Leave no one behind: what does data have to do with inclusion?

June 2022
Four women and one man sit together around a table during a meeting. One of the women is writing notes on the large pad of paper that's in front of them.
© Sightsavers/Patrick Meinhardt

Inclusive Futures partner Development Initiatives shares its learnings from training organisations of people with disabilities on how to better collect, store and use data.

High-quality data is key to understanding the barriers faced by people with disabilities and improving their access to services.

For example, only people that are registered as having a disability can access government support and public services. Meanwhile governments rely on data showing the prevalence of disability to budget for and  finance programmes and services.

When data is accessible and used effectively, it can help communities and their advocates, policymakers and government officials prioritise actions that address barriers and promote equitable access to opportunity – including in employment.  

Through Inclusive Futures, we looked at what data on disability was currently available, who was producing it, where it was being stored and who was using it – giving us a more complete picture of the data and how it could be improved. As a result of this process, we identified organisations of people with disabilities (OPDs) as key holders and users of disability data.

Here are some of the learnings we took from training OPDs on data literacy.

Martha Bekele stands during a presentation with a microphone in her hand.


Martha Bekele is lead analyst for East Africa at Development Initiatives.

Ask, don’t assume

Initially, we worked with national OPDs to assess their understanding of data and how training in this area could support their work in advocating for the rights of people with disabilities.

Through carrying out surveys and interviews, we found there was a huge gap in data literacy among OPDs in Kenya and Uganda. In particular, we identified local, grassroots OPDs that faced challenges in collecting, processing and managing data and did not have access to regular training opportunities. We realised that any training we offered needed to cover the entire data value chain.

Four training modules

As a result, we developed data training modules covering four areas: types of data and sources, tools training (including using Excel), data storage and sharing, and data standards and harmonisation (making data more comparable, consistent and coherent). We delivered training to grassroots OPDs at a district level in Uganda, national OPDs in Kenya and to field officers and civil servants working for the Kenyan government’s State Department for Social Protection.


As a result of COVID-19, some of the training sessions had to be delivered online or under strict social distancing measures. This created difficulties in delivering the training where there wasn’t a stable internet connection or where areas of the training required close face-to-face interaction and guidance.

We also found that levels of understanding on data varied between organisations and the length of the course needed to be tailored to meet the needs of different organisations and different disabilities.

Ensuring tools stay within communities

One of our main goals was to ensure that the training resources and materials, which covered topics on handling data and data analysis, were made available and could continue to be used by the organisations to train staff internally or pass on their knowledge to other grassroots OPDs.

Through our work, we learned that OPDs wanted to understand how people might be excluded through their own data collection. In response, we developed a training module on how to use free online tools for community-generated data collection.

Occupying the policy space

Through Inclusive Futures, we worked directly with the Kenyan government and other organisations to support the adoption of its Inclusive Data Charter Action Plan (2021-2025). We are now supporting the Kenyan government to put this plan into action.

Watch the video

Hear from Alice Nandudu from Mbale District Union of Persons with Disability, Uganda, as she explains the positive impact of the data literacy training sessions for OPDs.

Development Initiatives logo.

Open-source knowledge

All the training modules created by Development Initiatives are currently being transferred to the International Disability Alliance’s online training platform.

The training course will be available for free to everyone.

“We learned that OPDs wanted to understand how people might be excluded through their data collection.”