Animal Ethics and Eating Animals: Consumer Segmentation Based on Domain-Specific Values
Abstract
:1. Introduction
2. Theoretical Background: Animal-Ethical Intuitions
3. Materials and Methods
4. Results
4.1. Description of the Sample
4.2. Cluster Analysis
4.3. Discriminant Analysis
4.4. Links between Consumer Segments and Diet
5. Discussion
6. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Sample | German Population [52] | ||
---|---|---|---|
Gender | female | 51.0% | 50.9% |
male | 49.0% | 49.1% | |
Age | 18–24 years | 8.8% | 9.2% |
25–39 years | 20.4% | 22.1% | |
40–64 years | 44.6% | 43.7% | |
65 years and over | 26.3% | 25.1% | |
Education | No graduation (yet) | 1.8% | 3.9% |
Certificate of Secondary Education | 35.5% | 34.5% | |
General Certificate of Secondary Education | 31.6% | 30.8% | |
General qualification for university entrance | 14.1% | 13.8% | |
University degree | 17.0% | 17.1% | |
Net household income per month | <1300 € | 23.1% | 26.3% |
1300–2599 € | 41.8% | 39.6% | |
2600–4999 € | 30.2% | 27.1% | |
>5000 € | 4.9% | 6.5% | |
Diet | omnivore | 67.8% | - |
flexitarian | 25.7% | 11.6% [28]/13.0% [29] | |
vegetarian | 5.1% | 3.7% [28]/7.6% [30] | |
vegan | 0.9% | 0.3% [28]/1.0% [31] |
Appendix B
Cluster A (n = 248) | Cluster B (n = 236) | Cluster C (n = 271) | Cluster D (n = 88) | Cluster E (n = 59) | F-Values | |
---|---|---|---|---|---|---|
Original anthropocentrism (CA = 0.740; CR = 0.838; AVE = 0.569) | −0.5373a (±0.2544) | −0.3433b (±0.4534) | −0.1880c (±0.4245) | 1.9351d (±1.1342) | 1.0443e (±1.1864) | 367,011 |
Anthropocentrism with indirect duties (CA = 0.755; CR = 0.859; AVE = 0.669) | 0.4690a (±0.7101) | 0.6435b (±0.5428) | −0.4068c (±0.7616) | −0.5159c (±0.6602) | −1.9124d (±0.9380) | 222,747 |
Relationism (CA = 0.726; CR = 0.840; AVE = 0.638) | −1.0960a (±0.6689) | 0.6859b (±0.8219) | 0.1510c (±0.7203) | 0.6483b (±0.5818) | 0.0644c (±0.8679) | 210,203 |
Utilitarianism (CA = 0.711; CR = 0.837; AVE = 0.631) | −0.1497a (±1.1169) | 0.7862b (±0.7862) | −0.2438a (±0.7219) | −0.1775a (±0.6117) | −0.9635c (±0.8413) | 75,558 |
New contractarian approach (CA = 0.704; CR = 0.794; AVE = 0.503) | 0.4122a (±0.7614) | 0.6946b (±0.5061) | −0.2873c (±0.7688) | −0.8799d (±0.8694) | −1.4232e (±0.9172) | 171,499 |
Animal rights (CA = 0.886; CR = 0.921; AVE = 0.744) | 0.7227a (±0.4777) | 0.6500a (±0.4996) | −0.5419b (±0.6540) | −0.6346b (±0.6923) | −1.9232c (±0.8942) | 395,696 |
Abolitionism (CA = 0.752; CR = 0.843; AVE = 0.573) | 0.5490a (±0.8757) | 0.4179a (±0.9148) | −0.5022b (±0.6936) | −0.1924c (±0.6958) | −1.4374d (±0.6480) | 119,148 |
Appendix C
Cluster A (n = 248) | Cluster B (n = 236) | Cluster C (n = 271) | Cluster D (n = 88) | Cluster E (n = 59) | Sample (n = 1046) | |
---|---|---|---|---|---|---|
Original anthropocentrism (CA = 0.740; CR = 0.838; AVE = 0.569) | 1.14 | 1.29 | 1.39 | 2.40 | 2.00 | 1.45 |
Humans are allowed to do what they want with animals. G | 1.03a (±0.177) | 1.08ab (±0.354) | 1.16b (±0.404) | 2.48d (±1.039) | 1.90c (±0.759) | 1.30 (±0.690) |
We are allowed to treat animals as we please, because they are just animals. G | 1.01a (±0.090) | 1.05a (±0.256) | 1.14b (±0.401) | 2.33c (±0.880) | 1.93c (±0.868) | 1.27 (±0.630) |
We may cause pain to animals at any time, because they are just animals. G | 1.01a (±0.090) | 1.05a (±0.388) | 1.04a (±0.206) | 2.03c (±0.976) | 1.51b (±0.653) | 1.17 (±0.526) |
Humans may use animals without any restrictions. G | 1.49a (±0.795) | 1.96b (±1.008) | 2.23c (±0.843) | 2.75d (±0.820) | 2.64d (±0.905) | 2.05 (±0.969) |
Anthropocentrism with indirect duties (CA = 0.755; CR = 0.859; AVE = 0.669) | 4.56 | 4.69 | 3.89 | 3.83 | 2.78 | 3.31 |
Only the one who is kind-hearted to animals is also kind-hearted to humans. G | 4.33a (±0.901) | 4.50a (±0.796) | 3.57b (±0.948) | 3.60b (±0.720) | 2.37c (±1.049) | 3.98 (± 1.036) |
We must not be cruel to animals; otherwise we may also be cruel to humans later on. G | 4.62a (±0.727) | 4.75a (±0.601) | 3.97b (±0.858) | 3.92b (±0.746) | 2.81c (±1.137) | 4.27 (± 0.921) |
We should treat animals well, in order not to become brutal ourselves. G | 4.74a (±0.583) | 4.83a (±0.473) | 4.17b (±0.625) | 3.98b (±0.625) | 3.15c (±0.827) | 4.41 (± 0.752) |
Relationism (CA = 0.726; CR = 0.840; AVE = 0.638) | 1.78 | 3.37 | 2.89 | 3.33 | 2.81 | 2.75 |
We are more committed to our pets than we are to farm animals. G | 1.56a (±0.706) | 3.19bc (±1.131) | 2.75d (±0.880) | 3.32c (±0.781) | 2.78b (±1.052) | 2.59 (±1.125) |
We have more far-reaching obligations towards domesticated animals than towards wild animals. G | 2.11a (±1.081) | 3.56b (±0.955) | 3.15c (±0.858) | 3.42b (±0.754) | 2.97c (±0.928) | 3.00 (±1.095) |
Pets should be given increased protection compared to farm animals.G | 1.66a (±0.829) | 3.36b (±1.164) | 2.77c (±0.868) | 3.25b (±0.834) | 2.68c (±0.918) | 2.67 (±1.157) |
Utilitarianism (CA = 0.711; CR = 0.837; AVE = 0.631) | 3.52 | 4.24 | 3.44 | 3.49 | 2.88 | 3.64 |
Humans should weigh off the interests of animals against their own as well. G | 3.38a (±1.138) | 4.07b (±0.922) | 3.28a (±0.753) | 3.38a (±0.700) | 2.69c (±0.815) | 3.48 (±0.992) |
If we use animals for our purposes, we must weigh off the consequences for humans and animals against each other. G | 3.75a (±1.091) | 4.41b (±0.801) | 3.60a (±0.748) | 3.56a (±0.738) | 3.15c (±0.847) | 3.82 (±0.943) |
The interests of humans and animals should be weighed off against each other. G | 3.42a (±1.054) | 4.24b (±0.893) | 3.45a (±0.723) | 3.53a (±0.710) | 2.81c (±0.991) | 3.62 (±0.971) |
Cluster A (n = 248) | Cluster B (n = 236) | Cluster C (n = 271) | Cluster D (n = 88) | Cluster E (n = 59) | Sample (n = 1046) | |
---|---|---|---|---|---|---|
New contractarian approach (CA = 0.704; CR = 0.794; AVE = 0.503) | 4.44 | 4.74 | 4.18 | 3.86 | 3.55 | 4.35 |
If we use animals, we should ensure a good life for them. G | 4.90a (±0.315) | 4.95a (±0.231) | 4.42b (±0.544) | 4.03c (±0.615) | 3.81c (±0.629) | 4.60 (±0.586) |
When using animals, people are committed to take best possible care of them. G | 4.89a (±0.376) | 4.92a (±0.359) | 4.31b (±0.689) | 3.99d (±0.669) | 3.59c (±0.873) | 4.54 (±0.700) |
We may only use animals for our own purposes if we treat them well. G | 4.16a (±1.162) | 4.47b (±0.929) | 3.89c (±0.789) | 3.66cd (±0.843) | 3.27d (±0.944) | 4.06 (±1.015) |
We may use animals for our purposes, but we should do our best to meet their needs. G | 4.22a (±1.081) | 4.60b (±0.779) | 4.10a (±0.718) | 3.76c (±0.830) | 3.51c (±0.858) | 4.18 (±0.914) |
Animal rights (CA = 0.886; CR = 0.921; AVE = 0.744) | 4.70 | 4.64 | 3.62 | 3.55 | 2.46 | 4.09 |
Animals, as well as humans, should have certain fundamental rights. G | 4.68a (±0.569) | 4.54a (±0.654) | 3.49b (±0.779) | 3.41b (±0.866) | 2.17c (±0.931) | 3.98 (±1.024) |
We should also grant animals something similar to human rights. G | 4.56a (± 0.665) | 4.48a (±0.711) | 3.39b (±0.836) | 3.38b (±0.807) | 2.12c (±0.892) | 3.91 (±1.044) |
Animals should also have the fundamental right to be treated with dignity. G | 4.85a (±0.390) | 4.86a (±0.355) | 3.94b (±0.710) | 3.82b (±0.751) | 2.90c (±1.078) | 4.34 (±0.861) |
The right to physical integrity should also be granted to animals. G | 4.70a (±0.650) | 4.66a (±0.630) | 3.67b (±0.835) | 3.59b (±0.768) | 2.64c (±1.110) | 4.12 (±0.989) |
Abolitionism (CA = 0.752; CR = 0.843; AVE = 0.573) | 3.72 | 3.62 | 2.93 | 3.17 | 2.22 | 3.32 |
We must not deprive animals of their freedom. S | 4.27a (±0.803) | 4.17a (±0.854) | 3.41b (±0.802) | 3.44b (±0.756) | 2.58c (±0.914) | 3.81 (±0.961) |
It is wrong to use animals for our purposes. G | 3.34a (±1.112) | 3.11ab (±1.117) | 2.60c (±0.810) | 2.89bc (±0.903) | 1.68d (±0.860) | 2.91 (±1.092) |
Animals have a right to freedom. S | 4.51a (±0.779) | 4.46a (±0.740) | 3.55b (±0.748) | 3.76b (±0.802) | 3.03c (±0.870) | 4.04 (±0.927) |
We must not, under any circumstances, use animals for our purposes. G | 2.74a (±1.075) | 2.72a (±1.114) | 2.15b (±0.868) | 2.60a (±0.878) | 1.59c (±0.812) | 2.50 (±1.059) |
Appendix D
Predicted Cluster Allocation | |||||||
---|---|---|---|---|---|---|---|
A | B | C | D | E | Total | ||
Original Cluster Allocation | A | 98.0% | 0.8% | 1.2% | 0.0% | 0.0% | 100.0% |
B | 2.5% | 96.2% | 1.3% | 0.0% | 0.0% | 100.0% | |
C | 1.5% | 2.2% | 95.2% | 1.1% | 0.0% | 100.0% | |
D | 0.0% | 0.0% | 4.5% | 93.2% | 2.3% | 100.0% | |
E | 0.0% | 0.0% | 3.4% | 5.1% | 91.5% | 100.0% |
Appendix E
Functions | Eigenvalue | Explained Variance | Canonical Correlation | Wilks’ λ | χ2 | df | Significance |
---|---|---|---|---|---|---|---|
1 | 4.342 | 69.4% | 0.902 | 0.049 | 2692.309 | 28 | 0.000 |
2 | 1.192 | 19.1% | 0.737 | 0.264 | 1192.653 | 18 | 0.000 |
3 | 0.710 | 11.3% | 0.644 | 0.578 | 490.217 | 10 | 0.000 |
4 | 0.012 | 0.2% | 0.107 | 0.989 | 10.235 | 4 | 0.037 |
Appendix F
Variables | 1 | 2 | 3 | 4 | Average * |
---|---|---|---|---|---|
Original anthropocentrism | −0.431 | 0.274 | 0.838 | 0.079 | 0.4463 |
Anthropocentrism with indirect duties | 0.356 | 0.109 | 0.192 | −0.803 | 0.2912 |
Relationism | −0.117 | 0.836 | −0.440 | −0.126 | 0.2908 |
Utilitarianism | 0.181 | 0.484 | −0.074 | 0.355 | 0.2271 |
New contractarian approach | 0.429 | 0.074 | 0.029 | 0.493 | 0.3161 |
Animal rights | 0.482 | 0.153 | 0.272 | 0.090 | 0.3946 |
Abolitionism | 0.292 | −0.013 | 0.292 | 0.198 | 0.2385 |
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Negative | Indifferent | Positive | M (SD) | |
---|---|---|---|---|
Original anthropocentrism (CA = 0.740; CR = 0.838; AVE = 0.569) | ||||
Humans are allowed to do what they want with animals. | 92.9% | 4.5% | 2.0% | 1.30 (±0.690) |
We are allowed to treat animals as we please, because they are just animals. | 93.0% | 4.2% | 1.5% | 1.27 (±0.630) |
We may cause pain to animals at any time because they are just animals. | 95.8% | 2.3% | 1.1% | 1.17 (±0.526) |
Humans may use animals without any restrictions. | 66.4% | 26.6% | 6.1% | 2.05 (±0.969) |
Anthropocentrism with indirect duties (CA = 0.755; CR = 0.859; AVE = 0.669) | ||||
Only the one who is kind-hearted to animals is also kind-hearted to humans. | 8.0% | 21.9% | 69.8% | 3.98 (±1.036) |
We must not be cruel to animals; otherwise we may also be cruel to humans later on. | 5.1% | 11.0% | 83.4% | 4.27 (±0.921) |
We should treat animals well, in order not to become brutal ourselves. | 2.0% | 7.9% | 88.9% | 4.41 (±0.752) |
Relationism (CA = 0.726; CR = 0.840; AVE = 0.638) | ||||
We are more committed to our pets than we are to farm animals. | 45.2% | 33.6% | 20.6% | 2.59 (±1.125) |
We have more far-reaching obligations towards domesticated animals than towards wild animals. | 27.8% | 39.6% | 31.6% | 3.00 (±1.095) |
Pets should be given increased protection compared to farm animals. | 43.1% | 33.7% | 22.7% | 2.67 (±1.157) |
Utilitarianism (CA = 0.711; CR = 0.837; AVE = 0.631) | ||||
Humans should weigh off the interests of animals against their own as well. | 12.2% | 40.0% | 46.7% | 3.48 (±0.992) |
If we use animals for our purposes, we must weigh off the consequences for humans and animals against each other. | 6.1% | 29.2% | 64.1% | 3.82 (±0.943) |
The interests of humans and animals should be weighed off against each other. | 8.1% | 39.9% | 51.3% | 3.62 (±0.971) |
New contractarian approach (CA = 0.704; CR = 0.794; AVE = 0.503) | ||||
If we use animals, we should ensure a good life for them. | 0.2% | 4.5% | 94.0% | 4.60 (±0.586) |
When using animals, people are committed to take best possible care of them. | 1.5% | 5.9% | 92.1% | 4.54 (±0.700) |
We may only use animals for our own purposes if we treat them well. | 7.1% | 17.8% | 74.1% | 4.06 (± 1.015) |
We may use animals for our purposes, but we should do our best to meet their needs. | 4.7% | 15.4% | 79.6% | 4.18 (±0.914) |
Animal rights (CA = 0.886; CR = 0.921; AVE = 0.744) | ||||
Animals, as well as humans, should have certain fundamental rights. | 8.6% | 20.2% | 70.1% | 3.98 (±1.024) |
We should also grant animals something similar to human rights. | 9.9% | 21.8% | 67.7% | 3.91 (±1.044) |
Animals should also have the fundamental right to be treated with dignity. | 3.8% | 10.3% | 84.6% | 4.34 (±0.861) |
The right to physical integrity should also be granted to animals. | 5.7% | 19.7% | 73.9% | 4.12 (±0.989) |
Abolitionism (CA = 0.752; CR = 0.843; AVE = 0.573) | ||||
We must not deprive animals of their freedom. | 6.8% | 32.2% | 59.9% | 3.81 (±0.961) |
It is wrong to use animals for our purposes. | 32.5% | 44.4% | 22.8% | 2.91 (±1.092) |
Animals have a right to freedom. | 3.7% | 26.1% | 69.6% | 4.04 (±0.927) |
We must not, under any circumstances, use animals for our purposes. | 48.6% | 38.7% | 12.3% | 2.50 (±1.059) |
Variables | Wilks’ λ | F | Significance |
---|---|---|---|
Original anthropocentrism | 0.379 | 367.011 | 0.000 |
Anthropocentrism with indirect duties | 0.502 | 222.747 | 0.000 |
Relationism | 0.516 | 210.203 | 0.000 |
Utilitarianism | 0.748 | 75.558 | 0.000 |
New contractarian approach | 0.567 | 171.499 | 0.000 |
Animal rights | 0.362 | 395.696 | 0.000 |
Abolitionism | 0.653 | 119.148 | 0.000 |
Variables | Cluster A | Cluster B | Cluster C | Cluster D | Cluster E |
---|---|---|---|---|---|
Original anthropocentrism | −0.106 | −1.060 | −0.727 | 5.397 | 2.594 |
Anthropocentrism with indirect duties | 0.828 | 0.898 | −0.667 | −0.713 | −3.108 |
Relationism | −2.109 | 1.490 | 0.386 | 0.749 | −0.028 |
Utilitarianism | −0.388 | 1.199 | −0.316 | −0.127 | −1.356 |
New contractarian approach | 0.980 | 1.205 | −0.665 | −1.569 | −2.747 |
Animal rights | 1.414 | 1.635 | −1.230 | −1.204 | −4.306 |
Abolitionism | 0.878 | 0.495 | −0.692 | −0.441 | −1.847 |
(Constant) | −4.239 | −4.116 | −2.484 | −8.383 | −14.010 |
Cluster A (n = 248) | Cluster B (n = 236) | Cluster C (n = 271) | Cluster D (n = 88) | Cluster E (n = 59) | Sample (n = 1046) | |
---|---|---|---|---|---|---|
Omnivore | 50.4%− | 73.3% | 74.8% | 65.1% | 96.6%+ | 67.8% |
Flexitarian | 34.6%+ | 24.2% | 22.6% | 27.9% | 3.4%− | 25.7% |
Vegetarian | 13.4%+ | 2.1%− | 1.9%− | 5.8% | 0.0% | 5.1% |
Vegan | 1.6% | 0.4% | 0.7% | 1.2% | 0.0% | 0.9% |
© 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Hölker, S.; von Meyer-Höfer, M.; Spiller, A. Animal Ethics and Eating Animals: Consumer Segmentation Based on Domain-Specific Values. Sustainability 2019, 11, 3907. https://doi.org/10.3390/su11143907
Hölker S, von Meyer-Höfer M, Spiller A. Animal Ethics and Eating Animals: Consumer Segmentation Based on Domain-Specific Values. Sustainability. 2019; 11(14):3907. https://doi.org/10.3390/su11143907
Chicago/Turabian StyleHölker, Sarah, Marie von Meyer-Höfer, and Achim Spiller. 2019. "Animal Ethics and Eating Animals: Consumer Segmentation Based on Domain-Specific Values" Sustainability 11, no. 14: 3907. https://doi.org/10.3390/su11143907