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Staplin and Gish (2005)

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... significance of the relationship between job change rate and crash rate ... Odds ratio increases sharply when a driver change jobs more than 2.5 times per year. ... – PowerPoint PPT presentation

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Title: Staplin and Gish (2005)


1
Staplin and Gish (2005)
  • Potential impact of driver turnover
  • Replacement costs, etc.
  • Greatest impact may be the area of safety (higher
    crash rate)
  • Previous studies
  • Some evidence that carriers with higher driver
    turnover has higher crash rates.
  • Reliable estimate of the actual extent to which
    crash risk is increased as a function of
    job-change frequency is lacking.

2
  • Goal of the paper
  • Quantify risk function
  • Test the statistical significance of the
    relationship between job change rate and crash
    rate
  • Focus on crash data of for-hire interstate
    drivers.

3
  • Method
  • Analyze data from inspection records maintained
    by Federal Motor Carrier Safety Administration
    (FMCSA)
  • Fatal, injury, and/or two-away crashes
  • Job change rate is measured by the number of
    different carriers a driver has worked for in a
    given time interval.
  • Use odds ratio to measure the relationship
    strength.
  • Use two types of crash indicator (1) one or more
    crashes, and (2) two or more crashes.
  • The latter is more likely to reflect drivers
    fault.

4
  • Data
  • Data errors removed
  • Time interval should not be too short or too long
    (2 years or longer)
  • Final data included 25,609 drivers, of which
    16,249 had no crashes, 8,797 had one, and 563 had
    two or more crashes.
  • On average, drivers in sample had 6.1 inspections
    (ranges between 2 and 20).

5
  • Results
  • One job change more crash-free drivers
  • Two or more job changes more crash-involved
    drivers.
  • Odds of crash increases by 60 for drivers with 6
    or more job changes (no crash vs. one or more
    crashes).
  • Odds of crash increases by 120 for drivers with
    6 or more job changes (no crash vs. multiple
    crashes).

6
  • Results (cont.)
  • Odds ratio increases sharply when a driver change
    jobs more than 2.5 times per year.
  • Even more dramatic increase for drivers with 3 or
    more job changes per year.

7
  • Discussion
  • Proportion of crash-free drivers decline, without
    exception, as the job change rate increases.
  • This relationship was most evident when the
    analyses focused on multiple crash data.
  • If a driver changes jobs more than twice per
    year, the odds of crash begin to increase
  • If changes job more than three times per year,
    crash odds is more than twice as high as those
    drivers with fewer job change rates.

8
  • Questions
  • Given this study result, what should you, as a
    carrier manager, should do.
  • How do you balance the safety and driver turnover
    issues?
  • What are the lessens from this study for
    shippers?
  • What are the lessens from this study for policy
    makers?
  • Does this study result give you some implication
    on how you play simulation game?

9
Mejza et al. (2003)
  • Prior studies of truck safety
  • Effect of carrier behavior on safety performance
  • E.g. effect of noncompliance with HOS regulation
    on safety performance
  • Present study
  • Investigation of the characteristics of best
    safety performers.
  • ID best performers
  • Learn safety management used by best performers

10
  • Focus
  • Driver selectivity
  • Instructional intensity
  • Supportive and motivational intensity
  • Sample
  • Use SafeStat of FMCSA to list best 20 safety
    performers in each commodity category
  • Surveyed 192 carriers
  • 141 usable sample data
  • Results

11
  • Management Implications
  • Be selective
  • Training (multiple)
  • Use multiple rewards

12
  • Discussion questions
  • If you are the carrier having poor safety record,
    what would you do?
  • Do you rather hire drivers that have safe records
    or do you rather hire drivers that are likely to
    stay longer?
  • Quality drivers may demand higher salary than
    others. Do you still want to hire them?
  • If drivers are not driving safely, what impact
    does it have on carriers?
  • What role does safety play for establishing
    relationships with shippers and consignees?
  • Why is it important to survey the non-safe
    carriers too?
  • What other factors would you consider as
    determinants of safety?
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