Banda

Leadership Snapshotⓘ

SourceWorld Bank + derived

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 Resilience measures national crisis damage sustained and recovery, derived from World Bank GDP growth and UCDP battle-related deaths over the mandate (crisis exposure vs. observed damage vs. resilience relative to comparable crises; higher = more resilient, reflecting the country's outcome rather than the leader's skill), otherwise shown as no data. Popularity uses sourced survey data (EAP 3.0 globally; Afrobarometer R9 for Africa; Arab Barometer VIII for MENA) when available, otherwise shown as no data. 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

Crisis Resilienceⓘ

SourceWorld Bank GDP growth + UCDP battle deaths

MethodExposure · damage · relative resilience

StatusMedium

How this is calculated

Crisis Resilience measures how much national damage a country sustained through the crises it faced and how well it recovered — balancing crisis severity, observed damage, and resilience relative to comparable crisis episodes. It reflects the country's crisis outcome, not a judgment of the leader's skill: nations hit by severe, sustained crises score low, and leaders with little crisis exposure remain near baseline. Score = clamp(50 + 0.15·exposure + relativeResponse − 0.20·damage, 0, 100); higher = more resilient. Exposure is the peak-biased crisis severity over the mandate; damage is the sustained, recovery-adjusted national damage (capped so one catastrophic year can't peg the scale); relativeResponse compares that damage against countries that faced a crisis of the same severity. All components are real World Bank country-year series (GDP growth; UCDP battle-related deaths per million); disaster and instability terms are absent and reweighted, never synthetically filled. This reflects the country's crisis outcome, not a verdict on the leader's skill.

✓ Reconstructable

Sourced from 4 mandate-years (2008–2011), 1 of 4 crisis components present.

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 Resilience measures national crisis damage sustained and recovery, derived from World Bank GDP growth and UCDP battle-related deaths over the mandate (crisis exposure vs. observed damage vs. resilience relative to comparable crises; higher = more resilient, reflecting the country's outcome rather than the leader's skill), otherwise shown as no data. Popularity uses sourced survey data (EAP 3.0 globally; Afrobarometer R9 for Africa; Arab Barometer VIII for MENA) when available, otherwise shown as no data. 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

—

BP

Berger Perdomo

🇬🇹GuatemalaLegend

—

Sam Hou Fai

🇲🇴Macao

—

C

Chan

🇵🇬Papua New GuineaLegend

—

S

Sata

🇿🇲ZambiaLegend

—

AA

Abdul-Rab al-Shadadi

🇧🇫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.