01 / Overview
Data coverage across the Arab region
Select a country on the map to update every signal below.
Alternative signals for Arab economies
A source-traceable view of sentiment, prices, trade, labour demand, uncertainty, weather and structural conditions across AMF member countries.
A verified archive fallback keeps the dashboard available offline. In production, approved collectors replace it at each source’s native cadence—not label annual data as real-time.
01 / Overview
Select a country on the map to update every signal below.
Cross-source nowcast board
The cards use actual observations for the selected country and retain each provider’s own unit and frequency.
01BBVA Research
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02WFP Market Monitor
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03Google Trends
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04UNCTAD Data Hub
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Unified signal explorer
An audited indicator catalogue reconstructed from the Power BI source model, with the original count-based aggregation errors removed.

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Ingestion network
Direct feeds and bulk downloads are preferred. Credential-gated sources remain visibly gated rather than silently scraped.








08 / OPS
Evidence before presentation
The production design separates collection, validation, versioned storage and publication. Raw files stay private; public figures retain provider, dataset, date, units, quality flags and ingest version.
Official API, direct file or approved bulk route
Schema, country, date, range and anomaly checks
Immutable raw checksum and observation history
Bilingual figure with source and methodology
52 pages reviewed. CountNonNull measures were replaced by the intended numerical aggregation, and the imports visual is no longer bound to the exports table.