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Sherry Larkin
Chuck Adams
University of Florida
John Whitehead
Appalachian State University
O Background Surveys Methodology Results Caveats
Background: Background: User User ValuesValues Artificial reefs provide a suite of
ecosystem services Primary anthropogenic uses are for
“active use” in study region Apply stated preference techniques
(e.g., Morgan et al. 2009)
User GroupsUser Groups(1) For-Hire Providers:Charter (Six-pack) A vessel licensed to take no more
than six paying passengers usually for offshore trolling or deepwater bottom-fishing.
Party (head) A vessel licensed to take more than 11 persons usually offshore for bottom-fishing.
Guide A vessel licensed to take no more than 4 persons usually near shore for flats-fishing and casting
Dive A licensed vessel designed to accommodate multiple persons on a chartered dive/snorkel trip.
Rental A vessel you would rent from a local marina or boat rental business, and operate yourself.
(2) Clients
(3) Private boat owners
SurveysSurveys
For-hire Providers: Mail survey to all 963 in six-county study region
For-hire Clients: Internet survey to 6,841,151 individuals in SE region via Expedite
Private Boat Owners: Mail survey to 19,428 in study region and service area
Variables: user activity, familiarity with the programs, vessel/business or demographics, WTP with follow-up
Stakeholder GroupMechanism
and Frequency
Proposed Fee Levels
For-hire Providers Annual license
$8, $16, $24, $32
For-hire Clients Trip fee5%, 10%, 15%,
20%Private Boat
OwnersAnnual license
$3, $6, $12, $24
Stated preference questions:Stated preference questions:Would you support the establishment of a Would you support the establishment of a mandatory mandatory Artificial Reef Trust Fund Artificial Reef Trust Fund “add on” fee for “add on” fee for the maintenance and deployment of new reefs? Y/N the maintenance and deployment of new reefs? Y/N
If “yes”, how sure are you of this decision?If “yes”, how sure are you of this decision?• Not at all (uncertain)Not at all (uncertain)• Somewhat sureSomewhat sure• Very sure (certain)Very sure (certain)
MethodologyMethodology Ordered model:
N persons (i = 1, 2, … N) each have one of M preferences (j = 1, 2, … M) The M alternatives are ordered
Each person’s degree of support, Di:
Di = k k·Xik + i
Use respondents’ stated level of support: Yi = 0 if Di 1
Yi = 1 if 1 < Di 2
Yi = 2 if 2 < Di 3
Yi = 3 if Di > 3
Where j 0 and 1 < 3 < 3
Pr(Yi = Mj)
i std. normal
Stated Preference Results: WTP?Stated Preference Results: WTP?
Providers(N=213)
Clients (N=604)
Boat owners (N=2,702)
If “Yes”: Not sure: 4% 24% 7% Somewhat sure: 40% 51% 39% Very sure: 56% 25% 54%
Providers WTPProviders WTP MeanEst. sign. at
10% or less
Constant 1.206LnFee (Natural log of proposed fee) 2.91 - 0.249
Reef days in last year30.8 days
0.007
Very familiar with program? (1 if yes)
46% 0.352
Mu(1) 0.071Mu(2) 0.652
Ordered Probit:Ordered Probit:
N/S: Business type, vessel length, annual permit fees, declining use
Notes: N=191 (24%); 2 = 18.2***; LnL = -123.1; 60% correct
Clients WTPClients WTP MeanEst. sign. at
10% or less
Constant 1.740
LnFee (Natural log of proposed fee) 2.40 - 0.298
Age 50.8 yrs - 0.009Caucasian? (1 if yes) 85% 0.233
Male? (1 if yes) 70% 0.200
Mu(1) 0.392
Mu(2) 1.373
Ordered Probit:Ordered Probit:
N/S: Florida resident, education, or incomeNotes: N=493; 2 = 23.7***; LnL = -637.0; 65% correct
Boat Owners WTP Boat Owners WTP MeanEst. sign. at 10% or less
Constant 1.206LnFee (Natural log of proposed fee) 2.16 - 0.249Reef days in last year 5.4 days 0.010Very familiar with program? (1 if yes)
12% 0.156
Income ($1,000) $88.8/yr 0.004Caucasian? (1 if yes) 93% - 0.207Mu(1) 0.080Mu(2) 0.623
Ordered Probit:Ordered Probit:
N/S: Vessel length, resident of coastal county, age, no. kids in householdNotes: N=1,981 (11%); 2 = 257.8***; LnL = -2,041.0; 64% correct
What is the WTP?What is the WTP?
Group
Providers
Clients
Boat owner
WTPDelta Method
$25.86***
39.1%***
$7.02***
Median WTPGrand Constant
$24.56
69.7%
$7.08
How does reef use affect How does reef use affect the WTP?the WTP?
Group
Providers
Boat owner
No reef trips
$16.01
(0 trips)
$6.25
Grand Constant
$24.56
$7.08
Mean + 1stddev
$133.62
(75 trips)
$9.64
(19 trips)
How does familiarity How does familiarity with the reef program with the reef program affect the WTP?affect the WTP?
Group
Providers
Boat owner
Not familiar
$24.31
$6.79
Grand Constant
$24.56
$7.08
Very Familiar
$99.82
$9.56
SummarySummary
WTP ranged from 45% to 64% by user group WTP amounts would be sufficient to fund existing
program and new reefs Although heavy users are WTP more, non-users
have WTP > 0; those ‘very familiar’ with the current program are WTP more (role for education)
Caveats: Client model needs workAdditional WTP measures need to be derived