The commercialization patterns for PBA. Factor matrix, cluster analysis and cluster profiling
| Factor matrix* | |||||
|---|---|---|---|---|---|
| Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 | |
| Dietary lifestyle | Eco-credibility | Health | Sensory and novelty appeal | Food preparation | |
| Other nutritional claim FOP | −0.115 | −0.005 | 0.534 | 0.057 | 0.063 |
| Other nutritional claim RETWEB | −0.208 | 0.047 | 0.947 | 0.192 | 0.144 |
| Certification visible FOP | 0.228 | 0.379 | −0.087 | −0.018 | −0.306 |
| Certification visible RETWEB | −0.014 | 0.509 | 0.044 | 0.098 | 0.125 |
| Environmental claims FOP | 0.185 | 0.669 | −0.070 | −0.166 | −0.373 |
| Environmental claims RETWEB | −0.033 | 0.751 | 0.037 | 0.029 | −0.048 |
| Sensory claim RETWEB | −0.316 | 0.137 | 0.005 | 0.492 | 0.235 |
| Emotional and novelty claim RETWEB | 0.007 | −0.013 | 0.167 | 0.601 | 0.044 |
| Free from statements FOP | 0.481 | 0.020 | −0.177 | −0.246 | 0.173 |
| Serving suggestion FOP | 0.354 | 0.042 | −0.141 | −0.212 | 0.268 |
| Cooking time and mode RETWEB | −0.015 | −0.076 | 0.199 | 0.158 | 0.617 |
| Dietary pattern FOP | 0.663 | 0.043 | −0.091 | −0.153 | −0.182 |
| Dietary pattern RETWEB | 0.821 | 0.089 | −0.142 | 0.208 | −0.106 |
| Factor matrix* | |||||
|---|---|---|---|---|---|
| Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 | |
| Dietary lifestyle | Eco-credibility | Health | Sensory and novelty appeal | Food preparation | |
| Other nutritional claim FOP | −0.115 | −0.005 | 0.057 | 0.063 | |
| Other nutritional claim RETWEB | −0.208 | 0.047 | 0.192 | 0.144 | |
| Certification visible FOP | 0.228 | −0.087 | −0.018 | −0.306 | |
| Certification visible RETWEB | −0.014 | 0.044 | 0.098 | 0.125 | |
| Environmental claims FOP | 0.185 | −0.070 | −0.166 | −0.373 | |
| Environmental claims RETWEB | −0.033 | 0.037 | 0.029 | −0.048 | |
| Sensory claim RETWEB | −0.316 | 0.137 | 0.005 | 0.235 | |
| Emotional and novelty claim RETWEB | 0.007 | −0.013 | 0.167 | 0.044 | |
| Free from statements FOP | 0.020 | −0.177 | −0.246 | 0.173 | |
| Serving suggestion FOP | 0.354 | 0.042 | −0.141 | −0.212 | 0.268 |
| Cooking time and mode RETWEB | −0.015 | −0.076 | 0.199 | 0.158 | |
| Dietary pattern FOP | 0.043 | −0.091 | −0.153 | −0.182 | |
| Dietary pattern RETWEB | 0.089 | −0.142 | 0.208 | −0.106 | |
| Cluster analysis | |||||
|---|---|---|---|---|---|
| Cluster 1 | Cluster 2 | Cluster 3 | F | Sign | |
| Sustainability strategy | Dietary strategy | Health and taste-driven strategy | |||
| Dietary lifestyle | −0.41392 | 0.67258 | −0.36287 | 137.527 | <0.001 |
| Eco-credibility | 0.40649 | −0.47676 | 0.08142 | 69.653 | <0.001 |
| Health | −0.60468 | −0.47590 | 1.65224 | 3701.369 | <0.001 |
| Sensory and novelty appeal | −0.30329 | 0.09169 | 0.33434 | 35.151 | <0.001 |
| Food preparation | −0.29150 | 0.13469 | 0.25167 | 30.435 | <0.001 |
| Cluster analysis | |||||
|---|---|---|---|---|---|
| Cluster 1 | Cluster 2 | Cluster 3 | F | Sign | |
| Sustainability strategy | Dietary strategy | Health and taste-driven strategy | |||
| Dietary lifestyle | −0.41392 | −0.36287 | 137.527 | <0.001 | |
| Eco-credibility | −0.47676 | 0.08142 | 69.653 | <0.001 | |
| Health | −0.60468 | −0.47590 | 3701.369 | <0.001 | |
| Sensory and novelty appeal | −0.30329 | 0.09169 | 35.151 | <0.001 | |
| Food preparation | −0.29150 | 0.13469 | 30.435 | <0.001 | |
| Cluster profile | ||||||||
|---|---|---|---|---|---|---|---|---|
| Cluster 1 Sustainability-focused products | Cluster 2 Dietary products | Cluster 3 Healthy and tasty products | Test result ( = Chi-square test; F = one-way ANOVA test) | p-Value | ||||
| N | % | N | % | N | % | |||
| Country | ||||||||
| Germany | 45 | 21.1 | 94 | 45.9 | 8 | 5.8 | (6) = 228.307 | <0.001 |
| Spain | 39 | 18.3 | 74 | 36.1 | 0 | 0.0 | ||
| Italy | 37 | 17.4 | 15 | 7.3 | 72 | 52.6 | ||
| Netherlands-Belgium | 92 | 43.2 | 22 | 10.7 | 57 | 41.6 | ||
| Animal analogue | ||||||||
| Beef | 51 | 23.9 | 41 | 20.0 | 49 | 35.8 | (8) = 58.664 | <0.001 |
| Chicken | 52 | 24.4 | 66 | 32.2 | 39 | 28.5 | ||
| Fish | 7 | 3.3 | 20 | 9.8 | 4 | 2.9 | ||
| Pork | 71 | 33.3 | 68 | 33.2 | 15 | 10.9 | ||
| Vegetable focused | 32 | 15.0 | 10 | 4.9 | 30 | 21.9 | ||
| Product format | ||||||||
| Burger and meatballs | 68 | 31.9 | 61 | 29.8 | 76 | 55.5 | (6) = 50.383 | <0.001 |
| Chuck and fillet | 43 | 20.2 | 48 | 23.4 | 18 | 13.1 | ||
| Cutlets | 31 | 14.6 | 26 | 12.7 | 31 | 22.6 | ||
| Sausage and sliced meat | 71 | 33.3 | 70 | 34.1 | 12 | 8.8 | ||
| Online category | ||||||||
| Fresh pasta and ready meals | 67 | 31.5 | 88 | 42.9 | 18 | 13.1 | (10) = 99.328 | <0.001 |
| Meat, fish and vegetarian products | 92 | 43.2 | 99 | 48.3 | 63 | 46.0 | ||
| Vegetarian, vegan and plant-based | 33 | 15.5 | 7 | 3.4 | 19 | 13.9 | ||
| Frozen food | 10 | 4.7 | 3 | 1.5 | 22 | 16.1 | ||
| Gastronomy | 5 | 2.3 | 1 | 0.5 | 15 | 10.9 | ||
| Others | 6 | 2.8 | 7 | 3.4 | 0 | 0.0 | ||
| Brand type | ||||||||
| Commercial brand | 133 | 62.4 | 182 | 88.8 | 86 | 62.8 | (2) = 44.299 | <0.001 |
| Private label | 80 | 37.6 | 23 | 11.2 | 51 | 37.2 | ||
| Product recipe | ||||||||
| Contain soy | 117 | 54.9 | 97 | 47.3 | 98 | 71.5 | (2) = 19.797 | <0.001 |
| Contain gluten | 104 | 48.8 | 88 | 42.9 | 69 | 50.4 | (2) = 2.273 | Not significant |
| Contain peas | 64 | 30.0 | 77 | 37.6 | 40 | 29.2 | (2) = 3.649 | Not significant |
| Contain other plant protein | 79 | 37.1 | 56 | 27.3 | 55 | 40.1 | (2) = 7.254 | <0.05 |
| Price** | 20.38 ± 7.47 | 19.89 ± 6.18 | 18.41 ± 6.91 | F = 3.558 | <0.05 | |||
| Cluster profile | ||||||||
|---|---|---|---|---|---|---|---|---|
| Cluster 1 Sustainability-focused products | Cluster 2 Dietary products | Cluster 3 Healthy and tasty products | Test result ( | |||||
| % | % | % | ||||||
| Germany | 45 | 21.1 | 94 | 45.9 | 8 | 5.8 | <0.001 | |
| Spain | 39 | 18.3 | 74 | 36.1 | 0 | 0.0 | ||
| Italy | 37 | 17.4 | 15 | 7.3 | 72 | 52.6 | ||
| Netherlands-Belgium | 92 | 43.2 | 22 | 10.7 | 57 | 41.6 | ||
| Beef | 51 | 23.9 | 41 | 20.0 | 49 | 35.8 | <0.001 | |
| Chicken | 52 | 24.4 | 66 | 32.2 | 39 | 28.5 | ||
| Fish | 7 | 3.3 | 20 | 9.8 | 4 | 2.9 | ||
| Pork | 71 | 33.3 | 68 | 33.2 | 15 | 10.9 | ||
| Vegetable focused | 32 | 15.0 | 10 | 4.9 | 30 | 21.9 | ||
| Burger and meatballs | 68 | 31.9 | 61 | 29.8 | 76 | 55.5 | <0.001 | |
| Chuck and fillet | 43 | 20.2 | 48 | 23.4 | 18 | 13.1 | ||
| Cutlets | 31 | 14.6 | 26 | 12.7 | 31 | 22.6 | ||
| Sausage and sliced meat | 71 | 33.3 | 70 | 34.1 | 12 | 8.8 | ||
| Fresh pasta and ready meals | 67 | 31.5 | 88 | 42.9 | 18 | 13.1 | <0.001 | |
| Meat, fish and vegetarian products | 92 | 43.2 | 99 | 48.3 | 63 | 46.0 | ||
| Vegetarian, vegan and plant-based | 33 | 15.5 | 7 | 3.4 | 19 | 13.9 | ||
| Frozen food | 10 | 4.7 | 3 | 1.5 | 22 | 16.1 | ||
| Gastronomy | 5 | 2.3 | 1 | 0.5 | 15 | 10.9 | ||
| Others | 6 | 2.8 | 7 | 3.4 | 0 | 0.0 | ||
| Commercial brand | 133 | 62.4 | 182 | 88.8 | 86 | 62.8 | <0.001 | |
| Private label | 80 | 37.6 | 23 | 11.2 | 51 | 37.2 | ||
| Contain soy | 117 | 54.9 | 97 | 47.3 | 98 | 71.5 | <0.001 | |
| Contain gluten | 104 | 48.8 | 88 | 42.9 | 69 | 50.4 | Not significant | |
| Contain peas | 64 | 30.0 | 77 | 37.6 | 40 | 29.2 | Not significant | |
| Contain other plant protein | 79 | 37.1 | 56 | 27.3 | 55 | 40.1 | <0.05 | |
| 20.38 ± 7.47 | 19.89 ± 6.18 | 18.41 ± 6.91 | F = 3.558 | <0.05 | ||||
Note(s): *The variables included in the factor analysis are 13. FOP: front-of-pack; RETWEB: retailer website. Extraction method: Unweighted least squares. Rotation method: Varimax with Kaiser normalization. Rotation converged after 13 iterations. Test KMO: ∼0.7 Sign. <0.001. Total variance explained: 48%. Variable coding: all the variables were coded as presence of the claim (1) and absence of the claim (0). **Price is indicated in mean and standard deviation
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