| Literature DB >> 36014797 |
David Dean1, Meike Rombach1, Wim de Koning1,2,3, Frank Vriesekoop2,3, Wisnu Satyajaya4, Puspita Yuliandari4, Martin Anderson2, Philippe Mongondry5, Beatriz Urbano6, Cristino Alberto Gómez Luciano7, Wendy Hao2, Emma Eastwick2, Elma Achirimbi2, Zheng Jiang2, Anouk Boereboom2,3, Farzana Rashid8, Imran Khan9, Beatriz Alvarez10, Luis Kluwe Aguiar2.
Abstract
Mycoprotein is a fungal-based meat alternative sold in food retail in various countries around the world. The present study builds on a multi-national sample and uses partial least square structural equation modeling. The proposed conceptual model identified key factors that are driving and inhibiting consumer willingness to try, buy, and pay a price premium for mycoprotein. The results relate to the overall sample of 4088 respondents and to two subsample comparisons based on gender and meat consumption behavior. The results show that the biggest drivers of willingness to consume mycoprotein were healthiness, followed by nutritional benefits, safe to eat, and sustainability. Affordability and taste had mixed results. Willingness to consume mycoprotein was inhibited if nutritional importance was placed on meat and, to a lesser extent, if the taste, texture, and smell of meat were deemed important. Best practice recommendations address issues facing marketing managers in the food industry.Entities:
Keywords: PLS-SEM; fungal proteins; meat alternatives; mycoprotein; preferences
Mesh:
Year: 2022 PMID: 36014797 PMCID: PMC9416216 DOI: 10.3390/nu14163292
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 6.706
Figure 1Conceptual Model.
Demographic Information (n = 4888).
| Demographics | Meat-Eating Behavior | ||||||
|---|---|---|---|---|---|---|---|
| Country |
| Male % | Female % | Age (Mean) | Omnivore | Flexitarian | Vegetarian |
| UK | 758 | 71.1% | 28.6% | 31.1 | 67.9% | 17.8% | 14.2% |
| Pakistan | 649 | 65.6% | 34.1% | 23.6 | 77.2% | 15.3% | 7.6% |
| China | 556 | 37.9% | 60.8% | 31.2 | 78.6% | 17.1% | 4.3% |
| USA | 521 | 75.6% | 24.0% | 44.0 | 66.8% | 16.5% | 16.7% |
| France | 491 | 81.7% | 18.1% | 29.0 | 60.3% | 31.6% | 8.1% |
| New Zealand | 259 | 54.1% | 44.8% | 38.6 | 75.7% | 13.9% | 10.4% |
| Netherlands | 230 | 62.6% | 37.4% | 29.4 | 42.6% | 40.9% | 16.5% |
| Mexico | 227 | 65.6% | 33.9% | 39.4 | 68.3% | 29.5% | 2.2% |
| Brazil | 212 | 57.5% | 42.5% | 42.7 | 73.1% | 21.2% | 5.7% |
| Indonesia | 210 | 55.2% | 43.3% | 35.6 | 89.0% | 9.5% | 1.4% |
| Spain | 199 | 49.2% | 48.7% | 35.1 | 63.8% | 32.7% | 3.5% |
| Dominican Republic | 176 | 65.3% | 33.5% | 26.2 | 67.6% | 27.8% | 4.5% |
| Total (percentage) | 63.6% | 35.8% | 69.8% | 21.1% | 9.1% | ||
| Total (count/average) | 4488 | 2855 | 1606 | 33.2 | 3134 | 946 | 408 |
Descriptive Statistics for Single-Item Measures.
| Scale | Mean | Min | Max | StDev | Means for Subgroups | ||||
|---|---|---|---|---|---|---|---|---|---|
| Mycoprotein Characteristics (1 = Strongly Disagree to 5 = Strongly Agree) | Male | Female | Omni | Flexi | Vege | ||||
| Mycoprotein is healthy | 3.85 | 1 | 5 | 0.84 | 3.75 | 3.83 | 3.71 | 3.85 | 4.21 |
| Mycoprotein is safe to eat | 3.72 | 1 | 5 | 0.90 | 3.63 | 3.74 | 3.59 | 3.72 | 4.19 |
| Mycoprotein is nutritious | 3.83 | 1 | 5 | 0.85 | 3.75 | 3.81 | 3.69 | 3.83 | 4.29 |
| Mycoprotein is more sustainable | 3.60 | 1 | 5 | 0.94 | 3.41 | 3.43 | 3.26 | 3.60 | 4.22 |
| Mycoprotein is tasty | 2.88 | 1 | 5 | 0.96 | 2.72 | 2.68 | 2.55 | 2.88 | 3.56 |
| Mycoprotein is affordable | 3.11 | 1 | 5 | 0.90 | 3.10 | 3.08 | 3.03 | 3.11 | 3.49 |
|
| |||||||||
| Willingness to Try Mycoprotein | 2.01 | 1 | 3 | 0.82 | 2.40 | 2.41 | 2.33 | 2.52 | 2.66 |
| Willingness to Buy Mycoprotein | 1.73 | 1 | 3 | 0.74 | 2.17 | 2.20 | 2.08 | 2.33 | 2.63 |
| Willingness to Pay More for Mycoprotein | 1.39 | 1 | 3 | 0.60 | 1.62 | 1.64 | 1.51 | 1.76 | 2.19 |
Scale Loadings, Reliabilities, and Convergent Validity.
| Scales and Items | Overall | Means for Subgroups | Factor Loadings | Cronbach’s Alpha | Composite Reliability | AVE | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean | St Dev | Male | Female | Omni | Flexi | Vege | |||||
|
| 0.858 | 0.934 | 0.875 | ||||||||
| Eating meat is necessary for obtaining beneficial nutrients | 3.51 | 1.27 | 3.41 | 3.69 | 3.85 | 3.11 | 1.79 | 0.929 | |||
| Meat is an important part of a healthy and balanced diet | 3.66 | 1.16 | 3.55 | 3.87 | 4.00 | 3.32 | 1.82 | 0.942 | |||
|
| 0.935 | 0.959 | 0.885 | ||||||||
| The taste of meat is important to me | 4.02 | 1.11 | 3.91 | 4.23 | 4.35 | 3.80 | 2.04 | 0.949 | |||
| The texture of meat is important to me | 3.95 | 1.12 | 3.86 | 4.11 | 4.25 | 3.75 | 2.04 | 0.952 | |||
| The smell of meat is important to me | 3.85 | 1.12 | 3.75 | 4.04 | 4.16 | 3.65 | 1.95 | 0.922 | |||
Fornell–Larcker Criterion, and Heterotrait–Monotrait Ratio.
| Fornell–Larcker Criterion | Nutritional Importance of Meat | Sensory Importance of Meat |
|---|---|---|
| Nutritional Importance of Meat | 0.936 | |
| Sensory Importance of Meat | 0.627 | 0.941 |
|
| ||
| Sensory Importance of Meat | 0.696 | |
Goodness of Fit, Explanatory Power, and Predictive Relevance Indices.
| Model Indices | Overall | Male | Female | Omni | Flexi | Vege |
|---|---|---|---|---|---|---|
| Goodness of Fit | 0.522 | 0.542 | 0.490 | 0.471 | 0.489 | 0.621 |
| NFI | 0.938 | 0.941 | 0.927 | 0.919 | 0.922 | 0.943 |
| SRMR | 0.021 | 0.019 | 0.030 | 0.030 | 0.026 | 0.016 |
| Explanatory Power (Average R2) | 0.272 | 0.294 | 0.240 | 0.222 | 0.239 | 0.385 |
| Predictive Relevance (Average Q2) | 0.268 | 0.288 | 0.230 | 0.216 | 0.219 | 0.366 |
Results of Hypothesis Testing.
| Sample/Subsample | Complete Sample | Male Subgroup | Female Subsample | Omnivore Subsample | Flexitarian Subsample | Vegetarian Subsample | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Hypothesized Path Relationship | Coefficient | t-Stat | Coefficient | t-Stat | Coefficient | t-Stat | Coefficient | t-Stat | Coefficient | t-Stat | Coefficient | t-Stat | ||||||
| H1a: Healthy -> WtT |
| 5.830 | 0.000 |
| 5.969 | 0.000 | 0.073 | 1.594 | 0.111 |
| 5.591 | 0.000 | 0.099 | 1.665 | 0.096 | 0.013 | 0.154 | 0.877 |
| H1b: Healthy -> WtB |
| 8.001 | 0.000 |
| 7.355 | 0.000 |
| 3.537 | 0.000 |
| 7.623 | 0.000 |
| 2.835 | 0.005 | −0.001 | 0.016 | 0.987 |
| H1c: Healthy -> WtPM |
| 3.422 | 0.001 |
| 2.285 | 0.022 |
| 2.715 | 0.007 |
| 3.757 | 0.000 | 0.051 | 0.964 | 0.335 | 0.041 | 0.387 | 0.699 |
| H2a: Safe to Eat -> WtT |
| 4.772 | 0.000 |
| 3.334 | 0.001 |
| 3.295 | 0.001 |
| 3.760 | 0.000 |
| 1.990 | 0.047 |
| 2.814 | 0.005 |
| H2b: Safe to Eat -> WtB |
| 5.615 | 0.000 |
| 4.054 | 0.000 |
| 3.831 | 0.000 |
| 3.736 | 0.000 |
| 4.218 | 0.000 |
| 2.703 | 0.007 |
| H2c: Safe to Eat -> WtPM |
| 3.283 | 0.001 |
| 2.908 | 0.004 | 0.045 | 1.289 | 0.198 |
| 2.016 | 0.044 | 0.078 | 1.597 | 0.110 |
| 2.106 | 0.035 |
| H3a: Nutritious -> WtT |
| 5.253 | 0.000 |
| 3.299 | 0.001 |
| 4.611 | 0.000 |
| 4.769 | 0.000 |
| 2.703 | 0.007 | 0.082 | 0.874 | 0.382 |
| H3b: Nutritious -> WtB |
| 5.433 | 0.000 |
| 4.104 | 0.000 |
| 3.416 | 0.001 |
| 5.090 | 0.000 | 0.090 | 1.727 | 0.084 | 0.156 | 1.747 | 0.081 |
| H3c: Nutritious -> WtPM |
| 2.610 | 0.009 |
| 2.241 | 0.025 | 0.058 | 1.677 | 0.094 |
| 2.209 | 0.027 | 0.076 | 1.451 | 0.147 | 0.008 | 0.069 | 0.945 |
| H4a: Taste -> WtT |
| 2.338 | 0.019 | −0.030 | 1.379 | 0.168 |
| 2.069 | 0.039 | −0.031 | 1.496 | 0.135 | −0.044 | 1.156 | 0.248 | −0.069 | 1.434 | 0.152 |
| H4b: Taste -> WtB |
| 3.347 | 0.001 |
| 2.693 | 0.007 |
| 2.078 | 0.038 |
| 3.351 | 0.001 | 0.038 | 1.027 | 0.304 | −0.003 | 0.061 | 0.951 |
| H4c: Taste -> WtPM |
| 15.689 | 0.000 |
| 12.322 | 0.000 |
| 9.868 | 0.000 |
| 14.710 | 0.000 |
| 6.253 | 0.000 | 0.085 | 1.594 | 0.111 |
| H5a: Affordability -> WtT |
| 4.469 | 0.000 |
| 3.175 | 0.002 |
| 3.048 | 0.002 |
| 4.052 | 0.000 | −0.040 | 1.176 | 0.240 |
| 2.059 | 0.040 |
| H5b: Affordability -> WtB | −0.030 | 1.949 | 0.051 | −0.020 | 1.117 | 0.264 | −0.043 | 1.586 | 0.113 | −0.030 | 1.573 | 0.116 | −0.016 | 0.481 | 0.630 | −0.063 | 1.692 | 0.091 |
| H5c: Affordability -> WtPM | 0.008 | 0.481 | 0.631 | 0.006 | 0.289 | 0.772 | 0.003 | 0.118 | 0.906 | 0.010 | 0.538 | 0.591 | −0.020 | 0.536 | 0.592 | 0.081 | 1.414 | 0.157 |
| H6a: Sustainable -> WtT |
| 5.857 | 0.000 |
| 5.149 | 0.000 |
| 2.950 | 0.003 |
| 3.856 | 0.000 |
| 4.685 | 0.000 |
| 2.862 | 0.004 |
| H6b: Sustainable -> WtB |
| 4.194 | 0.000 |
| 4.354 | 0.000 | 0.040 | 1.396 | 0.163 |
| 2.496 | 0.013 |
| 3.018 | 0.003 |
| 3.342 | 0.001 |
| H6c: Sustainable -> WtPM |
| 3.408 | 0.001 |
| 2.822 | 0.005 | 0.047 | 1.582 | 0.114 | 0.031 | 1.546 | 0.122 |
| 2.606 | 0.009 | 0.117 | 1.645 | 0.100 |
| H7a: Nutritional Importance of Meat -> WtT |
| 11.212 | 0.000 |
| 8.307 | 0.000 |
| 7.279 | 0.000 |
| 8.565 | 0.000 |
| 4.905 | 0.000 |
| 5.494 | 0.000 |
| H7b: Nutritional Importance of Meat -> WtB |
| 10.720 | 0.000 |
| 8.007 | 0.000 |
| 7.463 | 0.000 |
| 7.389 | 0.000 |
| 5.166 | 0.000 |
| 5.265 | 0.000 |
| H7c: Nutritional Importance of Meat -> WtPM |
| 5.783 | 0.000 |
| 5.272 | 0.000 |
| 2.915 | 0.004 | −0.032 | 1.686 | 0.092 |
| 3.705 | 0.000 |
| 2.718 | 0.007 |
| H8a: Sensory Importance of Meat -> WtT | 0.015 | 0.954 | 0.340 | 0.006 | 0.298 | 0.766 | 0.038 | 1.513 | 0.130 | −0.004 | 0.256 | 0.798 | 0.001 | 0.041 | 0.967 | −0.018 | 0.340 | 0.734 |
| H8b: Sensory Importance of Meat -> WtB |
| 2.745 | 0.006 |
| 3.062 | 0.002 | −0.009 | 0.389 | 0.697 |
| 3.085 | 0.002 | −0.020 | 0.655 | 0.512 | −0.018 | 0.348 | 0.728 |
| H8c: Sensory Importance of Meat -> WtPM |
| 7.086 | 0.000 |
| 4.845 | 0.000 |
| 6.118 | 0.000 |
| 5.527 | 0.000 | −0.027 | 0.823 | 0.410 | −0.049 | 0.897 | 0.370 |
Bold: significant at p ≥ 0.05; orange cell: significant in complete sample, but n.s. in subsample.
Figure 2Conceptual Model Results (Overall Sample).