Latest versionApr 24, 2026, 08:31:12 PM EST

About

Limitations

AEGIS is transparent about data tier, lag, and model boundaries. This page tracks what is live today and what is planned next.

Planned improvements

  • Get a higher ACLED Tier, giving me access to more data for Escalation Index. The code works the same with more up-to-date data.
  • Direct ACLED API for weekly/event-level granularity.
  • Actor-level escalation detection.
  • ML-based index calibration against historical escalation outcomes.
  • Subnational index breakdown.

Current limitations of AEGIS

  • Only have access to data from Jan 2018 to exactly one year ago for the Escalation Index, as I currently only have Researcher Tier ACLED access.
  • Interactive map data has a 1–2 month lag due to my ACLED access tier.
  • ACLED public ArcGIS layer for the map is monthly aggregated at subnational level, not individual events.
  • Some countries may have sparse data in earlier months.