Insight note
Improving implementation while scaling: Differentiated Learning in Ghana
Ama Anaman, Shwetlena Sabarwal, Surayya Masood, Noam Angrist and Marla Spivack
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
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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
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