Perception of Cultured Meat as a Basis for Market Segmentation: Empirical Findings from Croatian Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Collection and Sample
2.2. Measures
2.3. Statistical Approach
3. Results
3.1. Exploratory Factor Analysis (EFA)
3.2. Cluster Analysis
3.3. Discriminant Analysis
3.4. Multinomial Logistic Regression
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Variables (Factors from PCA) | Cluster 1 | Cluster 2 | Cluster 3 | Cluster 4 |
---|---|---|---|---|
Positive attributes of cultured meat | −1.13241 | −0.05882 | 1.30717 | 0.34849 |
Functional benefits of cultured meat | −1.25606 | 0.19936 | 1.23071 | 0.02200 |
Moral and ethical doubts regarding cultured meat | 0.80813 | 0.28303 | −1.41145 | −0.42397 |
Negative impact of cultured meat on the economy, especially livestock | 0.75683 | 0.29965 | −0.09994 | −1.26596 |
Appendix B
Predicted Cluster Allocation | ||||||
---|---|---|---|---|---|---|
A | B | C | D | Total | ||
Original cluster allocation | A | 95.5 | 4.5 | 0.0 | 0.0 | 100.0% |
B | 1.8 | 96.5 | 0.0 | 1.8 | 100.0% | |
C | 0.0 | 1.7 | 96.7 | 1.7 | 100.0% | |
D | 0.0 | 0.0 | 1.1 | 98.9 | 100.0% |
Appendix C
Variables | Cluster A | Cluster B | Cluster C | Cluster D |
---|---|---|---|---|
Positive attributes of cultured meat | −1.962 | −0.100 | 2.228 | 0.614 |
Functional benefits of cultured meat | −3.208 | 0.414 | 2.862 | 0.435 |
Moral and ethical doubts regarding cultured meat | 1.307 | 0.530 | −2.731 | −0.542 |
Negative impact of cultured meat on the economy, especially livestock | 1.921 | 0.528 | −0.298 | −2.725 |
Constant | −5.767 | −1.585 | −6.546 | −3.338 |
Appendix D
Predicted | |||||
---|---|---|---|---|---|
Observed | Cluster 1 | Cluster 2 | Cluster 3 | Cluster 4 | % Correct |
Cluster 1 | 63 | 21 | 1 | 3 | 71.6% |
Cluster 2 | 15 | 133 | 8 | 15 | 77.8% |
Cluster 3 | 0 | 14 | 40 | 6 | 66.7% |
Cluster 4 | 9 | 42 | 21 | 17 | 19.1% |
Overall % | 21.6% | 50.0% | 17.6% | 10.8% | 62.0% |
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Socio-Demographic Characteristics | Categories | n | % |
---|---|---|---|
Gender | Female male no answer | 272 138 1 | 66.2 33.6 0.2 |
Age | 18–24 25–39 40–64 65 and older | 146 114 134 17 | 35.5 27.7 32.6 4.1 |
Place of growing up | Countryside Town/City | 139 272 | 33.8 66.2 |
Perceived financial status of the household | very bad bad neither bad nor good good very good | 3 6 131 231 40 | 0.7 1.5 31.9 56.2 9.7 |
Highest education | primary school middle school bachelor/master Mr.sc./Dr.sc. | 3 163 196 49 | 0.7 39.7 47.7 11.9 |
Religiosity | not religious at all not really religious unsure somewhat religious very religious | 77 77 79 156 22 | 18.7 18.7 19.2 38.0 5.4 |
Political affiliation | left left center center right center right | 68 82 175 46 40 | 16.5 20.0 42.6 11.2 9.7 |
Diet | omnivore vegetarian vegan something else | 398 5 0 8 | 96.8 1.2 0 1.9 |
Frequency of meat consumption | very rarely rarely neither rarely nor often often very often | 2 18 74 185 129 | 0.5 4.4 18.1 45.3 31.6 |
Contact with animal husbandry | no yes * | 83 325 | 20.3 79.7 |
Did you hear about cultured meat | no not sure yes | 127 64 217 | 31.1 15.7 53.2 |
Knowledge of right definition of cultured meat | no yes | 259 149 | 63.5 36.5 |
Supporting public research and funding of cultured meat | no not sure yes | 82 175 151 | 20.1 42.9 37.0 |
Willingness to consume cultured meat | no, by no means probably not not sure probalby yes for sure | 35 87 119 122 45 | 8.6 21.3 29.2 29.9 11.0 |
Statements |
---|
(a) The production of cultured meat has no negative impact on the environment. (b) The technology of production of cultured meat is possible and realistic. (c) The production of cultured meat is the only way to provide food for a growing world population. (d) Cultured meat production is a sustainable form of meat production. (e) Cultured meat production is the best way to protect domestic animals. (f) Cultured meat is unnatural meat. (g) Cultured meat production is insufficient to meet the world’s meat needs. (h) Cultured meat is safe meat. (i) Cultured meat production means the end of mass breeding of domestic animals. (j) Cultured meat is healthy meat. (k) The production of cultured meat leads to a reduction in the suffering of domestic animals. (l) Cultured meat is tasty meat. (m) Cultured meat is absolutely environmentally friendly. (n) The production of cultured meat means decline of the traditional breeding of domestic animals. (o) The production of cultured meat is one of the ways to reduce greenhouse gas emissions. (p) Cultured meat is a religiously unacceptable form of meat production. (r) The production of cultured meat is morally questionable. (s) The production of cultured meat does not represent ethical progress in meat production. (t) The production of cultured meat distances humans from nature. (u) Cultured meat is an acceptable form of meat for people who are vegetarians for ethical reasons. (v) The production of cultured meat is a major threat to economies that have developed livestock production. (z) The hygienic conditions of cultured meat production are questionable. |
Factor Loading | SD | ||
---|---|---|---|
Factor 1: Positive attributes of cultured meat (Cα = 0.860; CR = 0.894; AVE = 0.517) | |||
The production of cultivated meat has no negative impact on the environment. | 0.560 | 3.22 | 0.871 |
The technology of production of cultured meat is possible and realistic. | 0.390 | 3.60 | 0.780 |
Cultured meat is unnatural meat (recoded) | 0.521 | 2.71 | 1.001 |
Cultured meat is safe meat. | 0.906 | 3.02 | 0.892 |
Cultured meat is healthy meat. | 0.839 | 2.86 | 0.871 |
Cultured meat is tasty meat. | 0.729 | 2.97 | 0.688 |
Cultured meat is absolutely environmentally friendly. | 0.819 | 3.11 | 0.733 |
The hygienic conditions of cultured meat production are questionable (recoded) | 0.589 | 3.34 | 0.881 |
Factor 2: Functional benefits of cultured meat (Cα = 0.849; CR = 0.899; AVE = 0.689) | |||
The production of cultured meat is the only way to provide food for a growing world population. | 0.780 | 2.78 | 1.031 |
Cultured meat production is a sustainable form of meat production. | 0.710 | 3.21 | 0.941 |
Cultured meat production is the best way to protect domestic animals. | 0.944 | 3.14 | 1.113 |
The production of cultured meat leads to a reduction in the suffering of domestic animals. | 0.654 | 3.48 | 1.023 |
Factor 3: Moral and ethical doubts about cultured meat (Cα = 0.784; CR = 0.862; AVE = 0.612) | |||
Cultured meat is a religiously unacceptable form of meat production. | 0.899 | 2.59 | 0.868 |
The production of cultured meat is morally questionable. | 0.778 | 2.72 | 0.906 |
The production of cultured meat does not represent ethical progress in meat production. | 0.741 | 2.88 | 0.842 |
The production of cultured meat distances humans from nature. | 0.490 | 3.05 | 1.145 |
Factor 4: Negative impact of cultured meat on economy, especially on livestock (Cα = 0.519; CR = 0.669; AVE = 0.497) | |||
Cultured meat production means the end of mass breeding of domestic animals. | 0.613 | 2.98 | 1.013 |
The production of cultured meat means decline of the traditional breeding of domestic animals. | 0.848 | 3.05 | 0.962 |
The production of cultivated meat is a major threat to economies that have developed livestock production. | 0.712 | 3.49 | 0.959 |
Cluster | N | Share in the Whole Sample |
---|---|---|
Concerned | 88 | 21.6% |
Rationally Concerned | 171 | 41.9% |
Acceptors | 60 | 14.7% |
Apathetic | 89 | 21.8% |
Valid | 408 | 100.0% |
Missing | 0 |
Variables | Wilks’λ | F | Significance |
---|---|---|---|
Positive attributes of cultured meat | 0.437 | 173.797 | 0.000 |
Functional benefits of cultured meat | 0.406 | 196.841 | 0.000 |
Moral and ethical doubts regarding cultured meat | 0.477 | 147.682 | 0.000 |
Negative impact of cultured meat on the economy, especially livestock | 0.473 | 150.264 | 0.000 |
Functions | Eigenvalue | Explained Variance | Canonical Correlation | Wilks’ λ | X² | df | Significance |
---|---|---|---|---|---|---|---|
1 | 3.587 | 80.3% | 0.884 | 0.109 | 892.573 | 12 | 0.000 |
2 | 0.721 | 16.1% | 0.647 | 0.501 | 278.716 | 6 | 0.000 |
3 | 0.160 | 3.6% | 0.371 | 0.862 | 59.814 | 2 | 0.000 |
Cluster | Predictor | B | S.E. | p | Exp(B) |
---|---|---|---|---|---|
Cluster 2: Rationally concerned | Gender | 0.303 | 0.401 | 0.450 | 1.354 |
Age | −0.369 | 0.212 | 0.082 | 0.691 | |
Place of growing up | 0.649 | 0.383 | 0.090 | 1.914 | |
Financial status of the household | −0.282 | 0.266 | 0.289 | 0.754 | |
The highest level of education | 0.195 | 0.284 | 0.493 | 1.215 | |
Religiosity | −0.218 | 0.185 | 0.238 | 0.804 | |
Political affiliation | −0.216 | 0.167 | 0.196 | 0.806 | |
Frequency of meat consumption | −0.409 | 0.233 | 0.079 | 0.665 | |
Contact with animal husbandry | −0.361 | 0.521 | 0.489 | 0.697 | |
Did you hear about cultured meat | −0.243 | 0.204 | 0.233 | 0.784 | |
Knowledge of right definition of cultured meat | 0.146 | 0.413 | 0.724 | 1.157 | |
Supporting public research and funding of cultured meat | 1.643 | 0.352 | 0.000 | 5.170 | |
Willingness to consume cultured meat | 0.969 | 0.228 | 0.000 | 2.636 | |
Cluster 3: Acceptors | Gender | 1.141 | 0.609 | 0.061 | 3.129 |
Age | −0.149 | 0.302 | 0.621 | 0.861 | |
Place of growing up | 0.395 | 0.595 | 0.507 | 1.485 | |
Financial status of the household | −0.724 | 0.394 | 0.066 | 0.485 | |
The highest level of education | 0.388 | 0.399 | 0.331 | 1.474 | |
Religiosity | −0.560 | 0.249 | 0.025 | 0.571 | |
Political affiliation | −0.377 | 0.271 | 0.163 | 0.686 | |
Frequency of meat consumption | −0.247 | 0.330 | 0.454 | 0.781 | |
Contact with animal husbandry | −0.371 | 0.689 | 0.590 | 0.690 | |
Did you hear about cultured meat | 0.175 | 0.300 | 0.560 | 1.191 | |
Knowledge of right definition of cultured meat | 0.766 | 0.560 | 0.171 | 2.151 | |
Supporting public research and funding of cultured meat | 3.668 | 0.623 | 0.000 | 39.166 | |
Willingness to consume cultured meat | 2.753 | 0.415 | 0.000 | 15.687 | |
Cluster 4: Apathetic | Gender | 0.471 | 0.466 | 0.313 | 1.601 |
Age | −0.169 | 0.242 | 0.508 | 0.852 | |
Place of growing up | 0.447 | 0.446 | 0.316 | 1.564 | |
Financial status of the household | 0.037 | 0.315 | 0.907 | 1.037 | |
The highest level of education | 0.245 | 0.325 | 0.450 | 1.278 | |
Religiosity | −0.394 | 0.206 | 0.055 | 0.674 | |
Political affiliation | −0.219 | 0.195 | 0.262 | 0.803 | |
Frequency of meat consumption | −0.284 | 0.265 | 0.283 | 0.753 | |
Contact with animal husbandry | −0.320 | 0.575 | 0.577 | 0.726 | |
Did you hear about cultured meat | 0.357 | 0.241 | 0.138 | 1.429 | |
Knowledge of right definition of cultured meat | 0.869 | 0.452 | 0.055 | 2.385 | |
Supporting public research and funding of cultured meat | 1.967 | 0.399 | 0.000 | 7.150 | |
Willingness to consume cultured meat | 1.179 | 0.265 | 0.000 | 3.251 |
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Faletar, I.; Cerjak, M. Perception of Cultured Meat as a Basis for Market Segmentation: Empirical Findings from Croatian Study. Sustainability 2022, 14, 6956. https://doi.org/10.3390/su14126956
Faletar I, Cerjak M. Perception of Cultured Meat as a Basis for Market Segmentation: Empirical Findings from Croatian Study. Sustainability. 2022; 14(12):6956. https://doi.org/10.3390/su14126956
Chicago/Turabian StyleFaletar, Ivica, and Marija Cerjak. 2022. "Perception of Cultured Meat as a Basis for Market Segmentation: Empirical Findings from Croatian Study" Sustainability 14, no. 12: 6956. https://doi.org/10.3390/su14126956