Table 3

Estimated Mixed Logit Choice Models for the Three Samples

SDCE (1) ThurSDCE (2) TössMDCE
Variable(3) Thur(4) Töss
Mean Estimates of Random Parameters
Constant–1.690
(6.010)
–27.741***
(10.103)
–41.346**
(16.331)
5.140
(12.584)
Length of the river section that would be restored1.161**
(0.455)
0.617**
(0.255)
7.828***
(2.142)
6.905***
(2.114)
Walking along the river3.471***
(1.110)
2.042***
(0.532)
26.927***
(6.846)
2.411
(1.991)
Swimming in the river1.112*
(0.609)
0.923**
(0.387)
9.716***
(2.605)
4.680**
(2.100)
Barbecuing on the river bank1.917***
(0.717)
–0.048
(0.411)
2.520
(1.701)
1.280
(1.365)
High biodiversity1.936**
(0.838)
0.752
(0.493)
15.703***
(4.312)
11.947***
(3.894)
Medium biodiversity0.979
(0.786)
0.454
(0.508)
13.282***
(3.554)
12.814***
(4.185)
Price–0.062***
(0.017)
–0.024***
(0.004)
–0.081***
(0.020)
–0.081***
(0.021)
Nonrandom Parameters
Walking attribute × Respondents who walk when visiting the rivers3.400***
(1.303)
2.005***
(0.573)
2.078
(2.165)
16.740***
(4.576)
Swimming attribute × Respondents who swim when visiting the rivers2.923***
(0.880)
1.791***
(0.528)
7.780***
(2.558)
6.396**
(2.602)
Barbecuing attribute × Respondents who barbecue when visiting the rivers3.985***
(1.046)
2.101***
(0.617)
18.774***
(4.835)
7.586**
(3.200)
ln(Road distance to the Thur + 1)–7.572**
(3.766)
10.393***
(3.468)
4.404
(6.091)
–3.248
(4.578)
Road distance to the Töss0.887***
(0.276)
–0.465***
(0.101)
–0.865***
(0.289)
–1.033***
(0.282)
Road distance to the valued river × Respondents living in urban areas0.871***
(0.240)
0.173***
(0.058)
5.511***
(1.595)
0.588***
(0.198)
Longitudinal distance to the valued river–0.101
(0.070)
–0.109
(0.077)
–0.805***
(0.222)
–1.053***
(0.295)
Latitudinal distance to the valued river–0.829***
(0.270)
0.106
(0.116)
0.208
(0.251)
–0.871***
(0.289)
cosθ0.571
(0.714)
–0.792
(0.652)
–7.696***
(2.180)
0.315
(0.885)
sinθ1.346
(0.845)
0.562
(0.486)
2.916***
(1.203)
3.077***
(1.118)
Standard Deviations of Random Parameters
Constant7.090***
(1.727)
4.226***
(0.736)
6.601***
(1.850)
7.266***
(1.844)
Length of the river section that would be restored2.340***
(0.580)
1.389***
(0.310)
10.456***
(2.663)
10.684***
(2.571)
Walking along the river8.199***
(2.039)
4.719***
(0.804)
39.451***
(9.658)
27.737***
(7.135)
Swimming in the river4.049***
(1.064)
3.694***
(0.713)
31.070***
(7.867)
9.686***
(2.441)
Barbecuing on the river bank4.973***
(1.448)
4.863***
(0.774)
34.740***
(8.600)
28.724***
(7.532)
High biodiversity6.163***
(1.617)
2.261***
(0.751)
22.656***
(5.363)
3.357**
(1.641)
Medium biodiversity2.992**
(1.456)
0.726
(0.676)
18.480***
(4.695)
0.091
(2.206)
Price0.055***
(0.016)
0.026***
(0.004)
0.076***
(0.019)
0.102***
(0.026)
Log-likelihood–781.67–893.08–1,004.53
Likelihood ratio test (χ2)1,508.37***1,311.94***1,154.94***
Pseudo R20.4910.4230.365
AIC/Na1.1551.3041.467
Number of observations1,3981,4101,440
  • Note: Standard errors are reported in parentheses. MDCE, multiple-site discrete choice experiment; SDCE, single-site discrete choice experiment.

  • a Akaike information criterion with a correction for sample size.

  • * p < 0.1;

  • ** p < 0.05;

  • *** p < 0.01.