EFPRPDeveloper Center
EFPRP Developer Center

Use cases

Practical implementation playbooks for turning EFPRP data into prevention, monitoring, insurance, public information, civil protection, and alerting services.

Implementation library

Choose a playbook

Each playbook explains the data flow, technical controls, and operational safeguards for a specific service. Start with the category closest to your product, then combine it with the integration instructions in the technical guides.

01 / Prevention

Prevention planning

Prevention teams can combine wildfire risk, vegetation indicators, land condition, and historical events to rank areas for inspection, maintenance, or fuel-management work.

Data flow

  1. Query the required region and time window on a scheduled cadence.
  2. Join the response to local assets, access routes, ownership, and planned work in your system.
  3. Rank locations using transparent rules and display the inputs behind each priority.
  4. Assign work, record the decision, and retain the EFPRP source timestamp.

Technical controls

  • Cache stable data, but show the last update time beside each score.
  • Version the prioritization rules so a later review can reproduce the result.
  • Keep operational credentials server-side and restrict access by role.
  • Handle missing or delayed observations as a visible data-quality state.
Example: a regional authority combines risk index, vegetation dryness, and proximity to critical access routes to plan weekly inspection routes.

02 / Monitoring

Environmental monitoring

Monitoring teams can build a dashboard that combines live telemetry with slower-moving datasets. The goal is a trustworthy operational view, not just a collection of charts.

Dashboard requirements

  • Show current value, unit, region, and source timestamp.
  • Display a meaningful trend and a clear delayed, incomplete, or unavailable state.
  • Let operators inspect the underlying response and data version.
  • Separate public, analyst, and operational views with appropriate permissions.

Refresh pattern

Use a scheduled worker for ingestion, store normalized observations with their source timestamps, and let the dashboard read from your application store. This avoids making every visitor wait for upstream services and provides a stable audit trail.

03 / Insurance

Insurance exposure and claims planning

Insurers can use historical and current wildfire information to support portfolio review, exposure mapping, customer communication, and claims triage. API results should inform professional review, not automatically deny coverage or determine an individual outcome.

Responsible workflow

  1. Match properties to an approved geographic boundary and record match confidence.
  2. Store the dataset version and source timestamp used in each assessment.
  3. Present the underlying observations to an analyst rather than only a derived score.
  4. Allow corrections to address, boundary, or asset data.
  5. Record the human decision and the evidence used for the decision.
Privacy: minimize personal data sent to the API and keep customer identifiers in your controlled system.

04 / Wildfire information

Public wildfire information

Websites and information portals can publish regional conditions, current observations, and links to official advice. Public information should be clear, accessible, and careful about the distinction between a data observation and an official emergency instruction.

Public display checklist

  • Show when each dataset was last updated.
  • Use accessible maps, text alternatives, and a mobile-friendly layout.
  • Link to the responsible local authority for evacuation and emergency decisions.
  • Keep a cached last-known view available when upstream services are temporarily unavailable.
  • Explain the meaning and limitations of each indicator in plain language.

05 / Civil protection

Civil protection coordination

Civil protection teams can use EFPRP data to enrich situation reports, compare conditions across jurisdictions, and provide a shared operational view. Integrate with existing command workflows rather than creating a second source of truth.

Integration controls

  1. Define which source and timestamp are authoritative for each field.
  2. Separate advisory information from confirmed incident status.
  3. Require acknowledgement for high-severity updates.
  4. Audit who viewed, escalated, amended, or closed an event.
  5. Provide an offline or cached view for continuity during connectivity problems.

Operational handoff

Every automated insight should identify the responsible team, the observation time, the affected area, and the next action. Keep the system advisory unless it has been formally approved as part of an emergency operating procedure.

06 / Alerting systems

Threshold-based alerting

Alerting systems combine EFPRP observations with local thresholds, geography, schedules, and recipient preferences. A robust service uses a queue, deduplication, retry policy, and audit record so a temporary API or messaging outage cannot silently lose an important notification.

Alert lifecycle

  1. Collect the observation and validate its timestamp and region.
  2. Evaluate a documented threshold and create a stable event ID.
  3. Check deduplication and recipient suppression windows.
  4. Write the alert to an audit store before sending it.
  5. Deliver by email, SMS, voice, push, or a partner system.
  6. Record delivery status, acknowledge the alert, and close or escalate it when conditions change.

Minimum alert payload

Include alert type, affected area, severity, observation time, source timestamp, explanation, expiry or next review time, and a link to the responsible operational team.

Safety rule: clearly label automated messages, avoid implying certainty beyond the data, and provide a human escalation route for civil protection workflows.