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Key use cases for unified risk modeling

by , | May 27, 2025 | Insight | 0 comments

This article is based on insights from our white paper Unified risk modeling for utility resilience. Click here to download the paper and learn more about how to overcome the most common struggles with effective risk management.

Unified risk modeling is more than a strategic concept—it is a practical tool utilities use to solve some of their most pressing operational and resilience challenges. Consolidating asset, environmental, and operational data into a single framework enables utilities to address priorities ranging from wildfire mitigation to long-term investment planning, creating tangible value across operations.

In this article, we explore the key use cases where unified approaches to risk modeling deliver measurable improvements in safety, reliability, and resilience.

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Top use cases for unified risk modeling

Unified risk modeling transforms utility operations across a wide range of priorities, from wildfire mitigation to long-term investment planning.

Wildfire mitigation and vegetation management optimization

Wildfire risk is complex, driven by asset conditions, vegetation growth, weather patterns, and climate trends. A unified model integrates these diverse factors to prioritize the highest-risk areas for proactive intervention—helping utilities reduce ignition risks and protect critical infrastructure​.

Predictive analytics for outage restoration (ETR modeling)

During major weather events, utilities must not only restore power quickly but also provide accurate estimated time to restoration (ETR) forecasts to customers and regulators. Unified risk models combine weather forecasts, asset health data, and crew availability to dynamically predict and adjust ETRs in real time​.

Long-term hazard modeling and strategic planning

Risks like infrastructure wear, vegetation changes, and climate-driven events develop gradually. Unified risk modeling enables utilities to identify these slow-moving risks early and adjust maintenance schedules, investment plans, and resilience strategies to strengthen long-term grid reliability​.

Grid resilience and investment planning

Unified models support long-term infrastructure investments by providing quantifiable risk assessments. Frameworks like risk-spend efficiency (RSE) help utilities justify capital projects—such as undergrounding lines or hardening assets—by linking them to measurable improvements in reliability, safety, and regulatory compliance​.

Enhancing situational awareness for operational decision making

By consolidating data across departments and regions, unified risk models provide real-time situational awareness that improves outage response, resource allocation, and system reliability, even during rapidly changing conditions​.

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infographic showing top 5 use cases for unified risk modeling

Why these use cases matter

Utilities today must manage immediate operational risks while preparing for future challenges. Unified risk modeling enables organizations to:

  • Prioritize interventions where they will have the greatest impact
  • Allocate resources more efficiently during critical events
  • Build a defensible, data-driven case for long-term infrastructure investments
  • Strengthen regulatory compliance and public trust

These use cases demonstrate that unified risk modeling is not just an analytics initiative—it’s a strategic advantage for utilities committed to resilience, safety, and operational excellence.

What’s next in the series

Next, we’ll dive into the core components of unified risk modeling—the critical building blocks utilities need to create a scalable, sustainable risk management framework.

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Kaitlyn Petronglo is a Manager in the Advanced Analytics practice area at Logic20/20.