About Us

About Takwimu
Takwimu was launched to provide African development champions and storytellers with the best analysis and data available, supporting their work to educate, influence and advocate for change in their communities.
All Takwimu content is visualised and packaged to be easily understood and freely shared. The content includes expert analysis of the key stakeholders, decision processes, policies, organisations and budgets that are driving development outcomes – combined with access to a growing body of national and sub-national statistics in the health, agriculture, education and financial inclusion sectors.
Takwimu covers 10 countries: Burkina Faso, Democratic Republic of Congo, Ethiopia, Kenya, Nigeria, Senegal, South Africa, Tanzania, Uganda and Zambia. The service plans to make French, Swahili and Amharic versions of the key content available during 2019.
Takwimu is supported by the Bill & Melinda Gates Foundation

We have talked elsewhere about the rationale and process of building Takwimu and the human centred design process led by iHub. Here we elaborate on key elements of the methodology behind the analysis and data.

The ten Takwimu country profiles were originally researched and written by the africapracticeteam of analysts between November 2017 and May 2018. Each country analyst is regionally specialised and experienced in conducting political economy research and analysis. The profiles were developed based on detailed key respondent interviews held with national government and development partner sources and a parallel review of public record information. In this manner, information gleaned through stakeholder conversations was checked against public reporting to corroborate insights and data where possible. The narrative profiles are intended to provide a balanced view on the political economy and stakeholder landscape behind the human development statistics in each country.

Profiles are updated regularly in response to national electoral cycles and other important political, budgetary or economic events. A senior editorial review takes place at least six months to provide additional quality assurance. Content reviews occur in collaboration with the Code for Africa data team who create the associated data visuals.

Sourcing the data

We have found a lot of variation in the availability, quality and granularity of data across our focus geographies. Some top-level national data have been sourced through existing, well maintained public datasets such as AFDB open data portal (itself referencing IMF, WEO and others) and UNDP Human Development reports. At the thematic/sectoral level, the picture is more mixed. For example, for health data, in addition to WHO, there are some excellent international sources including IHME and PEPFAR.

We have catalogued and evaluated similar sources across other key sectors during project inception. Other data such as budgetary information and expenditures are partially sourced through existing initiatives such as OpenSpending and the World Bank Open Budgets initiativeand through some of the new breed of geospatial datasets like the China Aid portal and Wazimap in South Africa.

Much of the data, particularly at the sub-national level, have required more digging out and sourcing in-country directly from the relevant agencies. A significant effort continues to be expended to clean up and reformat these datasets, so that they’re comparable country to country, as open data.

Code for Africa has led the work on data sourcing. It brings specialist skills and experience to this task, including working directly with data owners – both within government and outside in the non-profit and commercial sectors – to help digitise and transform data into actionable information.

Open-Access & Open-Source Solution

Given the importance of providing an open, publicly-accessible service, we have focused on systematically approaching each feature and component to good open data and open source practices of: easy intuitive access – searchability – machine-readability – metadata – clear data licenses – data preview/visualization – standards compliance – application programming interface (to ingest and export data) – and security.

Takwimu Open Source FrameworkThe platform has been built to ensure it has flexibility, accessibility and scalability built in from the outset – not only in terms of the potentially increasing depth and geographical scope of the data but also in the operation of the platform, which should be capable of transitioning over time from wholly centralised management to a more distributed and locally-owned approach.

Takwimu is built on HURUmap that itself is built on top of the Knight News Challenge funded Census ReporterWazimap open source technologies. HURUmap focusses on helping users discover the stories behind the data – insight otherwise not obvious from looking at spreadsheets. It is also built on the Django Framework, a highly extensible Python framework. HURUmap’s core technology has been successfully deployed, supported, and re-used across the African continentthe Americas, and Asia. Also of note, Census Reporter is supported by teams that work at Mozilla.

The code for Takwimu is available here. Reuse it to empower your community or help us squash some bugs.


A range of Takwimu services to encourage and support excellence in data-driven policy development, programming, advocacy and journalism.

All core Takwimu services are free, including freedom to search and browse all the content and re-use in your own materials. We only ask that you respect the Creative Commons copyright and attribute Takwimu when re-publishing.

We also provide a responsive user support service (currently email only) – and will always endeavour to troubleshoot any technical problems or challenges our community may face in finding and making best use of Takwimu content.

We also recognise that some users will have additional needs, which may include:

  • Bespoke data sourcing or data visualisation requests
  • Deeper or customised analysis of political systems and stakeholders
  • Tailored training programmes on how to create impactful data driven content
  • Media training and presentation skills
  • Commissioning bespoke content creation such as social videos
  • Showcasing your own data or content on Takwimu or, conversely….
  • Arranging to re-publish Takwimu content on your own data or analytical platform.

We are evaluating the demand for value-adding services such as these – and how we can best organise to deliver them. If you have any enquiries about value-add services please contact us to register your interest and we will be in touch to discuss.

Frequently Asked Questions
We have collated here some common questions people ask us about Takwimu. If you don’t find what you are looking for here please contact us and we’ll be happy to help.

Takwimu is a free and open development information service that aims to transform access to high quality analysis & data for African development policy makers, practitioners and advocates. We have launched because – right now – uneven access to quality development information is obstructing local participation and weakening the impact of policy and programming in Africa. There is often no single, objective source of truth on development indicators, especially at subnational level, so it takes time, resources and effort to chase down information to strengthen a proposal, champion a cause or advocate for change. Most international or other ‘apex’ organisations have no trouble accessing and using the data they need, whilst others, especially smaller or younger organisations face challenges and end up effectively locked out of the debate.

Takwimu’s goal is to make it much easier for development champions and storytellers to find, download, share and reuse high quality analysis and datavisuals in their own materials. We hope that by opening out access in this way, Takwimu will help to stimulate broader debate and participation in development policy and programming, helping to focus attention more clearly on local needs and priorities.
Everything starts with our community of users – through research, consultation and focussed engagement we have built a clear understanding of our community, how they can use quality insights and data to support their work – and how we can make it easier for them. We are closely focussed on two particular personas (or user types) which we categorise as ‘development champions’ and ‘storytellers’. We know that development champions value access to Takwimu data and analysis to help them secure buy in for, or raise the profile of a particular project or policy, while storytellers can use the same content to inform and strengthen a human-interest story, campaign or advocacy position.
Supported by Takwimu data local champions and storytellers can have more impact and influence in their work – helping to ensure that resources are allocated to where they will deliver greatest development impact, policies are de-risked and successful programmes can be scaled in a sustainable manner.
africapractice, Code for Africa and iHub. Takwimu is underwritten by the Gates Foundation.
Data-rich, analytical country profiles shedding light on human development in Burkina Faso, Democratic Republic of Congo, Ethiopia, Kenya, Nigeria, Senegal, South Africa, Tanzania, Uganda and Zambia, available in English and French