Transparent, decision-grade methodology for Sub-Saharan African market intelligence. Every dataset is sourced, normalized, and clearly labeled to support investment-grade analysis.
Download the full methodology document for a detailed overview of our sourcing, validation, normalization, and estimation framework.
Download PDFNot superficial breadth. Decision-grade intelligence built for comparability, transparency, and trust.
Standardized metrics across countries and industries enable reliable cross-market benchmarking.
Every metric includes source attribution, methodology notes, and confidence indicators where applicable.
Where official data gaps exist, conservative modeled estimates are used and clearly labeled.
Institutional principles that underpin every dataset, score, and published insight.
All metrics are sourced, timestamped, and version-controlled.
Built for investment committees, strategy teams, and advisory mandates.
Standardized frameworks allow like-for-like comparison across 54 markets.
Coverage expands in waves aligned with verified data depth and investor demand.
Where official statistics are incomplete or delayed, we apply conservative modeling using proxy indicators and regional benchmarks. Every value is explicitly labeled by data type.
See the methodology whitepaper for additional detail on source selection, normalization rules, revision handling, and confidence labeling.
Download PDFEvery published metric carries a freshness label so you can distinguish reported releases from modeled and forecasted values. This is how we describe what you're looking at.
Modeled and forecasted values never overwrite a reported observation. Different observation types are stored in separate tables and the publishing layer picks the latest usable value.
A composite of inflation, FX volatility, policy rate, fuel pass-through, and external-debt sub-scores — each 0–100, weighted to a single country-level reading.
Country macro stress projected through fixed industry elasticities. Highlights which sectors absorb the most pressure from current conditions and which retain pricing power.
Each published value carries a 0–100 confidence reading combining source reliability, recency, signal coverage, and cross-source agreement.
Click any freshness badge on a country or industry page to inspect the underlying source, release date, and methodology note for that observation.
How coverage is refreshed across tiers.
Quarterly structured updates for priority markets.
Quarterly refreshes aligned with official releases.
Semi-annual or annual refresh cycles for core indicators.
Data refresh timing follows official release calendars. Material market developments may be incorporated selectively between scheduled updates.