Benchmark Scope Protocol

Rule R6 Compliance: HSRI strictly refuses to impute structural NaNs or extrapolate scores to nations lacking empirical microdata. 39 nations are currently benchmarked, 86 evaluated nations remain unrated due to indicator sparsity, and 70 nations have zero international telemetry.

✓
39
Benchmark Rated Nations
High-income & OECD cohort with ≥ 60% empirical indicator coverage across all 4 pillars.
⚠
86
Evaluated Unrated Nations
Partial governance or connectivity data observed, but lacking verified cognitive microdata.
📊
125
Total Nations in Audit Scope
Formally tracked across international source indices (World Bank, ITU, OECD, V-Dem).
✕
70
Unmonitored Global Nations
Recognized UN sovereign states with zero empirical telemetry in frontier AI readiness metrics.

Why Coverage is Limited to 39 Nations in v0.2

The Human Superintelligence Readiness Index (HSRI) prioritizes epistemic integrity over artificial completeness. Generating headline scores for nations that lack validated empirical measurement would introduce severe automation bias, creating an illusion of precision that harms evidence-based policy.

1. The 60% Pillar Completeness Rule

To receive a composite headline score, a nation must possess observed empirical data for at least 60% of indicators within each of the four core pillars. While 86 evaluated economies have robust institutional governance tracking (e.g., Worldwide Governance Indicators) or telecommunications data (ITU), none possess empirical adult cognitive testing microdata.

2. The Structural NaN Policy

Non-participation in international testing programs like OECD PIAAC (Program for the International Assessment of Adult Competencies) or EU EMLI (European Media Literacy Index) is an administrative reality, not a random missing value. Imputing scores across non-participating nations would confound actual cognitive discernment with administrative affiliation.

3. Required Data to Expand Coverage

Expanding HSRI coverage beyond 39 nations requires non-OECD statistical agencies to administer standardized digital reasoning instruments, adult problem-solving assessments in technology-rich environments, and calibrated algorithmic trust surveys.

Regional Distribution of Unrated Nations (86 Total)

Distribution of audited economies currently lacking multi-pillar data by UN continental region:

Asia31 unrated
Africa45 unrated
Europe2 unrated
Americas7 unrated
Oceania1 unrated

Comprehensive Register of Unrated Nations

Every sovereign nation evaluated in our coverage audit that does not currently receive a benchmark score:

ISO3Country NameRegionUN SubregionObserved PillarsPrimary Data GapDiagnostic Assessment
AFGAfghanistanAsiaSouthern Asia1 / 4 Pillarsinsufficient_source_coverageWGI governance observed; no OECD/PIAAC or domestic compute data
AGOAngolaAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageBasic governance indicators only; no AI literacy or discernment surveys
ALBAlbaniaEuropeSouthern Europe2 / 4 Pillarsmissing_cognitive_pillarsWGI governance and ITU digital connectivity observed; missing PIAAC and EMLI
DZAAlgeriaAfricaNorthern Africa2 / 4 Pillarsmissing_cognitive_pillarsGovernance and mobile broadband observed; lacking cognitive absorption metrics
ARMArmeniaAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsGovernance and digital adoption observed; no PIAAC or critical discernment data
AZEAzerbaijanAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsWGI and ITU indicators observed; non-participant in OECD cognitive benchmarks
BGDBangladeshAsiaSouthern Asia1 / 4 Pillarsinsufficient_source_coveragePartial governance coverage; no cognitive testing microdata
BENBeninAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageV-Dem governance observed; lacking digital infrastructure and cognitive microdata
BFABurkina FasoAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageBaseline governance data only; severe data sparsity across cognitive pillars
BDIBurundiAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coveragePartial governance indicators; no digital infrastructure or literacy data
CMRCameroonAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsITU infrastructure and WGI governance observed; no psychometric survey participation
CAFCentral African RepublicAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageConflict-affected data sparsity; minimal governance tracking
TCDChadAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageBaseline institutional data only; no educational or technological assessments
COMComorosAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageSmall island developing state data gaps; no standardized cognitive assessments
COGCongoAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coveragePartial institutional coverage; lacking digital and cognitive survey data
CODDemocratic Republic of CongoAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageV-Dem/WGI tracking only; zero coverage in cognitive resilience metrics
DJIDjiboutiAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coveragePartial governance; unmeasured in international educational and digital indices
EGYEgyptAfricaNorthern Africa2 / 4 Pillarsmissing_cognitive_pillarsWGI, V-Dem and ITU observed; non-participant in OECD PIAAC/PISA digital reasoning
SLVEl SalvadorAmericasLatin America and the Caribbean1 / 4 Pillarsinsufficient_source_coverageGovernance tracking available; missing cognitive and frontier compute data
GNQEquatorial GuineaAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageSevere data missingness across statistical agency reporting
ERIEritreaAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageClosed statistical regime; minimal international reporting
SWZEswatiniAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coveragePartial institutional indicators; unmeasured in digital literacy
ETHEthiopiaAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageGovernance tracked; severe missingness in technology diffusion and education
FJIFijiOceaniaMelanesia2 / 4 Pillarsmissing_cognitive_pillarsITU digital connectivity and WGI governance observed; no cognitive assessments
GABGabonAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageWGI observed; unrepresented in cognitive benchmarking
GEOGeorgiaAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsGovernance and infrastructure observed; lacking PIAAC problem solving and EMLI
GHAGhanaAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsStrong governance tracking and ITU data; missing cognitive absorption surveys
GINGuineaAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageBaseline governance tracking only; no digital readiness telemetry
GNBGuinea-BissauAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageSparse institutional reporting; no educational or technology coverage
GUYGuyanaAmericasLatin America and the Caribbean1 / 4 Pillarsinsufficient_source_coverageGovernance tracked; missing standardized digital and cognitive testing
HTIHaitiAmericasLatin America and the Caribbean1 / 4 Pillarsinsufficient_source_coverageAcute data deficit from institutional instability
HNDHondurasAmericasLatin America and the Caribbean1 / 4 Pillarsinsufficient_source_coverageGovernance tracked; missing cognitive and technological indicators
IDNIndonesiaAsiaSouth-Eastern Asia2 / 4 Pillarsmissing_cognitive_pillarsExtensive governance and infrastructure data; PIAAC non-participant; unmeasured in EMLI
IRNIranAsiaSouthern Asia1 / 4 Pillarsinsufficient_source_coverageSanctions and reporting gaps limit international survey participation
IRQIraqAsiaWestern Asia1 / 4 Pillarsinsufficient_source_coverageGovernance tracking available; no cognitive or high-performance compute data
CIVIvory CoastAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsWGI and mobile broadband tracked; lacking cognitive resilience metrics
JORJordanAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsGovernance and infrastructure available; PISA partial but lacks PIAAC PSTRE
KAZKazakhstanAsiaCentral Asia2 / 4 Pillarsmissing_cognitive_pillarsGood infrastructure and governance; PIAAC participant in Cycle 1 but lacks EMLI/DNR
KENKenyaAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsRegional digital hub with ITU and WGI data; lacking standardized cognitive absorption surveys
KWTKuwaitAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsHigh infrastructure and governance data; lacks behavioral AI readiness studies
KGZKyrgyzstanAsiaCentral Asia1 / 4 Pillarsinsufficient_source_coverageWGI tracked; unmeasured in multi-pillar cognitive testing
LAOLaosAsiaSouth-Eastern Asia1 / 4 Pillarsinsufficient_source_coverageBaseline governance only; lacking educational telemetry
LBNLebanonAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsInfrastructure and governance tracked; economic crisis has disrupted statistical reporting
LSOLesothoAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageGovernance tracked; no digital skills or discernment data
LBYLibyaAfricaNorthern Africa1 / 4 Pillarsinsufficient_source_coverageConflict and divided administration limit comprehensive empirical coverage
MACMacao SARAsiaEastern Asia2 / 4 Pillarssovereignty_and_sampling_limitsHigh digital infrastructure and PISA scores; omitted due to non-sovereign UN reporting status
MDGMadagascarAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageBaseline governance tracking only; no digital literacy survey coverage
MWIMalawiAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageGovernance observed; lacking technology diffusion and cognitive metrics
MLIMaliAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageSecurity crisis hampers empirical survey collection
MRTMauritaniaAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coveragePartial institutional indicators; unmeasured in digital readiness
MUSMauritiusAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsStrong governance and telecommunications; lacking PIAAC/EMLI cognitive data
MDAMoldovaEuropeEastern Europe2 / 4 Pillarsmissing_cognitive_pillarsWGI and ITU tracked; non-participant in OECD adult skills assessments
MNGMongoliaAsiaEastern Asia2 / 4 Pillarsmissing_cognitive_pillarsGovernance and connectivity available; missing cognitive resilience benchmarks
MARMoroccoAfricaNorthern Africa2 / 4 Pillarsmissing_cognitive_pillarsExtensive infrastructure and governance data; lacks adult cognitive testing
MOZMozambiqueAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageBaseline governance data; no standardized technology assessments
MMRMyanmarAsiaSouth-Eastern Asia1 / 4 Pillarsinsufficient_source_coveragePolitical crisis has suspended regular statistical reporting
NAMNamibiaAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsSolid governance and mobile connectivity; missing adult cognitive surveys
NPLNepalAsiaSouthern Asia1 / 4 Pillarsinsufficient_source_coverageGovernance indicators available; missing digital literacy and cognitive metrics
NICNicaraguaAmericasLatin America and the Caribbean1 / 4 Pillarsinsufficient_source_coverageInstitutional data available; unmeasured in cognitive absorption
NERNigerAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageLow statistical density; unrepresented in digital readiness telemetry
NGANigeriaAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsSignificant tech ecosystem and governance data; lacking standardized cognitive benchmarks
OMNOmanAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsHigh infrastructure and governance scores; missing empirical cognitive metrics
PAKPakistanAsiaSouthern Asia2 / 4 Pillarsmissing_cognitive_pillarsWGI and ITU tracked; absent from international cognitive and literacy surveys
PRYParaguayAmericasLatin America and the Caribbean1 / 4 Pillarsinsufficient_source_coverageGovernance tracked; missing adult skills and discernment tests
QATQatarAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsAdvanced digital infrastructure and state capacity; lacking behavioral readiness surveys
RWARwandaAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsHigh digital policy and governance tracking; unmeasured in PIAAC/EMLI cognitive data
SAUSaudi ArabiaAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsStrong state AI investment and infrastructure; lacking calibrated trust and adult discernment data
SENSenegalAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsStable governance and mobile coverage; missing standardized cognitive absorption data
LKASri LankaAsiaSouthern Asia2 / 4 Pillarsmissing_cognitive_pillarsGood baseline literacy and governance; missing AI-specific cognitive benchmarks
SDNSudanAfricaNorthern Africa1 / 4 Pillarsinsufficient_source_coverageOngoing conflict has severely degraded statistical reporting
SSDSouth SudanAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageExtreme data sparsity across all statistical dimensions
SYRSyriaAsiaWestern Asia1 / 4 Pillarsinsufficient_source_coverageProlonged conflict prevents national empirical data collection
TJKTajikistanAsiaCentral Asia1 / 4 Pillarsinsufficient_source_coverageGovernance tracking available; no cognitive or digital assessment data
TZATanzaniaAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsGovernance and infrastructure observed; lacks adult cognitive testing
THAThailandAsiaSouth-Eastern Asia2 / 4 Pillarsmissing_cognitive_pillarsStrong infrastructure and PISA participation; PIAAC and EMLI missing
TGOTogoAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageBasic institutional tracking; lacking digital and cognitive coverage
TUNTunisiaAfricaNorthern Africa2 / 4 Pillarsmissing_cognitive_pillarsGood tertiary STEM and governance data; lacks adult cognitive discernment surveys
TKMTurkmenistanAsiaCentral Asia1 / 4 Pillarsinsufficient_source_coverageRestricted statistical disclosure; international survey absence
UGAUgandaAfricaSub-Saharan Africa2 / 4 Pillarsmissing_cognitive_pillarsGovernance and mobile infrastructure tracked; missing cognitive resilience data
AREUnited Arab EmiratesAsiaWestern Asia2 / 4 Pillarsmissing_cognitive_pillarsWorld-leading infrastructure and government AI strategy; missing PIAAC/EMLI microdata
UZBUzbekistanAsiaCentral Asia2 / 4 Pillarsmissing_cognitive_pillarsExpanding digital governance and infrastructure; unmeasured in cognitive absorption
VENVenezuelaAmericasLatin America and the Caribbean1 / 4 Pillarsinsufficient_source_coverageStatistical agency reporting gaps and socio-economic crisis
VNMVietnamAsiaSouth-Eastern Asia2 / 4 Pillarsmissing_cognitive_pillarsHigh PISA STEM scores and digital adoption; lacking adult PIAAC and EMLI
YEMYemenAsiaWestern Asia1 / 4 Pillarsinsufficient_source_coverageAcute humanitarian crisis precludes standard statistical sampling
ZMBZambiaAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageWGI governance available; absent from digital literacy benchmarks
ZWEZimbabweAfricaSub-Saharan Africa1 / 4 Pillarsinsufficient_source_coverageGovernance tracked; missing empirical cognitive readiness metrics

Are you a researcher or statistical agency with missing data?

We welcome microdata submissions, regional survey partnerships, and peer-reviewed cognitive telemetry for any unrated nation. All proposals are audited through our multi-model epistemic review pipeline before incorporation.