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The following content provides extensive details about this offering. For additional information and supporting documentation, refer to Verisk.com.

Overview of demand surge
Provides an overview of the demand surge frameworks supported in Verisk Synergy Studio v1.0.0.
Verisk's standard demand surge
The standard demand surge (legacy) framework is available in Verisk Synergy Studio v1.0.0.
Verisk's enhanced U.S. demand surge
The enhanced U.S. demand surge framework is implemented for select U.S. models in Verisk Synergy Studio v1.0.0.
Verisk's enhanced European demand surge
The enhanced European demand surge framework is implemented for select European models in the Verisk Synergy Studio v1.0.0.
Comparison of key demand surge frameworks
Comparison of the demand surge frameworks available in Verisk Synergy Studio v1.0.0.
Impact of demand surge on insurance losses
Overview of the economic drivers of demand surge and the methodologies used to model its impact on insured losses following large catastrophe events.
Verisk's standard demand surge framework
The standard demand surge framework uses the industry loss for a given event, and looks that up in a table which provides demand surge factors based on the level of industry loss experienced.
Factors affecting the demand surge function
A demand surge function is derived from a variety of factors, including catastrophe type, geography, demand, business type, regional capacity, prices and indices.
Quantifying demand surge
We can gain insight into the inflationary effects of catastrophes by tracking material and labor price changes in affected regions in the immediate aftermath of an event.
Availability of demand surge analysis
The demand surge analysis feature in Verisk Synergy Studio allows you to adjust analysis results to reflect the impact of demand surge.
Aggregation of industry losses from multiple events
Demand surge increases when multiple large events occur close together in time and location, as rebuilding from earlier events is still underway, leading to greater pressure on regional labor and resources.
Coverage-specific demand surge
Demand surge varies across coverage types. Building-related coverages show increasing effects, contents remain largely unaffected, and time element losses increase at a significantly higher rate due to delays in reconstruction.
Uncertainty in demand surge
The development and validation of the demand surge function are limited by scarce and inconsistent historical data, requiring reliance on expert judgment, research, and continuous refinement.
Sensitivity analysis of demand surge
The results of stress tests quantify the impact of varying demand surge functions on average annual loss (AAL) and exceedance probability losses.
Validation of the demand surge function
Validation of the demand surge function is constrained by the limited availability of historical data especially for extreme events, requiring reliance on expert judgment and supplementary evidence to support the function’s applicability.
Case study: Calculate demand surge
Steps involved in the calculation of demand surge using detailed construction cost data and component analysis from 2004’s Hurricane Charley.
Verisk's framework
Demand surge was extended to Europe in 2023 through calibration of the demand surge model using available regional economic data, enhancing its ability to capture demand surge impacts across various perils.
Developing global economic demand surge
Understanding demand surge in Europe requires identifying significant catastrophe events and analyzing post-event price data to assess their impact on construction costs.
Case studies: Historical evidence of demand surge in Europe
These case studies review historic storms that affected Europe, their implications for excess demand for reconstruction, and the impact on costs following the events.
Application of country-specific demand surge factor
The Touchstone public API now supports a country-specific loss inflation model that is applied for the whole year instead of per event.
Demand surge loss changes across European models
Summarizes the impact of demand surge on loss estimates across European models and perils, with supporting tables showing total and country-level loss changes.
Assessing demand surge for future events in Europe
Future events in Europe may be influenced by evolving economic conditions, labor mobility, and improvements in construction cost data.
Verisk's enhanced U.S. demand surge framework
The enhanced U.S. demand surge framework is new for Verisk Synergy Studio v1.0.0.
Labor disruption hazard
The labor disruption hazard component captures the potential increase in construction labor costs caused by an insufficient local supply of workers following a catastrophe.
Post-event construction cost inflation
Post-event construction cost inflation captures construction cost increases over the average time required to rebuild and settle claims.
Integrated demand surge calculation
The integrated demand surge calculation combines labor market disruption hazard and post-event construction cost inflation components to estimate the total demand surge impact for each model year.
Demand surge enhancements for U.S. perils
The enhanced U.S. demand surge model estimates post-catastrophe increases in reconstruction costs for select U.S. perils by modeling construction labor disruption and cost inflation at peril- and state-level resolutions.
Historical validation of enhanced U.S. demand surge
Historical catastrophe events provide empirical evidence of demand surge and demonstrate how reconstruction timelines, labor market disruption, and construction cost inflation influence post-event losses.
Application of enhanced U.S. demand surge in the United States
References