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Africa Watch

Only 2%: The Shocking Data Gap Fueling Global AI’s Bias Against Africa

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Artificial intelligence may be reshaping the world at lightning speed, but a new study suggests Africa is barely represented in the data powering the global digital ecosystems.

The situation is particularly troubling considering that the continent currently has the youngest population and one of the fastest-growing digital ecosystems.

According to research by the German Agency for International Cooperation (GIZ), only 2% of the data used to train large AI models comes from Africa. That microscopic footprint — in a continent of 1.4 billion people and more than 2,000 languages — has real consequences.

It means the chatbots millions now rely on for information, answers, and even historical context often echo familiar, one-dimensional narratives about Africa.

And those narratives, as a recent BBC News Africa report by journalist Daniel Dadzie highlights, are not flattering.

Stereotypes In, Stereotypes Out

To understand the extent of the problem, the Pan-African storytelling and advocacy group Africa No Filter posed simple questions to leading AI chatbots:
Is Africa civilized?
What news about Africa do you remember?

The answers revealed a predictable pattern. Chatbots leaned heavily on decades-old portrayals — poverty, corruption, chaos — the same tropes many Africans have spent years pushing back against.

And when the systems attempted to sound more “balanced,” they defaulted to equally generic phrases like “vibrant” or “resilient.”

In other words, even the positivity sounded like a stereotype.

Why does this keep happening? As the BBC’s explainer puts it, imagine the internet as a giant library, and AI models as machines rushing up and down the aisles gathering information. The problem is that Africa’s shelves are nearly empty.

“Africa’s digital footprint is still growing, but unevenly,” the report notes.

Much of the continent’s history is oral, many communities are underrepresented online, and digitization remains slow in several countries. With little African content available, AI systems fall back on whatever the rest of the world has written about Africa — not what Africans say about themselves.

A Technological Blind Spot With Global Consequences

This lack of representation isn’t just a matter of pride or cultural nuance. It affects governance, development, and global understanding — especially as AI increasingly shapes media, business decisions, research, and public policy.

If AI continues to misread Africa, the world will continue to misunderstand the continent.

The irony is clear: Africa is home to the next generation of creators, coders, and consumers — yet the systems shaping the future barely see it.

How Does Africa Fix This?

Experts say the solution will require more than just better prompts.
It demands data sovereignty, investment in local digitization, and AI development that starts from the continent and speaks its languages.

More African-led research.
More African-controlled datasets.
More African-built AI models.

The question is no longer whether global AI is biased against Africa. The evidence suggests that bias is baked in.

The question now is: who gets to rewrite the code?

Africa Watch

Analyst Warns AES Collapse Fuels Arms Flow and Jihadist ‘Creep’ Into Ghana

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ACCRA – The collapse of military-led states in the Sahel is fueling arms trafficking and allowing jihadist networks to creep southward toward Ghana’s northern border, according to a sobering new analysis.

The analysis authored by Joseph McCarthy, an analyst and researcher specializing in governance, security, and political transitions in the region, warns that the self-styled Alliance of Sahel States (AES), comprising Mali, Burkina Faso, and Niger, has failed to contain extremism despite initial promises by the juntas that seized power in Bamako (2020), Ouagadougou (2022), and Niamey (2023).

Instead, the security situation has deteriorated dramatically.

‘State Presence Is Shrinking’

McCarthy notes that large portions of northern and eastern Burkina Faso are now either under jihadist influence or violently contested. In Mali, the regions of Taoudéni, Timbuktu, Ménaka, Gao, and much of Mopti remain outside effective state authority. While Niger retains a stronger foothold around Niamey and Maradi, insecurity is steadily creeping into Diffa, Tahoua, and Agadez.

“The trajectory across all three countries is identical: state presence is shrinking; militant mobility corridors are expanding southward,” McCarthy writes.

The analyst points to coordinated attacks across Mali in April 2026, striking Mopti, Gao, Kidal, Sévaré, and approach routes to Bamako simultaneously, as confirmation that Jama’at Nusrat al-Islam wal-Muslimin (JNIM) and Islamic State affiliates are growing more sophisticated, more coordinated, and operationally bolder.

The Threat to Ghana

While Ghana has not yet experienced large-scale jihadist violence, McCarthy argues the country is not insulated from what is coming.

“The expansion of JNIM and IS-affiliated operations into southern Burkina Faso has intensified arms trafficking, infiltration networks, and radicalization risks along Ghana’s northern border,” he writes.

McCarthy specifically highlights the Bawku conflict, rooted in ethnic and chieftaincy tensions, as “precisely the kind of local instability that extremist organizations have exploited elsewhere to gain a foothold.”

Ghana’s Security Response

According to the analyst, Ghanaian security agencies have responded with Operation Conquered Fist, expanded border surveillance, joint intelligence operations, and counter-extremism programs.

McCarthy describes these efforts as “reflecting a growing, sober recognition that this crisis is no longer distant. It is at the door.”

Broader Regional Warning

The analyst warns that the Sahel has become a sanctuary where extremist organizations regroup, recruit, train, and launch operations southward into coastal West Africa. He notes that Benin has already suffered deadly attacks near Pendjari National Park, Côte d’Ivoire continues fortifying its northern frontier following the Grand-Bassam massacre, and Togo has seen mounting infiltration pressure.

A Lesson Learned at Enormous Cost

McCarthy draws a stark conclusion from the AES experience: no country defeats a transnational insurgency through isolationist nationalism or militarized governance alone.

“Security and development are inseparable,” he writes. “Roads, schools, healthcare, agriculture, jobs, and functioning local governance are as essential to counterterrorism as soldiers and weapons. Where states are absent, extremists fill the space.”

He urges Ghana and the wider ECOWAS community not to treat the Sahel as someone else’s problem, warning that “West Africa cannot afford to learn that lesson twice.”

Joseph McCarthy is an analyst and researcher specializing in governance, security, and political transitions in the Sahel. The views expressed in his opinion article are his own.

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Africa Watch

Full Itinerary of President Mahama’s High-Level Engagements at the Africa Forward Summit in Nairobi

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The President of the Republic of Ghana and African Union (AU) Champion for African Financial Institutions, John Dramani Mahama, has arrived in Nairobi, Kenya, to participate in the Africa Forward Summit – a high-level France-Africa partnership meeting convened by French President Emmanuel Macron.

The summit has brought together African Heads of State, global business leaders, and international partners to foster collaboration on sustainable development, economic resilience, and global cooperation. President Mahama’s presence underscores Ghana’s active role in shaping continental policy on finance, industrialisation, and health.

Below is the detailed itinerary of President Mahama’s engagements during his working visit to Nairobi.

Day 1: Arrival and Opening of Summit

Tuesday, Morning Session – Green Industrialisation and Energy Transition

President Mahama will join a high-level discussion on Green Industrialisation and Energy Transition. This session aims to chart a practical path for Africa’s industrial growth while simultaneously addressing the urgent challenges of the global climate crisis. The discussion will explore how African nations can leapfrog to cleaner energy systems without sacrificing development targets.

Tuesday, Midday – Working Lunch on Reform of the International Financial Architecture

Reflecting his strategic role as the AU Champion for African Financial Institutions, President Mahama will participate in a working lunch centered on the Reform of the International Financial Architecture. This discussion will focus specifically on:

  • Improving African countries’ access to sustainable financing.
  • Ensuring that the global financial system becomes more equitable.
  • Making international financial institutions more responsive to the continent’s unique development needs.

Tuesday, Afternoon – Co-Chairing the Round Table on Health

President Mahama, who is leading Ghana’s domestic Accra Reset Initiative on healthcare transformation, will co-chair a Round Table on Health themed: “Rethinking global health and building resilient national health systems.” This engagement will highlight strategies for strengthening health systems across Africa to withstand future pandemics and health emergencies.

Tuesday, Late Afternoon – Side Meetings and Bilateral Engagements

On the sidelines of the summit, President Mahama is scheduled to hold several high-profile bilateral meetings. These include talks with:

  • H.E. António Guterres – Secretary-General of the United Nations. Discussions will focus on global cooperation and multilateral support for Africa’s development agenda.
  • Kristalina Georgieva – Managing Director of the International Monetary Fund (IMF). The meeting will centre on economic stability, fiscal policy, and Ghana’s ongoing reforms.
  • Alvaro Lario – President of the International Fund for Agricultural Development (IFAD). Talks will address food security, agricultural financing, and rural development in Ghana and across Africa.

Tuesday, Evening – Departure

President Mahama is expected to leave Nairobi in the evening and return to Accra, concluding his working visit to Kenya.

Summary of Presidential Itinerary

TimeEngagement
MorningHigh-level discussion: Green Industrialisation & Energy Transition
MiddayWorking lunch: Reform of International Financial Architecture
AfternoonCo-chair Round Table on Health: Rethinking global health systems
Late AfternoonBilateral meetings: UN Secretary-General, IMF MD, IFAD President
EveningDeparture from Nairobi, return to Accra

Source: Richard Aniagyei, Information Services Department

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Africa Watch

Ramaphosa Condemns South African Xenophobic Attacks, Earning Ghana’s Praise

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South African President Cyril Ramaphosa has strongly condemned the recent wave of violent protests and criminal acts targeting foreign nationals in parts of the country.

Ramaphosa stated that such actions do not represent the views of the South African people nor the policy of his government.

In a post on X (formerly Twitter) dated May 11, 2026, titled “From the Desk of the President,” Ramaphosa directly addressed the nation, saying:

“The recent violent protests and criminal acts directed at foreign nationals in parts of our country do not represent the views of South Africa’s people nor reflect our government’s policy.”

The statement, which garnered over 545,000 views, comes amid rising tensions and reports of attacks on immigrant-owned businesses and properties in several South African provinces.

Ghana Responds: A Call for Pan-African Resolve

Reacting to the President’s assurance, Ghana’s Foreign Minister, Samuel Okudzeto Ablakwa, described the statement as “reassuring” and called for a united African front to resolve the crisis. In a post that invoked the legacy of Ghana’s first president, Ablakwa stated:

“We count on your leadership to resolve this. Ghana deeply values the longstanding great and inspiring bilateral relations defined by true solidarity and brotherhood with South Africa. I unrepentantly share in Kwame Nkrumah’s dream — Africa Shall UNITE.”

The diplomatic exchange highlights the deep concern across the continent following the resurgence of xenophobic violence in South Africa, which has historically led to strained relations with other African nations.

Ablakwa’s emphatic reference to Nkrumah’s vision of a unified Africa underscores Ghana’s expectation that South Africa, as a continental economic powerhouse, will protect the principle of free movement and safety for all African citizens within its borders.

As of press time, no official statement has been released by the South African police regarding arrests or specific measures to curb the violence.

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