Consumer Preferences for Processed Meat Reformulation Strategies: A Prototype for Sensory Evaluation Combined with a Choice-Based Conjoint Experiment
Abstract
:1. Introduction
2. Methods
2.1. Omega-3 Enriched Sausages Preparation
2.2. Data Collection Procedure
2.2.1. Sensory Evaluation
2.2.2. Choice-Based Conjoint (CBC) Experiment
2.3. Econometric Models and Data Analysis
2.4. Statistical Analysis
3. Results
3.1. Participants
3.2. Sensory Liking Results
3.3. RPL Regression Results and WTP Estimation
3.4. WTP Estimation by Satisfied and Unsatisfied Sensory Preference Groups
3.5. WTP Estimation by Omega-3 Unfamiliar and Familiar Groups
4. Discussion
5. Conclusions
Limitation and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Attributes a | Levels | Notes |
---|---|---|
Price | Four: € 2.60, € 2.80, € 3.00, € 3.20 | Per pack price, net weight 454 g |
Meat content | Four: 60%, 70%, 80%, 90% | Pork meat percentage in sausages |
Nutrient enrichment claim | Two: Source of Omega-3, No Omega-3 | An eligible nutrition claim (as listed in the Annex to Regulation (EC) No. 1924/2006) of “source of omega-3 fatty acids” |
Ingredient reduction claim | Two: Reduced Fat, No Fat Reduction | An eligible reduced (name of nutrient) claim (as listed in the Annex to Regulation (EC) No. 1924/2006) meaning “reduced in saturated fatty acids” |
Two: Reduced Salt, No Salt Reduction | An eligible reduced (name of nutrient) claim (as listed in the Annex to Regulation (EC) No. 1924/2006) meaning “reduced in sodium/salt”. |
Variable | Category | Frequency | Percentage (%) |
---|---|---|---|
Gender | Male | 141 | 43 |
Female | 185 | 57 | |
Age class | 18–24 | 202 | 62 |
25–34 | 86 | 26 | |
35–44 | 23 | 7 | |
45 and Over | 15 | 5 | |
Education Level | Secondary or less | 38 | 12 |
College credit, no degree | 65 | 20 | |
Bachelor | 92 | 28 | |
Master or professional | 102 | 31 | |
Doctoral or above | 25 | 8 | |
Others | 4 | 1 | |
Employment Status | Student | 242 | 74 |
Employed Full-Time | 64 | 20 | |
Employed Part-Time | 16 | 5 | |
Not Employed | 4 | 1 | |
Household Income range | € 15,000 and below | 26 | 8 |
€ 15,001–€ 40,000 | 91 | 28 | |
€ 40,001–€ 80,000 | 62 | 19 | |
€ 80,001 and above | 64 | 20 | |
Don’t know or prefer no answer1 | 83 | 25 | |
Familiarity with omega-3 ratings 2 | 1–4 | 94 | 29 |
5 | 52 | 16 | |
6–9 | 180 | 55 | |
Eating frequency of processed meat (e.g., sausages, nuggets, burger, ham, bacon) | 15 or more times a week | 12 | 4 |
7–14 times a week | 47 | 14 | |
4–6 times a week | 74 | 23 | |
1–3 times a week | 126 | 39 | |
Less than once in a week | 67 | 21 |
Variable | RPL Model | WTP Estimation | ||
---|---|---|---|---|
Coefficient | SD | Mean | SD | |
Constant (neither) | −9.13 *** | 6.70 *** | −2.61 *** | 2.03 *** |
Price 1 | −2.30 *** | 1.28 *** | −3.21 *** | 2.55 *** |
Meat 2 | 7.49 *** | 7.42 *** | 2.83 *** | 2.88 *** |
Om3 claim | 0.91 *** | 0.77 *** | 0.52 *** | 0.51 *** |
Rfat claim | 0.62 ** | 0.81 *** | 0.50 *** | 0.46 *** |
Rsalt claim | −0.13 | 0.11 | 0.41 *** | 0.36 *** |
Om3*Rfat | −0.21 | 1.00 *** | ||
Om3*Rsalt | 0.92 ** | 1.77 *** | ||
Rfat*Rsalt | 1.31 *** | 1.14 *** | ||
Log-likelihood | −2585.83 | −2626.92 | ||
Wald Chi-Square | 821.83 | 1657 | ||
AIC 3 | 5207.65 | 5277.84 | ||
No. of respondents | 326 | 326 | ||
No. of observations | 11,736 | 11,736 |
Variable | Unsatisfied Sensory Group (N = 147) 1 | Satisfied Sensory Group (N = 179) 2 | p-Value 3 | ||
---|---|---|---|---|---|
Mean | SD | Mean | SD | ||
Constant (neither) | −2.78 *** | 2.51 *** | −2.66 *** | 1.68 *** | |
Meat 4 | 3.76 *** | 3.01 *** | 3.03 *** | 2.71 *** | 0.023 ** |
Om3 claim | 0.35 *** | 0.65 *** | 0.66 *** | 0.36 *** | 0.000 *** |
Rfat claim | 0.54 *** | 0.61 *** | 0.53 *** | 0.41 *** | 0.865 |
Rsalt claim | 0.42 *** | 0.48 *** | 0.41 *** | 0.31 *** | 0.827 |
Log-likelihood | −1226.98 | −1376.60 | |||
Wald Chi-Square | 596.42 | 733.61 | |||
AIC 5 | 2477.96 | 2777.20 | |||
No. of respondents | 147 | 179 | |||
No. of observations | 5292 | 6444 |
Variable | Omega-3 Unfamiliar Group (N = 146) 1 | Omega-3 Familiar Group (N = 180) 2 | p-Value 3 | ||
---|---|---|---|---|---|
Mean | SD | Mean | SD | ||
Constant (neither) | −3.17 *** | 2.24 *** | −3.02 *** | 3.43 *** | |
Meat 4 | 2.70 *** | 2.63 *** | 3.45 *** | 3.21 *** | 0.010 ** |
Om3 claim | 0.46 *** | 0.56 *** | 0.58 *** | 0.48 *** | 0.020 ** |
Rfat claim | 0.51 *** | 0.47 *** | 0.49 *** | 0.54 *** | 0.721 |
Rsalt claim | 0.48 *** | 0.38 *** | 0.40 *** | 0.38 *** | 0.059 |
Log-likelihood | −1192.6727 | −1426.8732 | |||
Wald Chi-Square | 593.13 | 502.59 | |||
AIC 5 | 2409.345 | 2877.746 | |||
No. of respondents | 146 | 180 | |||
No. of observations | 5256 | 6480 |
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Hong, X.; Li, C.; Wang, L.; Wang, M.; Grasso, S.; Monahan, F.J. Consumer Preferences for Processed Meat Reformulation Strategies: A Prototype for Sensory Evaluation Combined with a Choice-Based Conjoint Experiment. Agriculture 2023, 13, 234. https://doi.org/10.3390/agriculture13020234
Hong X, Li C, Wang L, Wang M, Grasso S, Monahan FJ. Consumer Preferences for Processed Meat Reformulation Strategies: A Prototype for Sensory Evaluation Combined with a Choice-Based Conjoint Experiment. Agriculture. 2023; 13(2):234. https://doi.org/10.3390/agriculture13020234
Chicago/Turabian StyleHong, Xinyi, Chenguang Li, Liming Wang, Mansi Wang, Simona Grasso, and Frank J. Monahan. 2023. "Consumer Preferences for Processed Meat Reformulation Strategies: A Prototype for Sensory Evaluation Combined with a Choice-Based Conjoint Experiment" Agriculture 13, no. 2: 234. https://doi.org/10.3390/agriculture13020234
APA StyleHong, X., Li, C., Wang, L., Wang, M., Grasso, S., & Monahan, F. J. (2023). Consumer Preferences for Processed Meat Reformulation Strategies: A Prototype for Sensory Evaluation Combined with a Choice-Based Conjoint Experiment. Agriculture, 13(2), 234. https://doi.org/10.3390/agriculture13020234