Sata

Leadership Snapshotⓘ

SourceWorld Bank + curated

MethodWeighted average

ConfidenceMedium confidence

How this is calculated

Leadership Rating is a weighted average of 10 dimensions (weights listed on the Methodology page). Five dimensions use live World Bank indicators; Vision is derived from WIPO patents, Oxford AI Readiness, UNESCO tertiary enrolment, and tenure momentum; Communication is derived from GDELT media volume and tone, domestic approval, and a tone/approval crisis-resilience term, where coverage exists, otherwise shown as no data (still rolling out); Diplomacy has no data source yet; Crisis Management is derived from WB GDP shock data where tenure overlapped, otherwise curated. Popularity uses sourced survey data (EAP 3.0 globally; Afrobarometer R9 for Africa; Arab Barometer VIII for MENA) when available, otherwise a curated estimate. Political position uses V-Dem V-Party expert coding (v2pariglef, economic left–right) as its primary source where the leader's party is covered; otherwise shown as no data (archived 2016–2020 leaders instead carry a coarse leftist/centrist/rightist class from the Global Leader Ideologies dataset, never a numeric score).

✓ Reconstructable

Strengths & Weaknessesⓘ

SourceDerived

MethodRanked by stat value

ConfidenceMedium confidence

How this is calculated

Top 5 and bottom 5 dimensions ranked from the leadership radar. Five dimensions use World Bank indicators; Vision is derived from WIPO patents, Oxford AI Readiness, UNESCO tertiary enrolment, and tenure momentum; Communication is derived from GDELT media volume and tone, domestic approval, and a tone/approval crisis-resilience term, where coverage exists, otherwise shown as no data (still rolling out); Diplomacy has no data source yet; Crisis Management is derived from WB shock data where available, otherwise curated. Popularity uses sourced survey data (EAP 3.0 globally; Afrobarometer R9 for Africa; Arab Barometer VIII for MENA) when available, otherwise curated. Descriptions are fixed per dimension and do not vary by country or context.

✓ Reconstructable

Country scores are blended with live World Bank data where available. Difficulty reflects the structural challenge of governing this nation — not the leader's individual performance.

Leadership Archetype

No data — not enough sourced stats to classify an archetype.

Arthur Peter Mutharika

🇲🇼Malawi

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B

Banda

🇿🇲ZambiaLegend

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S

Scott

🇿🇲ZambiaLegend

—

RM

Roch Marc Christian Kabore

🇧🇫Burkina FasoLegend

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AA

Abdul-Rab al-Shadadi

🇧🇫Burkina FasoLegend

—

K

Kafando

🇧🇫Burkina FasoLegend

—

Similarity is computed with weighted Euclidean distance across all 10 leadership stats plus the country's difficulty and the leader's political lean — capturing governing style, governing context, and economic-axis position.