us or join us at an event.

Loading...
Privacy Overview

This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful.