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A Statistical Estimate of Total Annual Hazardous Material Incident Costs

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Title: A Statistical Estimate of Total Annual Hazardous Material Incident Costs


1
A Statistical Estimate of Total Annual Hazardous
Material Incident Costs
  • Steven J. Naber, Ph.D.

2
Acknowledgements and Disclaimer
  • Co-authors
  • Ron DiGregorio, PHMSA
  • Mark Lepofsky, Battelle
  • Bennett Pierce, Battelle
  • The presentation is a Battelle presentation of a
    peer-reviewed paper authored by Steven Naber, et
    al., from Battelle. The paper was based on
    research conducted under contract for PHMSA to
    develop a statistical estimate of the total
    annual hazardous material incidents costs, based
    on updated cost information on reported incidents
    obtained from the reporting carriers and other
    third parties.

3
Problem Statement
  • HMIRS database consists of information regarding
    incidents involving hazardous material
  • Data are reported by carriers involved in
    incidents using a standardized form
  • Questions have arisen about the potential for
    incomplete and inconsistent reporting
  • Some incident-related costs are not borne by
    carriers and, therefore, are not reported
  • Regulated community suspects under-reporting of
    incident costs
  • Consequently, the credibility of the cost
    information may be compromised

4
Proposed Solution
  • Statistical approach
  • Random selection of incidents for data validation
    and revision
  • Obtain revised cost information from carriers and
    other parties (shippers, responders, clean-up
    contractors)
  • Statistical modeling to estimate incident costs

5
Methodology
  • Stratified sample selection
  • Stratified by mode of transportation
  • Separate stratum for high-cost incidents
  • Total of 500 incidents sampled between 11/1/02
    and 10/31/03
  • Telephone interviews with carriers
  • Obtain costs for 5 categories
  • Contact third-party sources, where necessary
  • Statistical modeling
  • Stratified regression estimation
  • Model costs as function of incident
    characteristics from HMIRS
  • Examined single model and separate models for
    each cost component
  • Final model used different predictors for each
    stratum and each cost component

6
Summary of Data
7
Significant Predictors of Cost
8
Results Cost (in Dollars) by Component and
Stratum
9
Comparison to HMIRS Database
10
Conclusions
  • Final statistical estimate was 77.7 M 11.1
    M, with reported costs of 49.8 M, indicating
    that HMIRS does under-report the true costs (by
    an average of 36)
  • Stratified regression using separate models for
    each stratum and cost component performed well
  • Most explanatory variables make sense

11
Current Research
  • Verify incident characteristic data in addition
    to cost data
  • Applicability of these models beyond the data
    used in the study
  • Addition of predictor variables that were left
    out of the modeling.
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