Sociodemographic Factors Associated with EU Citizens’ Attitudes Toward Animal Welfare Standards in External Trade
Abstract
1. Introduction
2. Materials and Methods
2.1. Data
2.2. Variables Used in This Study
- ‘Age’: Provided in full years. This question was answered by all participants, and thus, no data were excluded on this basis.
- ‘Gender’: Respondents could choose from ‘male’, ‘female’, or ‘none of the above/non-binary/do not recognise yourself in the above categories’. For this study, only those who identified as ‘male’ or ‘female’ were included in the analysis. A total of 31 individuals selected the third option; due to the small number, their responses were excluded on statistical grounds. This decision is in no way intended to disregard or devalue individuals with diverse gender identities.
- ‘Highest Level of Education Completed’: Responses ranged from ‘1—no formal schooling/did not complete primary education’ to ‘9—doctorate/PhD’. All participants responded, and no exclusions were necessary.
- ‘Household Income’: Categorised into deciles (from the lowest 10% to the highest 10%) within the sample. A total of 3655 individuals either chose not to respond or indicated they did not know, and these cases were therefore omitted from the analysis.
- ‘Political Positioning’: Measured on a scale from ‘1 (far left)’ to ‘10 (far right)’. Here, 3386 respondents either refused to answer or selected “Don’t know” and were consequently excluded from the analysis.
- ‘Type of Community’: Categorised as ‘rural area or village’, ‘small town’, or ‘large town’. All participants responded to this question, and no data were excluded.
- For all the questions, respondents were given the option to answer ‘don’t know’. Additionally, the choices ‘refuse to answer’ were explicitly available for both the ‘Household Income’ and ‘Political Positioning’.
2.3. Statistical Analysis
3. Results
3.1. Descriptive Statistics
3.2. The Models
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
| Variable | β | SE | Wald χ2 | df | p-Value |
|---|---|---|---|---|---|
| Intercept S1 | 0.179 | 0.0492 | 13.195 | 1 | <0.001 |
| Intercept S2 | 1.319 | 0.0499 | 697.678 | 1 | <0.001 |
| Intercept S3 | 2.607 | 0.0543 | 2307.556 | 1 | <0.001 |
| Household income | −0.002 | 0.0003 | 45.706 | 1 | <0.001 |
| Gender Male × Education level | −0.001 | 0.0003 | 12.137 | 1 | <0.001 |
| Gender Female × Education Level | −0.001 | 0.0003 | 20.041 | 1 | <0.001 |
| Community Town × Household income | −0.002 | 0.0005 | 12.175 | 1 | <0.001 |
| Community City × Household income | reference | ||||
| Age × Education Level | 1.213−5 | 2.4617−6 | 24.285 | 1 | <0.001 |
| Household income × Political Positioning | 0.000 | 4.0868−5 | 47.261 | 1 | <0.001 |
| Political Positioning × Education Level | 0.000 | 3.9446−5 | 10.342 | 1 | 0.001 |
| Community Rural × Political Positioning | 0.000 | 5.6070−5 | 7.267 | 1 | 0.007 |
| Community City × Political Positioning | reference | ||||
| Community Town × Household income × Education Level | 3.359−6 | 8.6009−7 | 15.252 | 1 | <0.001 |
| Community City × Household income × Education Level | reference | ||||
| Community Town × Political Positioning × Education Level | −6.998−5 | 2.5263−5 | 7.674 | 1 | 0.006 |
| Community City × Political Positioning × Education Level | reference | ||||
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| Variable | N | Min | Max | Mean | SD |
|---|---|---|---|---|---|
| Age | 26,363 | 15 | 98 | 51.46 | 18.30 |
| Household income | 22,713 | 1 | 10 | 5.63 | 2.76 |
| Education level | 26,368 | 1 | 9 | 4.86 | 1.86 |
| Political positioning | 22,982 | 1 | 10 | 5.35 | 2.18 |
| Model | −2 LL | χ2 | df | p-Value |
|---|---|---|---|---|
| Age | 32,387 | 50.59 | 2 | <0.001 |
| Education level | 32,328 | 109.65 | 2 | <0.001 |
| Household income | 32,412 | 26.37 | 2 | <0.001 |
| Political positioning | 32,364 | 74.33 | 2 | <0.001 |
| M | Statement | IV | β | SE | Wald χ2 | df | p-Value | eβ | eβ 95% CI | |
|---|---|---|---|---|---|---|---|---|---|---|
| Lower | Upper | |||||||||
| Age | 1 | Intercept | 1.468 | 0.067 | 479.09 | 1 | <0.001 | |||
| Age | NS | |||||||||
| 2 | Intercept | 0.867 | 0.075 | 134.42 | 1 | <0.001 | ||||
| Age | −0.005 | 0.001 | 12.31 | 1 | <0.001 | 0.995 | 0.992 | 0.998 | ||
| Education | 1 | Intercept | 0.963 | 0.062 | 241.72 | 1 | <0.001 | |||
| Education level | 0.126 | 0.012 | 104.30 | 1 | <0.001 | 1.134 | 1.107 | 1.162 | ||
| 2 | Intercept | 0.169 | 0.070 | 5.88 | 1 | 0.015 | ||||
| Education level | 0.094 | 0.014 | 46.71 | 1 | <0.001 | 1.099 | 1.070 | 1.129 | ||
| Income | 1 | Intercept | 1.384 | 0.049 | 796.53 | 1 | <0.001 | |||
| Household income | 0.033 | 0.008 | 17.86 | 1 | <0.001 | 1.034 | 1.018 | 1.050 | ||
| 2 | Intercept | 0.363 | 0.056 | 41.94 | 1 | <0.001 | ||||
| Household income | 0.045 | 0.009 | 25.81 | 1 | <0.001 | 1.046 | 1.028 | 1.065 | ||
| Politics | 1 | Intercept | 1.964 | 0.059 | 1090.32 | 1 | <0.001 | |||
| Political positioning | −0.072 | 0.010 | 52.33 | 1 | <0.001 | 0.930 | 0.912 | 0.949 | ||
| 2 | Intercept | 0.752 | 0.067 | 125.52 | 1 | <0.001 | ||||
| Political positioning | −0.024 | 0.011 | 4.47 | 1 | 0.035 | 0.977 | 0.955 | 0.998 | ||
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Mata, F.; Marques, R.; Almeida, J.M.; Araújo, J.; Baptista, N.; Paixão, G.; Cerqueira, J. Sociodemographic Factors Associated with EU Citizens’ Attitudes Toward Animal Welfare Standards in External Trade. Sci 2026, 8, 3. https://doi.org/10.3390/sci8010003
Mata F, Marques R, Almeida JM, Araújo J, Baptista N, Paixão G, Cerqueira J. Sociodemographic Factors Associated with EU Citizens’ Attitudes Toward Animal Welfare Standards in External Trade. Sci. 2026; 8(1):3. https://doi.org/10.3390/sci8010003
Chicago/Turabian StyleMata, Fernando, Rosário Marques, João M. Almeida, José Araújo, Nuno Baptista, Gustavo Paixão, and Joaquim Cerqueira. 2026. "Sociodemographic Factors Associated with EU Citizens’ Attitudes Toward Animal Welfare Standards in External Trade" Sci 8, no. 1: 3. https://doi.org/10.3390/sci8010003
APA StyleMata, F., Marques, R., Almeida, J. M., Araújo, J., Baptista, N., Paixão, G., & Cerqueira, J. (2026). Sociodemographic Factors Associated with EU Citizens’ Attitudes Toward Animal Welfare Standards in External Trade. Sci, 8(1), 3. https://doi.org/10.3390/sci8010003

