Where our data begins
Reliable metrics start with localized proximity. We do not rely solely on third-party aggregators or scraped web data. Our methodology prioritizes direct access to ground-level economic indicators within the 22 districts of Ho Chi Minh City.
Institutional Records
Direct synthesis of public filings, licensing registries, and municipal economic reports updated on a rolling 30-day window.
Proprietary Digital Tracking
Anonymized transaction flow analysis and digital footprint mapping across major HCMC retail and industrial hubs.
Field Sentiment Analysis
Structured interviews with district-level business leaders to capture the qualitative nuances that algorithms often miss.