Every national leader, scored across up to eight dimensions of tenure contribution — from governance and economy to politics and crisis response. Compare current form against the legacy they'll leave behind.
SourceWorld Bank + derivedMethodWeighted averageConfMedium✓ ReconstructableⓘLeadership Rating measures change under the leader relative to global trends — a score near 60 means performance broadly matched the benchmark trajectory. It is a weighted average of up to eight dimensions, renormalised over the ones with sourced data (the coverage note beside the score says how many), and requires all four core dimensions — Governance, Economy, Politics and Institutional Integrity — to be sourced. Five use live World Bank indicators; the rest are derived from sourced signals (WIPO/Oxford/UNESCO, GDELT, World Bank + UCDP, survey data) where coverage exists. Diplomacy is a GDELT-derived engagement proxy, and anything unsourced shows as no data. Political position is V-Dem V-Party expert coding. Full weights on the Methodology page.
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Sam Hou Fai, Chief Executive of Macao, has a 58/100 Leadership Rating — a moderate score. In global media, their Communication signal reads 65/100 (high confidence), tracked from GDELT.
The data & sources
The 58 rating is a derived blend of Sam Hou Fai's leadership dimensions, each computed from sourced public inputs — none estimated. Communication 65/100 derives from GDELT DOC tone, reach and message resilience (high confidence). Diplomatic Conduct 31/100 (medium confidence) — performance-under-test blend from directed GDELT events + UCDP.
The risk read
Sam Hou Fai's governing-stability conditions have no sourced score yet, so treat leadership-driven country risk as unquantified here. Crisis exposure 14/100 (Minimal exposure); response untested. External conditions score 51/100 — the macro tailwind or headwind behind their tenure. For the full opportunity, market-pulse and resilience read, see Macao's nation page.
The strategic read
Governing conditions: external conditions 51/100. The sharpest institutional vulnerability is Diplomacy (31/100).
Communication Signal
65/ 100high confidence
Coverage tone42%91
Favourability of media coverage over the tenure (GDELT tenure-mean tone), cross-leader percentile
Media reach33%11
Media volume (GDELT tenure-median daily coverage) percentile, gated down when coverage is hostile
Message resilience25%61
Does tone / approval hold up when attention spikes vs. calmer periods (derived)
Reach is discounted to 66% of its raw percentile because tenure-mean coverage tone skews unfavourable — hostile attention isn't credited as positive reach.
Crisis
Exposure
14/ 100
Minimal exposure
Response
Untested
Untested
Low confidence · no major shock in mandate
Worst year (2025) — shock drivers
Conflict intensity0
Economic contraction44
Each is a global percentile: how this year's shock compares to every country-year on record. Disaster shocks are not yet sourced (no open-licensed annual series).
Sourced from 3 mandate-years (2024–2026), 3 of 4 shock components present.
SourceWorld Bank GDP + UCDP deaths (annual + Candidate GED) + WGI stability
Outlook
Underpowered
Can this leader deliver on its agenda?
A favorable domestic structural context, but limited demonstrated capacity to capitalize on it.
Capability 58Context FavorableStability 84
Source: Leadership Rating + structural context·Method: Derived (capability × context)·✓ ReconstructableⓘDerived from this leader's Leadership Rating, the country's structural context (difficulty, governing regime, political stability), time in office, and public approval where sourced. Computed, and updates as the data does. Full model on the Methodology page.
Leadership Radar
Tenure Contribution · to date
Uneven profile — 34-point spread from Communication to Diplomacy.
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.
Source: World Bank·Method: Unweighted average·✓ Reconstructableⓘ
Leadership Archetype
No distinct archetype
Uneven profile — 34-point spread from Communication to Diplomacy. No archetype rule matches that shape. This is a reading of the sourced stats — not a data gap.
SourceDerivedMethodRule-based classificationConfDeterministic✓ ReconstructableⓘArchetypes are derived automatically from the leadership stat profile — not hand-assigned. "No distinct archetype" means no classification rule matched; profile shape is assessed separately from the best-to-worst spread. A leader lacking enough sourced stats reads as "No data". A secondary archetype is added only when a stat scores exceptionally high.
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Key questions
Who is Sam Hou Fai?
Sam Hou Fai is the Chief Executive of Macao, nonpartisan (Beijing-backed).
How is Sam Hou Fai rated on NationsHelm?
Sam Hou Fai holds a moderate Leadership Rating of 58 out of 100. It is a derived blend of sourced leadership dimensions — governance, communication, diplomacy and others — never an estimate.
How is Sam Hou Fai viewed internationally?
Sam Hou Fai has a Communication signal of 65/100 from GDELT media coverage and a Diplomatic Conduct score of 31/100.
Data coverage:107 Sourced·85 Derived|Scores refreshed: 2026-08-24·snap-20260824-c9f25cd0|Methodology:Reconstructable|Cite:How to cite
Spot an error?
SourceGDELT DOC 2.0
MethodWeighted blend (42/33/25)
ConfHigh
✓ Reconstructable
ⓘA pure media-communication signal, blended from GDELT and renormalised over what's present: Coverage Tone (42%); Media Reach (33%, gated down when coverage is hostile); and Message Resilience (25%). Domestic approval is not counted here. Shown only where GDELT coverage exists. Full model on the Methodology page.
Diplomatic Conduct
31/ 10090% sourced · severity 15
Conduct 27 · Test Severity 15 → 31
Cooperative ratio20%83
Share of the country's international interactions coded cooperative vs conflictual
Restraint20%14
Inverse of net material force the country projects — armed-conflict events it initiates minus those it absorbs. Force projected abroad lowers it; being invaded does not
Coalition breadth15%1
How many distinct countries it cooperates with as initiator
ⓘCrisis Exposure measures how severely a leader was tested — a peak-biased aggregate of per-year shock severity (conflict intensity, economic contraction and political-stability decline vs. recent normal) over the mandate. It is context, not a verdict: high exposure is neither good nor bad on its own. Crisis Response measures how the country fared during its genuine crisis years relative to comparable crisis episodes worldwide — country-years hit with the same shock severity. Higher = less national damage than peers at that severity. Leaders who never faced a major shock are marked Untested rather than rewarded. Per country-year, real WB/UCDP/WGI shocks are winsorised and percentile-ranked into a ShockSeverity; Exposure is the peak-biased mandate aggregate. Crisis years (severity ≥ 60) score Response = 100 − damage percentile among comparable-severity crises worldwide, then severity-weighted over the mandate. Untested = no major shock (never rewarded). Absent components are reweighted, never filled.
Governance
60
Economy
62
Diplomacy
31
Politics
61
Crisis Response
—
Vision
—
Communication
65
Institutional Integrity
60
Source: World Bank + derived·Method: Contribution·✓ ReconstructableⓘEach dimension measures change under the leader relative to global trends — how the indicator moved over their tenure, net of the world's move over the same window — not the country's absolute level. A score near 60 means performance broadly matched the benchmark trajectory; above = improved the country's standing, below = declined. Governance / Economy / Politics / Institutional Integrity from World Bank WGI, WDI and V-Dem trajectories; Vision from the country's innovation rank (WIPO patents + UNESCO tertiary), former leaders only (patents lag ~3 years); Crisis Response (World Bank + UCDP + WGI, an absolute response-quality scale) and Communication (GDELT) from tenure signals; Diplomacy (Diplomatic Conduct) is active-only. A tenure under six months, or an indicator whose series hasn't reached the term, shows as no data. Full model on the Methodology page.
Stewardship
Inherited-strength lens · separate from the rating
—
Governance
—
Politics
—
Integrity
—
Innovation
—
0 of 4 groups eligible and sourced
Source: World Bank WGI + V-Dem + derived·Method: Stewardship·✓ ReconstructableⓘMeasures whether strong institutions inherited at the start of the tenure were preserved, improved or eroded. It does not reward the leader for inheriting a strong country. A metric qualifies only when the inherited baseline was at least 75 on its normalized scale; the score is the world-net change over the tenure on the single public scale (60 = preserved relative to global movement). Requires two or more eligible sourced groups, the six-month tenure floor and a post-tenure-start observation — otherwise No data, never a zero. Weights mirror the current-form groups (gov 0.17 · pol 0.15 · int 0.08 · vis 0.09), renormalized over what is eligible and sourced.
Strengths & Weaknesses
Top Strengths
Key Weaknesses
Diplomacy31
International relations and multilateral negotiation
Source: Derived·Method: Ranked by stat value·✓ ReconstructableⓘUp to 5 strengths (dimensions scoring 70+) and 5 weaknesses (scoring 57 or below), ranked from the leadership radar. Dimensions in the 58–69 benchmark band appear in neither column. Descriptions are fixed per dimension and don't vary by country. Dimensions without a sourced signal show as no data. Full model on the Methodology page.
Sam Hou Fai Leadership Rating: 58/100 — Chief Executive, Macao (2024–present) | NationsHelm
Current Challenges
Awaiting data
No flagged challenges — no key dimension is below its threshold, or the sourced indicators that drive these flags aren't in yet.
Leadership Conditions
Government Stability
—
No data available for this dimension.
External Conditions
51
Neutral external conditions.
Time in Office 20 months·Since 2024-12
Source: WGI · V-Dem · UCDP · trend·Method: Weighted blend·✓ ReconstructableⓘGovernment Stability blends six sourced signals, renormalised over what's available: WGI Political Stability (30%), institutional strength (20%), V-Dem continuity (15%), UCDP violence deaths (current-year UCDP-CED where available, else finalized annual GED, 15%), Fragile States social cohesion (10%) and the 3-year WGI trend (10%). External Conditions derives from a World Bank GDP-growth shock over the tenure.
Country scores are the unweighted average of scored World Bank indicators — the same model used on the nation's own page. Difficulty reflects structural constraints on governing this nation, independent of the current leader.
Mediating, negotiating and signing formal agreements as initiator (GDELT CAMEO)
Sanctions balance10%49
Sanctions the country imposes minus those imposed on it
Engagement volume10%1
Count of international diplomatic events — country-level
Media tone10%—
Favourability of foreign coverage of the leader on diplomacy — leader-level, low-weighted
Partial coverage: 90% of the formula's weight is currently sourced; the score renormalises over what's present. Remaining components appear as data lands.
SourceGDELT 2.1 Events + DOC APIMethodPerformance-under-test blend, severity-amplifiedConfMedium✓ ReconstructableⓘHow a head of state conducts themselves on the world stage, not how much activity their country generates. Blends cooperative ratio (20%), Restraint (inverse of net force projected, 20%), coalition breadth (15%), agreements & mediation (15%), sanctions balance (10%), engagement (10%) and leader media tone (10%), renormalised over available data. Test Severity (active conflict + conflictual share + sanctions received) amplifies the blend so conduct under fire moves the score more. Full model on the Methodology page.
