An algorithm intended to reduce poverty in Jordan disqualifies people in need

Curated on Posted on by Stefaan Verhulst

Article by Tate Ryan-Mosley: “An algorithm funded by the World Bank to determine which families should get financial assistance in Jordan likely excludes people who should qualify, according to an investigation published this morning by Human Rights Watch. 

The algorithmic system, called Takaful, ranks families applying for aid from least poor to poorest using a secret calculus that assigns weights to 57 socioeconomic indicators. Applicants say that the calculus is not reflective of reality, however, and oversimplifies people’s economic situation, sometimes inaccurately or unfairly. Takaful has cost over $1 billion, and the World Bank is funding similar projects in eight other countries in the Middle East and Africa. 

Human Rights Watch identified several fundamental problems with the algorithmic system that resulted in bias and inaccuracies. Applicants are asked how much water and electricity they consume, for example, as two of the indicators that feed into the ranking system. The report’s authors conclude that these are not necessarily reliable indicators of poverty. Some families interviewed believed the fact that they owned a car affected their ranking, even if the car was old and necessary for transportation to work. 

The report reads, “This veneer of statistical objectivity masks a more complicated reality: the economic pressures that people endure and the ways they struggle to get by are frequently invisible to the algorithm.”..(More)”.

Understanding the relationship between informal public transport and economic vulnerability in Dar es Salaam

Curated on Posted on by Stefaan Verhulst

WhereIsMyTransport Case Study: “In most African cities, formal public transport—such as government-run or funded bus and rail networks—has limited coverage and fails to meet overall mobility demand. As African cities grow and densify, planners are questioning whether these networks can serve the economically vulnerable communities who benefit most from public transport access to opportunities and services.

In the absence of formal public transport or private vehicles, low-income commuters have long relied on informal public transport—think tro tros in Accra, boda bodas in Kampala, danfos in Lagos—to meet their mobility needs. Yet there is little reliable data on the relationship between informal public transport and economic vulnerability in and around Africa’s cities, making it challenging to understand:

  • Which communities are the most vulnerable?
  • What opportunities and services do people typically attempt to access?
  • What routes do informal public transport operators follow?
  • What are the occupation and gender-related impacts?

Addressing these questions benefits from combining data assets. For example, pairing data on informal public transport coverage with data on the socioeconomic characteristics of the communities that rely on this type of transport…(More)”.

Digital Freedoms in French-Speaking African Countries

Curated on Posted on by Stefaan Verhulst

Report by AFD: “As digital penetration increases in countries across the African continent, its citizens face growing risks and challenges. Indeed, beyond facilitated access to knowledge such as the online encyclopedia Wikipedia, to leisure-related tools such as Youtube, and to sociability such as social networks, digital technology offers an unprecedented space for democratic expression. 

However, these online civic spaces are under threat. Several governments have enacted vaguely-defined laws, allowing for random arrests.

Several countries have implemented repressive practices restricting freedom of expression and access to information. This is what is known as “digital authoritarianism”, which is on the rise in many countries.

This report takes stock of digital freedoms in 26 French-speaking African countries, and proposes concrete actions to improve citizen participation and democracy…(More)”

An Action Plan Towards a “New Deal on Data” in Africa

Curated on Posted on by Stefaan Verhulst

Blog by Charlie Martial Ngounou, Hannah Chafetz, Sampriti Saxena, Adrienne Schmoeker, Stefaan G. Verhulst, & Andrew J. Zahuranec: “To help accelerate responsible data use across the African data ecosystem, AfroLeadership with the support of The GovLab hosted two Open Data Action Labs in March and April 2023 focused on advancing open data policy across Africa. The Labs brought together domain experts across the African data ecosystem to build upon the African Union’s Data Policy Framework and develop an instrument to help realize Agenda 2063.

The Labs included discussions about the current state of open data policy and what could be involved in a “New Deal on Data” across the African continent. Specifically, the Labs explored how open data across African countries and communities could become more:

  1. Purpose-led: how to strengthen the value proposition of and incentives for open data and data re-use, and become purpose-led?
  2. Practice-led: how to accelerate the implementation of open data and data re-use policies, moving from policy to practice?
  3. People-led: how to trigger engagement, collaboration and coordination with communities and stakeholders toward advancing data rights, community interests, and diversity of needs and capacities?

Following the Labs, the organizing team conducted a brainstorming session to synthesize the insights gathered and develop an action plan towards a “New Deal on Data” for Africa. Below we provide a summary of our action plan. The action plan includes four vehicles that could make progress towards becoming purpose-, practice-, and people-led. These include:

  1. A “New Deal” Observatory: An online resource that takes stock of the the current state of open data policies, barriers to implementation, and use cases from the local to continental levels
  2. A Community-Led Platform: A solutions platform that helps advance data stewardship across African countries and communities
  3. “New Deal” Investment: Supporting the development of locally sourced solutions and nuanced technologies tailored to the African context
  4. Responsible Data Stewardship Framework: A framework that open data stewards can use to support their existing efforts when looking to encourage or implement grassroots policies…(More)”

Filling Africa’s Data Gap

Curated on Posted on by Stefaan Verhulst

Article by Jendayi Frazer and Peter Blair Henry: “Every few years, the U.S. government launches a new initiative to boost economic growth in Africa. In bold letters and with bolder promises, the White House announces that public-private partnerships hold the key to growth on the continent. It pledges to make these partnerships a cornerstone of its Africa policy, but time and again it fails to deliver.

A decade after U.S. President Barack Obama rolled out Power Africa—his attempt to solve Africa’s energy crisis by mobilizing private capital—half of the continent’s sub-Saharan population remains without access to electricity. In 2018, the Trump administration proclaimed that its Prosper Africa initiative would counter China’s debt-trap diplomacy and “expand African access to business finance.” Five years on, Chad, Ethiopia, Ghana, and Zambia are in financial distress and pleading for debt relief from Beijing and other creditors. Yet the Biden administration is once more touting the potential of public-private investment in Africa, organizing high-profile visits and holding leadership summits to prove that this time, the United States is “all in” on the continent.

There is a reason these efforts have yielded so little: goodwill tours, clever slogans, and a portfolio of G-7 pet projects in Africa do not amount to a sound investment pitch. Potential investors, public and private, need to know which projects in which countries are economically and financially worthwhile. Above all, that requires current and comprehensive data on the expected returns that investment in infrastructure in the developing world can yield. At present, investors lack this information, so they pass. If the United States wants to “build back better” in Africa—to expand access to business finance and encourage countries on the continent to choose sustainable and high-quality foreign investment over predatory lending from China and Russia—it needs to give investors access to better data…(More)”.

Randomized Regulation: The Impact of Minimum Quality Standards on Health Markets

Curated on Posted on by Stefaan Verhulst

Paper by Guadalupe Bedoya, Jishnu Das & Amy Dolinger: “We report results from the first randomization of a regulatory reform in the health sector. The reform established minimum quality standards for patient safety, an issue that has become increasingly salient following the Ebola and COVID-19 epidemics. In our experiment, all 1348 health facilities in three Kenyan counties were classified into 273 markets, and the markets were then randomly allocated to treatment and control groups. Government inspectors visited health facilities and, depending on the results of their inspection, recommended closure or a timeline for improvements. The intervention increased compliance with patient safety measures in both public and private facilities (more so in the latter) and reallocated patients from private to public facilities without increasing out-of-pocket payments or decreasing facility use. In treated markets, improvements were equally marked throughout the quality distribution, consistent with a simple model of vertical differentiation in oligopolies. Our paper thus establishes the use of experimental techniques to study regulatory reforms and, in doing so, shows that minimum standards can improve quality across the board without adversely affecting utilization…(More)”.

Africa fell in love with crypto. Now, it’s complicated

Curated on Posted on by Stefaan Verhulst

Article by Martin K.N Siele: “Chiamaka, a former product manager at a Nigerian cryptocurrency startup, has sworn off digital currencies. The 22-year-old has weathered a layoff and lost savings worth 4,603,500 naira ($9,900) after the collapse of FTX in November 2022. She now works for a corporate finance company in Lagos, earning a salary that is 45% lower than her previous job.

“I used to be bullish on crypto because I believed it could liberate Africans financially,” Chiamaka, who asked to be identified by a pseudonym as she was concerned about breaching her contract with her current employer, told Rest of World. “Instead, it has managed to do the opposite so far … at least to me and a few of my friends.”

Chiamaka is among the tens of millions of Africans who bought into the cryptocurrency frenzy over the last few years. According to one estimate in mid-2022, around 53 million Africans owned crypto — 16.5% of the total global crypto users. Nigeria led with over 22 million users, ranking fourth globally. Blockchain startups and businesses on the continent raised $474 million in 2022, a 429% increase from the previous year, according to the African Blockchain Report. Young African creatives also became major proponents of non-fungible tokens (NFTs), taking inspiration from pop culture and the continent’s history. Several decentralized autonomous organizations (DAOs), touted as the next big thing, emerged across Africa…(More)”.

Exploring data journalism practices in Africa: data politics, media ecosystems and newsroom infrastructures

Curated on Posted on by Stefaan Verhulst

Paper by Sarah Chiumbu and Allen Munoriyarwa: “Extant research on data journalism in Africa has focused on newsroom factors and the predilections of individual journalists as determinants of the uptake of data journalism on the continent. This article diverts from this literature by examining the slow uptake of data journalism in sub- Saharan Africa through the prisms of non-newsroom factors. Drawing on in-depth interviews with prominent investigative journalists sampled from several African countries, we argue that to understand the slow uptake of data journalism on the continent; there is a need to critique the role of data politics, which encompasses state, market and existing media ecosystems across the continent. Therefore, it is necessary to move beyond newsroom-centric factors that have dominated the contemporary understanding of data journalism practices. A broader, non-newsroom conceptualisation beyond individual journalistic predilections and newsroom resources provides productive clarity on data journalism’s slow uptake on the continent. These arguments are made through the conceptual prisms of materiality, performativity and reflexivity…(More)”.

Responsible AI in Africa: Challenges and Opportunities

Curated on Posted on by Stefaan Verhulst

Open Access Book edited by Damian Okaibedi Eke, Kutoma Wakunuma, and Simisola Akintoye: “In the last few years, a growing and thriving AI ecosystem has emerged in Africa. Within this ecosystem, there are local tech spaces as well as a number of internationally driven technology hubs and centres established by big tech companies such as Twitter, Google, Facebook, Alibaba Group, Huawei, Amazon and Microsoft have significantly increased the development and deployment of AI systems in Africa. While these tech spaces and hubs are focused on using AI to meet local challenges (e.g. poverty, illiteracy, famine, corruption, environmental disasters, terrorism and health crisis), the ethical, legal and socio-cultural implications of AI in Africa have largely been ignored. To ensure that Africans benefit from the attendant gains of AI, ethical, legal and socio-cultural impacts of AI need to be robustly considered and mitigated…(More)”.

The ethics of artificial intelligence, UNESCO and the African Ubuntu perspective

Curated on Posted on by Stefaan Verhulst

Paper by Dorine Eva van Norren: “This paper aims to demonstrate the relevance of worldviews of the global south to debates of artificial intelligence, enhancing the human rights debate on artificial intelligence (AI) and critically reviewing the paper of UNESCO Commission on the Ethics of Scientific Knowledge and Technology (COMEST) that preceded the drafting of the UNESCO guidelines on AI. Different value systems may lead to different choices in programming and application of AI. Programming languages may acerbate existing biases as a people’s worldview is captured in its language. What are the implications for AI when seen from a collective ontology? Ubuntu (I am a person through other persons) starts from collective morals rather than individual ethics…

Metaphysically, Ubuntu and its conception of social personhood (attained during one’s life) largely rejects transhumanism. When confronted with economic choices, Ubuntu favors sharing above competition and thus an anticapitalist logic of equitable distribution of AI benefits, humaneness and nonexploitation. When confronted with issues of privacy, Ubuntu emphasizes transparency to group members, rather than individual privacy, yet it calls for stronger (group privacy) protection. In democratic terms, it promotes consensus decision-making over representative democracy. Certain applications of AI may be more controversial in Africa than in other parts of the world, like care for the elderly, that deserve the utmost respect and attention, and which builds moral personhood. At the same time, AI may be helpful, as care from the home and community is encouraged from an Ubuntu perspective. The report on AI and ethics of the UNESCO World COMEST formulated principles as input, which are analyzed from the African ontological point of view. COMEST departs from “universal” concepts of individual human rights, sustainability and good governance which are not necessarily fully compatible with relatedness, including future and past generations. Next to rules based approaches, which may hamper diversity, bottom-up approaches are needed with intercultural deep learning algorithms…(More)”.