GDP growth
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GSCN · Live Intelligence Data Layer
Signals before decisions.
A public dashboard using verified World Bank indicators as a foundation for GSCN's procurement, supply chain and logistics intelligence platform.
Current indicators · Kenya
Verified public data.
The dashboard retrieves the latest non-null observation returned by the World Bank API. Cached observations can be used between refreshes to improve resilience when the public API is temporarily unavailable.
Inflation
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Trade as share of GDP
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Container port traffic
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Source: World Bank Open Data API. GSCN presents source observations and does not imply that these indicators alone measure supply-chain performance.
Automated signal detection
Surface changes worth investigating.
Alerts are threshold-based signals generated from the latest two available observations. They are prompts for investigation, not forecasts or trading recommendations.
Loading signal checks…
Initial thresholds are deliberately simple and transparent. Future GSCN releases can replace them with validated category, supplier, freight and procurement-specific models.
Historical intelligence
See the direction, not just the number.
Historical series provide context for the latest observation. Charts use the same source data and expose the observation period.
GDP growth trend
Annual percentage change · latest 10 observations
Inflation trend
Consumer price inflation · annual percentage change
Trade intensity
Trade in goods and services as percentage of GDP
Container throughput
Port container traffic · TEU
GSCN Risk Intelligence
Translate signals into exposure.
The score is a transparent experimental screening model built only from the dashboard indicators. It is not a credit rating, investment recommendation or substitute for category-level risk assessment.
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Screening score / 100
The model will calculate after the verified indicators load.
Identify the signal
Monitor changes in markets, suppliers, routes and operating conditions.
Measure exposure
Connect the signal to categories, geographies, suppliers and business impact.
Recommend the move
Translate evidence into sourcing, continuity and operational decisions.
Country comparison
Compare the same signal across markets.
Comparison uses the latest non-null observation available from the World Bank for each selected market.
| Market | GDP growth | Inflation | Trade / GDP | Containers | Screening risk |
|---|---|---|---|---|---|
| Loading comparison… | |||||
Evidence standard
Every number needs a chain of evidence.
GSCN distinguishes source data from interpretation and exposes the observation year so users can judge freshness and relevance.
SignalWhat changed?
EvidenceWhere did it come from?
AnalysisWhat does it mean?
ActionWhat should leaders do?
Dashboard: Initializing live data layerSource: World Bank Open Data API
Next layer
Build the intelligence engine.
Connect more verified datasets, category-level indicators, procurement data and automated refreshes while preserving transparent source attribution.