CIOG · Methodology

How the indices are built

CIOG follows a published, version-controlled methodology. Inputs, weights, transformations, sources and validation tests are open. Methodological changes are disclosed with a revision note and effective date.

Download methodology (PDF, v1.1)11 KB · CC-BY 4.0 · Effective 16 Jun 2026

Interactive explainer

Tap an index to expand its definition, inputs, data quality, missing-data handling and weighting assumptions.

1 · Inputs

Every index pulls from a defined set of administrative, survey and digital signal sources. Sources are tiered (regulator, accredited media, social) and tier affects weight, not inclusion.

2 · Normalization

Raw inputs are min–max normalized to a 0–100 scale against rolling 36-month national reference ranges. Outliers above the 99th percentile are winsorized, not dropped.

3 · Weighting

Sub-indicator weights inside each index are derived from a structured expert elicitation panel, then cross-validated against principal components on the historical series. Weights are reviewed annually.

4 · Composite (NCES)

The National Consumer Economy Score combines the five indices with the following weights. Higher-is-worse indices (CVI, MRI) are inverted before contribution.
IndexCodeWeightDirection
Consumer Market Health IndexCMHI22%Higher is better
Consumer Vulnerability IndexCVI20%Higher is worse (inverted in NCES)
Consumer–Business Trust IndexCBTI18%Higher is better
Market Risk IndexMRI20%Higher is worse (inverted in NCES)
Consumer Economic Resilience IndexCERI20%Higher is better
NCES = 0.22·CMHI + 0.18·CBTI + 0.20·CERI + 0.20·(100−CVI) + 0.20·(100−MRI)

5 · Validation

Each release is back-tested against known consumer-harm episodes (recalls, fraud waves, FX shocks) and checked for stability under leave-one-out sensitivity. Validation logs are published with each quarterly bulletin.

6 · Revisions

Real-time releases are marked provisional. Final values are stamped at the next quarterly bulletin. Any restatement is logged with reason and magnitude.

7 · Sources and citations

Canonical source list for the current methodology version. Any release-level deviation is noted in that release's footnotes.

SourceUse in CIOG indices
Ghana Statistical Service (GSS)
https://statsghana.gov.gh
CPI, household income & expenditure, census.
Bank of Ghana
https://www.bog.gov.gh
Monetary policy, financial stability, consumer credit, FX.
National Insurance Commission (NIC)
https://nicgh.org
Insurance penetration, claims, micro-insurance reach.
Food and Drugs Authority (FDA Ghana)
https://fdaghana.gov.gh
Recalls, safety alerts, post-market surveillance.
Ghana Standards Authority (GSA)
https://gsa.gov.gh
Standards compliance, market surveillance.
National Communications Authority (NCA)
https://nca.org.gh
Telecoms QoS, communications complaints.
Cyber Security Authority (CSA)
https://csa.gov.gh
Cyber incident disclosures, fraud advisories.
CIOG complaint telemetry
internal
Anonymized resolution, turnaround and recovery metrics.
World Bank — Global Findex
https://www.worldbank.org/en/publication/globalfindex
Financial inclusion, savings, digital payments.
IMF — World Economic Outlook
https://www.imf.org/en/Publications/WEO
Macro context for FX pass-through and external risk.
OECD — Consumer Policy Toolkit
https://www.oecd.org/sti/consumer/
Reference framework for vulnerability and detriment.
UNCTAD — Manual on Consumer Protection
https://unctad.org/topic/competition-and-consumer-protection
International benchmarks for consumer-protection indicators.
Firecrawl ingestion network
https://firecrawl.dev
Structured ingestion of regulator alerts (US, UK, EU, Canada).
Suggested citation

Consumer Intelligence Observatory Ghana (2026). National Consumer Economy Score (NCES) Methodology, v1.1. Accra: CIOG. CC-BY 4.0.

8 · Version history

Every published methodology revision remains available below. Earlier versions are kept for reproducibility of past releases.

VersionEffectiveStatusNotesDownload
v1.116 Jun 2026CurrentAdded sources & citations, per-index data quality, missing-data handling and weighting assumptions.PDF
v1.016 Jun 2026SupersededInitial publication.PDF
Earlier bulletins and changelogs

Quarterly bulletins citing each methodology version are listed under Publications.