Consumer Acceptance of Eco-Labeled Fish: A Mexican Case Study
Abstract
:1. Introduction
2. Methods
2.1. Survey Design and Application
2.2. Ordered Probit Model
3. Results and Discussion
3.1. Consumer Characteristics from All Surveys
Variable Name | Definition | Observations | Mean | S.D. | Min | Max | |
---|---|---|---|---|---|---|---|
Income_1 | US$140–289/month | 363 | 0.0634 | 0.2439 | 0 | 1 | |
Income_2 | US$290–619/month | 363 | 0.2479 | 0.4324 | 0 | 1 | |
Income_3 | US$620–949/month | 363 | 0.2507 | 0.4340 | 0 | 1 | |
Income_4 | US$950–1239/month | 363 | 0.1598 | 0.3669 | 0 | 1 | |
Income_5 | US$>1240 per month | 363 | 0.2782 | 0.4487 | 0 | 1 | |
Occupation_1 | Student | 363 | 0.0606 | 0.2389 | 0 | 1 | |
Occupation_2 | Homemaker | 363 | 0.1708 | 0.3769 | 0 | 1 | |
Occupation_3 | Professional | 363 | 0.1680 | 0.3744 | 0 | 1 | |
Occupation_4 | Employee | 363 | 0.3939 | 0.4893 | 0 | 1 | |
Occupation_5 | Self-employed | 363 | 0.1763 | 0.3816 | 0 | 1 | |
Occupation_6 | Retired | 363 | 0.0303 | 0.1717 | 0 | 1 | |
Origin_bcs | Born in the State of Baja California Sur | 363 | 0.3967 | 0.4899 | 0 | 1 | |
Origin_mex | Born in other states of Mexico | 363 | 0.5785 | 0.4945 | 0 | 1 | |
Origin_ab | Born abroad | 363 | 0.0248 | 0.1557 | 0 | 1 | |
Gender | Male | 363 | 0.4656 | 0.4995 | 0 | 1 | |
Age_1 | 18−29 years old | 363 | 0.3085 | 0.4625 | 0 | 1 | |
Age_2 | 30−39 years old | 363 | 0.3113 | 0.4637 | 0 | 1 | |
Age_3 | 40−49 years old | 363 | 0.2231 | 0.4169 | 0 | 1 | |
Age_4 | 50−59 years old | 363 | 0.1074 | 0.3101 | 0 | 1 | |
Age_5 | ≥60 years old | 363 | 0.0496 | 0.2174 | 0 | 1 | |
Scholar_1 | Elementary | 363 | 0.0716 | 0.2582 | 0 | 1 | |
Scholar_2 | Middle school | 363 | 0.1625 | 0.3694 | 0 | 1 | |
Scholar_3 | High school | 363 | 0.3003 | 0.4590 | 0 | 1 | |
Scholar_4 | University | 363 | 0.4463 | 0.4978 | 0 | 1 | |
Scholar_5 | Graduate education | 363 | 0.0193 | 0.1377 | 0 | 1 | |
Frequency_1 | Eat fish once a month | 363 | 0.1763 | 0.3816 | 0 | 1 | |
Frequency_2 | Eat fish twice a month | 363 | 0.2424 | 0.4291 | 0 | 1 | |
Frequency_3 | Eat fish four times a month | 363 | 0.2562 | 0.4371 | 0 | 1 | |
Frequency_4 | Eat fish eight times a month | 363 | 0.3251 | 0.4690 | 0 | 1 | |
Presentation_1 | Canned fish | 363 | 0.0579 | 0.2338 | 0 | 1 | |
Presentation_2 | Fresh fish | 363 | 0.8512 | 0.3563 | 0 | 1 | |
Presentation_3 | Frozen fish | 363 | 0.0909 | 0.2879 | 0 | 1 | |
Local | Fish locally caught | 363 | 0.8567 | 0.3508 | 0 | 1 | |
Factor_1 | Price is the most influential | 363 | 0.0771 | 0.2672 | 0 | 1 | |
Factor_2 | Protein contribution is the most influential | 363 | 0.2231 | 0.4169 | 0 | 1 | |
Factor_3 | Taste is the most influential | 363 | 0.1873 | 0.3907 | 0 | 1 | |
Factor_4 | Freshness is the most influential | 363 | 0.5096 | 0.5006 | 0 | 1 | |
Factor_5 | Overfishing is the most influential | 363 | 0.0000 | 0.0000 | 0 | 0 | |
Factor_6 | Fishing harming the environment is the most influential | 363 | 0.0028 | 0.0525 | 0 | 1 | |
Organic | Knowledge of organic labels | 363 | 0.4215 | 0.4945 | 0 | 1 | |
Dolphin | Knowledge of dolphin-safe eco-label | 363 | 0.3471 | 0.4767 | 0 | 1 |
3.2. Acceptance of Eco-Labeled Fish
Variable | Coefficient | z-statistic | p>z |
---|---|---|---|
Income_1 | Ref. | ||
Income_2 | 0.3123 | 1.04 | 0.300 |
Income_3 | 0.6382 | 2.03 | 0.042 |
Income_4 | 0.6500 | 1.89 | 0.059 |
Income_5 | 0.8213 | 2.43 | 0.015 |
Occupation_1 | Ref. | ||
Occupation_2 | −0.4897 | −1.35 | 0.177 |
Occupation_3 | −0.7479 | −2.05 | 0.040 |
Occupation_4 | −0.8785 | −2.39 | 0.017 |
Occupation_5 | −0.3030 | −0.84 | 0.401 |
Origin_ab | −1.0347 | −2.32 | 0.020 |
Factor_1 | −0.5640 | −1.71 | 0.087 |
Factor_2 | −0.6161 | −2.37 | 0.018 |
Factor_3 | Ref. | ||
Factor_4 | −0.4740 | −2.04 | 0.042 |
Factor_6 | −1.0406 | −0.97 | 0.333 |
Organic | 0.0370 | 0.18 | 0.860 |
Dolphin | −0.2722 | −1.30 | 0.195 |
Frequency_1 | Ref. | ||
Frequency_2 | 0.2914 | 1.28 | 0.199 |
Frequency_3 | 0.4757 | 2.07 | 0.038 |
Frequency_4 | 0.5607 | 2.46 | 0.014 |
Age_4 | −0.5007 | −2.12 | 0.034 |
Dolphin × Ocupation_4 | 0.5485 | 1.66 | 0.096 |
Organic × Ocupation_4 | 0.1980 | 0.61 | 0.541 |
Sex | 0.0939 | 0.55 | 0.581 |
µ1 | −1.6811 | −3.57 | 0.000 |
µ2 | −1.3835 | −2.96 | 0.003 |
µ3 | −0.9403 | −2.02 | 0.041 |
Likelihood ratio test of proportionality of odds | 49.07 | 0.181 | |
McFadden’s R2 | 0.081 | ||
McKelvey and Zavoina’s R2 | 0.201 | ||
Cragg−Uhler (Nagelkerke) R2 | 0.149 | ||
Count R2 | 0.769 | ||
Log likelihood | −257.836 | ||
Restricted log likelihood | −280.468 | ||
Likelihood ratio statistic | 45.263 | 0.002 | |
AIC | 565.672 | ||
BIC | 663.032 |
Variable | Ordered Probit | |||
---|---|---|---|---|
0 | 1 | 2 | 3 | |
Income_2 | −0.0494 | −0.0213 | −0.0317 | 0.1024 |
Income_3 | −0.0812 | −0.0395 | −0.0651 | 0.1858 |
Income_4 | −0.0820 | −0.0401 | −0.0662 | 0.1883 |
Income_5 | −0.0924 | −0.0474 | −0.0818 | 0.2215 |
Occupation_2 | 0.1229 | 0.0329 | 0.0331 | −0.1888 |
Occupation_3 | 0.2093 | 0.0449 | 0.0361 | −0.2904 |
Occupation_4 | 0.2575 | 0.0486 | 0.0333 | −0.3394 |
Occupation_5 | 0.0693 | 0.0213 | 0.0241 | −0.1146 |
Origin_ab | 0.3178 | 0.0504 | 0.0263 | −0.3946 |
Factor_1 | 0.1464 | 0.0369 | 0.0351 | −0.2184 |
Factor_2 | 0.1636 | 0.0395 | 0.0360 | −0.2390 |
Factor_4 | 0.0673 | 0.0310 | 0.0487 | −0.1470 |
Factor_6 | 0.3202 | 0.0504 | 0.0260 | −0.3966 |
Organic | −0.0070 | 0.0192 | −0.0035 | 0.0131 |
Dolphin | 0.0612 | −0.0026 | 0.0221 | −0.1025 |
Frequency_2 | −0.0467 | −0.0200 | −0.0295 | 0.0962 |
Frequency_3 | −0.0675 | −0.0311 | −0.0489 | 0.1474 |
Frequency_4 | −0.0751 | −0.0356 | −0.0575 | 0.1683 |
Age_4 | 0.1263 | 0.0335 | 0.0334 | −0.1932 |
Dolphin × Ocupation_4 | −0.0741 | −0.0350 | −0.0563 | 0.1654 |
Organic × Ocupation_4 | −0.0337 | −0.0138 | −0.0198 | 0.0673 |
Sex | −0.0171 | −0.0066 | −0.0091 | 0.0328 |
Variable | Mean | S.D. | Min | Max | |
---|---|---|---|---|---|
Ordered probit | p0 | 0.079010 | 0.076291 | 0.000968 | 0.563781 |
p1 | 0.046579 | 0.027369 | 0.001569 | 0.116415 | |
p2 | 0.100115 | 0.042289 | 0.006620 | 0.175369 | |
p3 | 0.774297 | 0.141559 | 0.183695 | 0.990844 | |
0 | 0.079890 | 0.271497 | 0 | 1 | |
1 | 0.046832 | 0.211570 | 0 | 1 | |
2 | 0.099174 | 0.299308 | 0 | 1 | |
3 | 0.774105 | 0.418748 | 0 | 1 |
4. Conclusions
Acknowledgments
Author Contributions
Appendix 1
Appendix 2
Variable | Description | Ordered Logit | ||
---|---|---|---|---|
Coefficient | z-statistic | P > z | ||
Income_1 | US$140–289 per month | Ref. | ||
Income_2 | US$290–619 per month | 0.6096 | 1.17 | 0.243 |
Income_3 | US$620–949 per month | 1.0930 | 2.01 | 0.044 |
Income_4 | US$ 950–1,239 per month | 1.2506 | 2.07 | 0.038 |
Income_5 | More than US$ 1,240 per month | 1.5827 | 2.65 | 0.008 |
Occupation_1,6 | Student and retired | Ref. | ||
Occupation_2 | Homemaker | −0.8083 | −1.23 | 0.217 |
Occupation_3 | Professional | −1.2474 | −1.87 | 0.061 |
Occupation_4 | Employee | −1.4592 | −2.22 | 0.027 |
Occupation_5 | Self-employed | −0.4040 | −0.60 | 0.548 |
Origin_ab | Born abroad | −1.9215 | −2.58 | 0.010 |
Factor_1 | Price | −1.1312 | −1.89 | 0.059 |
Factor_2 | Protein contribution | −1.2151 | −2.44 | 0.015 |
Factor_3 | Taste | Ref. | ||
Factor_4 | Freshness | −0.9845 | −2.19 | 0.028 |
Factor_6 | Fishing harm to environment | −1.8083 | −1.14 | 0.256 |
Organic | Knowledge of organic labels | 0.0093 | 0.03 | 0.980 |
Dolphin | Knowledge of dolphin-safe eco-label | −0.4634 | −1.25 | 0.212 |
Frequency_1 | Eat fish once a month | Ref. | ||
Frequency_2 | Eat fish twice a month | 0.4405 | 1.11 | 0.266 |
Frequency_3 | Eat fish four times a month | 0.8176 | 2.03 | 0.043 |
Frequency_4 | Eat fish eight times a month | 0.9756 | 2.40 | 0.017 |
Age_4 | 50−59 years old | −0.7570 | −1.72 | 0.085 |
Dolphin × Ocupation_4 | 1.0302 | 1.73 | 0.084 | |
Organic × Ocupation_4 | 0.3622 | 0.62 | 0.533 | |
Sex | 0.1049 | 0.35 | 0.728 | |
µ1 | −2.9748 | −3.50 | 0.000 | |
µ2 | −2.4150 | −2.87 | 0.004 | |
µ3 | −1.6265 | −1.95 | 0.050 | |
Likelihood ratio test of proportionality of odds | 51.13 | 0.133 | ||
McFadden’s R2 | 0.082 | |||
McKelvey and Zavoina’s R2 | 0.201 | |||
Cragg−Uhler(Nagelkerke) R2 | 0.151 | |||
Count R2 | 0.766 | |||
Log likelihood | −257.569 | |||
Restricted log likelihood | −280.468 | |||
LR statistic | 45.798 | 0.002 | ||
AIC | 565.138 | |||
BIC | 662.498 |
Conflicts of Interest
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Pérez-Ramírez, M.; Almendarez-Hernández, M.A.; Avilés-Polanco, G.; Beltrán-Morales, L.F. Consumer Acceptance of Eco-Labeled Fish: A Mexican Case Study. Sustainability 2015, 7, 4625-4642. https://doi.org/10.3390/su7044625
Pérez-Ramírez M, Almendarez-Hernández MA, Avilés-Polanco G, Beltrán-Morales LF. Consumer Acceptance of Eco-Labeled Fish: A Mexican Case Study. Sustainability. 2015; 7(4):4625-4642. https://doi.org/10.3390/su7044625
Chicago/Turabian StylePérez-Ramírez, Mónica, Marco A. Almendarez-Hernández, Gerzaín Avilés-Polanco, and Luis F. Beltrán-Morales. 2015. "Consumer Acceptance of Eco-Labeled Fish: A Mexican Case Study" Sustainability 7, no. 4: 4625-4642. https://doi.org/10.3390/su7044625
APA StylePérez-Ramírez, M., Almendarez-Hernández, M. A., Avilés-Polanco, G., & Beltrán-Morales, L. F. (2015). Consumer Acceptance of Eco-Labeled Fish: A Mexican Case Study. Sustainability, 7(4), 4625-4642. https://doi.org/10.3390/su7044625