A Choice Experiment Model for Honey Attributes: Italian Consumer Preferences and Socio-Demographic Profiles
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Collection
2.2. Best-Worst Scaling Design
2.3. Data Analysis
3. Results
3.1. General Ranking of Attributes
3.2. Results of the Latent Class Analysis and Description of Cluster
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- FAO. Honey; FAO: Rome, Italy, 2019. [Google Scholar]
- Beehive Numbers Worldwide 2010–2020. Statista n.d. Available online: https://www.statista.com/statistics/818286/number-of-beehives-worldwide/ (accessed on 6 October 2022).
- Ćirić, M.; Ignjatijević, S.; Cvijanović, D. Research of Honey Consumers’ Behavior in Province of Vojvodina. Econ. Agric. 2015, 62, 627–644. [Google Scholar]
- Cianciosi, D.; Forbes-Hernández, T.Y.; Afrin, S.; Gasparrini, M.; Reboredo-Rodriguez, P.; Manna, P.P.; Zhang, J.; Lamas, L.B.; Florez, S.M.; Toyos, P.A.; et al. Phenolic Compounds in Honey and Their Associated Health Benefits: A Review. Molecules 2018, 23, 2322. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Arawwawala, M.; Hewageegana, S. Health Benefits and Traditional Uses of Honey: A Review. J. Apitherapy 2017, 2, 9. [Google Scholar] [CrossRef] [Green Version]
- Zanchini, R.; Blanc, S.; Pippinato, L.; Di Vita, G.; Brun, F. Consumers’ attitude towards honey consumption for its health benefits: First insights from an econometric approach. Br. Food J. 2022, 124, 4372–4386. [Google Scholar] [CrossRef]
- Viscecchia, R.; Nocella, G.; De Devitiis, B.; Bimbo, F.; Carlucci, D.; Seccia, A.; Nardone, G. Consumers’ trade-off between nutrition and health claims under regulation 1924/2006: Insights from a choice experiment analysis. Nutrients 2019, 11, 2881. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Ghorab, A.; Rodríguez-Flores, M.S.; Nakib, R.; Escuredo, O.; Haderbache, L.; Bekdouche, F.; Seijo, M.C. Sensorial, Melissopalynological and Physico-Chemical Characteristics of Honey from Babors Kabylia’s Region (Algeria). Foods 2021, 10, 225. [Google Scholar] [CrossRef]
- Šedí k, P.; Kňazovická, V.; Horská, E.; Kačániová, M. Consumer sensory evaluation of honey across age cohorts in Slovakia. Potravin. Slovak. J. Food Sci. 2018, 12, 673–679. [Google Scholar] [CrossRef] [Green Version]
- Zhang, T.; Chen, J.; Hu, B. Authenticity, Quality, and Loyalty: Local Food and Sustainable Tourism Experience. Sustainability 2019, 11, 3437. [Google Scholar] [CrossRef] [Green Version]
- Pippinato, L.; Blanc, S.; Mancuso, T.; Brun, F. A Sustainable Niche Market: How Does Honey Behave? Sustainability 2020, 12, 10678. [Google Scholar] [CrossRef]
- Sillman, J.; Uusitalo, V.; Tapanen, T.; Salonen, A.; Soukka, R.; Kahiluoto, H. Contribution of honeybees towards the net environmental benefits of food. Sci. Total Environ. 2021, 756, 143880. [Google Scholar] [CrossRef]
- Blanc, S.; Accastello, C.; Girgenti, V.; Brun, F.; Mosso, A. Innovative Strategies for the Raspberry Supply Chain: An Environmental and Economic Assessment. Food Saf. Manag. 2018, 19, 5. [Google Scholar]
- Fontana, P.; Costa, C.; Di Prisco, G.; Ruzzier, E.; Annoscia, D.; Battisti, A.; Caoduro, G.; Carpana, C.; Contessi, A.; Dal Lago, A.; et al. Appeal for biodiversity protection of native honey bee subspecies of apis mellifera in Italy (San michele all’Adige declaration). Bull. Insectology 2018, 71, 257–271. [Google Scholar]
- Cosmina, M.; Gallenti, G.; Marangon, F.; Troiano, S. Reprint of “Attitudes towards honey among Italian consumers: A choice experiment approach”. Appetite 2016, 106, 110–116. [Google Scholar] [CrossRef] [PubMed]
- Sundbo, D.C. Local food: The social construction of a concept. Acta Agric. Scand. Sect. B Soil Plant Sci. 2013, 63, 66–77. [Google Scholar] [CrossRef]
- Qaim, M. Globalisation of agrifood systems and sustainable nutrition. Proc. Nutr. Soc. 2017, 76, 12–21. [Google Scholar] [CrossRef]
- Di Vita, G.; Pippinato, L.; Blanc, S.; Zanchini, R.; Mosso, A.; Brun, F. Understanding the Role of Purchasing Predictors in the Consumer’s Preferences for PDO Labelled Honey. J. Food Prod. Mark. 2021, 27, 42–56. [Google Scholar] [CrossRef]
- Kowalczuk, I.; Jeżewska-Zychowicz, M.; Trafiałek, J. Conditions of Honey Consumption in Selected Regions of Poland. Acta Sci. Pol. Technol. Aliment. 2017, 16, 101–112. [Google Scholar] [CrossRef] [Green Version]
- Oravecz, T.; Mucha, L.; Magda, R.; Totth, G.; Illés, C. Consumers’ Preferences for Locally Produced Honey in Hungary. Acta Univ. Agric. Silvic. Mendel. Brun. 2020, 68, 407–418. [Google Scholar] [CrossRef]
- Purnomo, D.; Bunyamin, A.; Gunawan, W.; Faizah, N.A.; Danuwidjaja, T.G.; Rohman, L.N.; Annisa, R. Motivation, purpose, and purchasing frequency of honey consumption in West Java. IOP Conf. Ser. Earth Environ. Sci. 2021, 948, 012070. [Google Scholar] [CrossRef]
- Selmi, S.; Irnad, I.; Sistanto, S. Segmentation of consumers of honey and identification of honey preference in Kota Bengkulu. Agritropica J. Agric. Sci. 2020, 3, 88–97. [Google Scholar] [CrossRef]
- Blanc, S.; Zanchini, R.; Di Vita, G.; Brun, F. The role of intrinsic and extrinsic characteristics of honey for Italian millennial consumers. Br. Food J. 2021, 123, 2183–2198. [Google Scholar] [CrossRef]
- Brščić, K.; Šugar, T.; Poljuha, D. An empirical examination of consumer preferences for honey in Croatia. Appl. Econ. 2017, 49, 5877–5889. [Google Scholar] [CrossRef]
- Nandi, R.; Bokelmanna, W.; Gowdru, N.; de Souza Dias, G.H. Consumer Preferences and Influencing Factors for Purchase Places of Organic Food Products: Empirical Evidence from South India. Indian J. Mark. 2014, 5, 5–17. [Google Scholar] [CrossRef]
- M- Api e miele—News e analisi—Tendenze—n.1/2020. Available online: https://www.ismeamercati.it/flex/cm/pages/ServeBLOB.php/L/IT/IDPagina/11223 (accessed on 18 October 2021).
- Comitato di Bioetica dell’Ateneo. 2014. Available online: https://www.unito.it/ricerca/strutture-e-organi-la-ricerca/comitato-di-bioetica-dellateneo (accessed on 6 October 2022).
- Massaglia, S.; Borra, D.; Peano, C.; Sottile, F.; Merlino, V.M. Consumer Preference Heterogeneity Evaluation in Fruit and Vegetable Purchasing Decisions Using the Best–Worst Approach. Foods 2019, 8, 266. [Google Scholar] [CrossRef] [Green Version]
- Goodman, S.; Lockshin, L.; Cohen, E. Best-Worst Scaling: A simple method to determine drinks and wine style preferences. In Proceedings of the 2nd International Wine Marketing Symposium, Sonoma, CA, USA, 8–9 July 2005. [Google Scholar]
- Merlino, V.M.; Borra, D.; Girgenti, V.; Dal Vecchio, A.; Massaglia, S. Beef meat preferences of consumers from Northwest Italy: Analysis of choice attributes. Meat Sci. 2018, 143, 119–128. [Google Scholar] [CrossRef]
- Madureira, H.; Nunes, F.; Oliveira, J.V.; Madureira, T. Preferences for Urban Green Space Characteristics: A Comparative Study in Three Portuguese Cities. Environments 2018, 5, 23. [Google Scholar] [CrossRef] [Green Version]
- Blanc, S.; Brun, F. Traditional Beekeeping in Rural Areas: Profitability Analysis and Feasibility of Pollination Service. Calitatea 2019, 19, 72–79. [Google Scholar]
- Li, Q.; Rezaei, J.; Tavasszy, L.; Wiegmans, B.; Guo, J.; Tang, Y.; Peng, Q. Customers’ preferences for freight service attributes of China Railway Express. Transp. Res. Part Policy Pract. 2020, 142, 225–236. [Google Scholar] [CrossRef]
- Linder, M.O.; Sidali, K.L.; Fischer, C.; Gauly, M.; Busch, G. Assessing Italians’ Preferences for Mountain Beef Production Using a Best–Worst Scaling Approach. Mt. Res. Dev. 2022, 42, R8–R15. [Google Scholar] [CrossRef]
- Boekel, L.C.; van Peek, S.T.; Luijkx, K.G. Diversity in Older Adults’ Use of the Internet: Identifying Subgroups Through Latent Class Analysis. J. Med. Internet Res. 2017, 19, e6853. [Google Scholar] [CrossRef]
- Kumar, K.P.S.; Bhowmik, D.; Chandira, M.R. Medicinal uses and health benefits of Honey: An Overview. J. Chem. Pharm. Res. 2010, 2, 385–395. [Google Scholar]
- Roman, A.; Popiela-Pleban, E.; Kozak, M.; Roman, K. Factors influencing consumer behavior relating to the purchase of honey part 2. Product quality and packaging. J. Apic. Sci. 2013, 57, 175–185. [Google Scholar] [CrossRef] [Green Version]
- Batt, P.J.; Liu, A. Consumer behaviour towards honey products in Western Australia. Br. Food J. 2012, 114, 285–297. [Google Scholar] [CrossRef] [Green Version]
- Pocol, C.B.; Bolboacă, S.D. Perceptions and trends related to the consumption of honey: A case study of North-West Romania. Int. J. Consum. Stud. 2013, 37, 642–649. [Google Scholar] [CrossRef]
- Wu, S.; Fooks, J.R.; Messer, K.D.; Delaney, D. Consumer demand for local honey. Appl. Econ. 2015, 47, 4377–4394. [Google Scholar] [CrossRef]
- Eldesouky, A.; Mesias, F.J.; Escribano, M. Consumer Assessment of Sustainability Traits in Meat Production. A Choice Experiment Study in Spain. Sustainability 2020, 12, 4093. [Google Scholar] [CrossRef]
- Pocol, C.B.; Šedík, P.; Horská, E. Honey Consumption Patterns of Young People in Romania. In International Scientific Days 2018: Towards Productive, Sustainable and Resilient Global Agriculture and Food Systems Proceedings; Wolters Kluwer ČR: Prague, Czech Republic, 2018; pp. 435–466. [Google Scholar] [CrossRef]
- Makatouni, A. What motivates consumers to buy organic food in the UK? Results from a qualitative study. Br. Food J. 2002, 104, 345–352. [Google Scholar] [CrossRef]
- Savelli, E.; Murmura, F.; Liberatore, L.; Casolani, N.; Bravi, L. Consumer attitude and behaviour towards food quality among the young ones: Empirical evidences from a survey. Total Qual. Manag. Bus Excell. 2019, 30, 169–183. [Google Scholar] [CrossRef]
Most Important (Best) | Attributes | Least Important (Worst) |
---|---|---|
- | Gastronomic pairing | - |
- | Link to the territory | - |
- | Certification (of process, origin) | - |
- | Organic | - |
Categories | Sub-Categories | Description | References |
---|---|---|---|
Health aspects | Strengthens immune defences | Naturally antibiotic, antibacterial and antiviral functions; it strengthens the immune defences. | [6,7,12] |
Functional for the body | It regulates kidney function; it enriches the intestinal flora and promotes skin elasticity. It has antiseptic properties and in general is good for the body. | ||
Nutritional characteristics | |||
Source of minerals | Contains mineral salts. | ||
Source of sugars | Source of simple sugars, such as glucose and fructose, and complex sugars. | ||
Origin | |||
Link with the territory | The territory where honey is produced thanks to local flora. The respect, protection and promotion of local sources are included in this attribute. | [10,19,29,32] | |
Gastronomic pairing | The combination of honey with other foods. Honey in the Italian gastronomic culture is associated with other traditional products of the land, i.e., cheeses and cured meats. As these are gastronomic combinations, the use of honey as a sweetener, e. g., in tea and herbal teas, is excluded from this codification. | ||
Quality | Quality and certifications | In this case, quality is meant as good quality, high quality, and excellent quality mainly referred to the product in a generic way. It also includes the presence of other certifications (excuses organic), bee industry awards, production certifications such as ISO 22000 and international certifications such as the International Food Standard (IFS). | [18,25,29,31] |
Organic | Organic production often represents an added value. If present, the organic certification logo or procedure is usually communicated on the website. | ||
Sustainability | Animal welfare | Referring to certification about welfare and safekeeping of bees to guarantee animal protection and respecting their ecosystem. | [11,17,33] |
Environmental sustainability | Safeguarding the environment and biodiversity. | ||
Sensorial characteristics | flavour | Taste. | [8,9,22] |
Aroma | Scent and aroma. |
Label | Times Selected (Best) | Times Selected (Worst) | Average Raw Score | Standard Deviation |
---|---|---|---|---|
Functional for the body | 556 | 106 | 1.865 | 1.619 |
Strengthens immune defences | 501 | 189 | 1.249 | 2.093 |
Flavour | 437 | 214 | 1.142 | 1.823 |
Environmental sustainability | 389 | 152 | 0.861 | 1.406 |
Links with the territory | 381 | 299 | 0.502 | 1.823 |
Organic | 306 | 227 | 0.292 | 1.789 |
Aroma | 297 | 309 | 0.002 | 1.659 |
Animal welfare | 237 | 230 | −0.066 | 1.627 |
Gastronomic pairing | 251 | 314 | −0.169 | 1.734 |
Source of minerals | 113 | 508 | −1.586 | 1.563 |
Certifications | 183 | 592 | −1.890 | 2.416 |
Source of sugars | 93 | 604 | −2.203 | 1.456 |
People Who Value Health in Honey | People Who are Sustainability-Sensitive | People Who Think Organic is Better | People Who are Quality-Sensitive | F | Sig. | |
---|---|---|---|---|---|---|
Segment Sizes | 25.8% | 23.9% | 29.9% | 20.4% | ||
Gastronomic pairing | 3.581 a | 12.514 c | 6.709 b | 5.189 a,b | 45.104 | *** |
Link with the territory | 4.467 a | 14.276 c | 9.148 b | 8.659 b | 31.146 | *** |
Certifications | 2.078 a | 1.673 a | 1.126 a | 15.797 b | 199.008 | *** |
Organic | 6.267 a | 9.750 b | 10.441 b | 5.819 a | 12.048 | *** |
Aroma | 11.695 c | 6.202 b | 2.668 a | 12.542 d | 115.661 | *** |
Flavour | 18.281 c | 10.836 b | 4.261 a | 16.980 c | 149.519 | *** |
Source of sugars | 2.184 a,b | 1.542 a | 2.595 b | 3.296 b | 5.284 | *** |
Source of minerals | 3.237 b | 1.634 a | 5.180 c | 2.785 a | 22.053 | *** |
Environmental sustainability | 6.127 a | 16.816 c | 11.908 b | 7.655 a | 104.701 | *** |
Animal welfare | 3.8669 a | 13.831 c | 6.822 b | 4.727 a | 63.767 | *** |
Strengthens immune defences | 17.617 c | 3.819 a | 19.083 c | 7.475 b | 217.209 | *** |
Functional for the body | 20.594 c | 7.100 a | 20.053 c | 9.069 b | 250.469 | *** |
People Who Value Health in Honey | People Who are Sustainability-Sensitive | People Who Think Organic is Better | People Who are Quality-Sensitive | Total | χ2 | p-Value | |
---|---|---|---|---|---|---|---|
Segment Sizes | 25.8% | 23.9% | 29.9% | 20.4% | |||
Female | 58% | 58% | 61% | 46% | 57% | 6.191 | 0.103 |
Male | 42% | 42% | 38% | 54% | 43% | ||
18–29 | 30% | 47% | 12% | 39% | 30% | 48.632 | *** |
30–44 | 19% | 16% | 25% | 31% | 22% | ||
45–59 | 35% | 28% | 39% | 19% | 32% | ||
60 & over | 16% | 9% | 25% | 11% | 16% | ||
Primary School | 1% | 0% | 0% | 0% | 0% | 23.760 | ** |
Middle School | 8% | 6% | 15% | 9% | 10% | ||
High School | 43% | 36% | 45% | 41% | 41% | ||
Graduate | 42% | 42% | 36% | 47% | 41% | ||
Master | 6% | 16% | 4% | 3% | 7% | ||
Employed | 64% | 56% | 51% | 60% | 57% | 29.434 | ** |
Self-employed | 9% | 11% | 17% | 12% | 13% | ||
Homemaker | 2% | 3% | 8% | 0% | 4% | ||
Unemployed | 5% | 5% | 2% | 4% | 4% | ||
Student | 9% | 19% | 7% | 16% | 12% | ||
Retired | 10% | 5% | 15% | 7% | 10% | ||
1 member | 14% | 13% | 8% | 11% | 11% | 10.810 | 0.545 |
2 members | 24% | 24% | 36% | 30% | 29% | ||
3 members | 27% | 26% | 25% | 19% | 25% | ||
4 members | 25% | 26% | 25% | 30% | 26% | ||
5 or more members | 10% | 11% | 7% | 10% | 9% | ||
Less than 1.000 EUR | 4% | 4% | 2% | 3% | 3% | 17.393 | 0.296 |
1.000–2.000 EUR | 22% | 24% | 28% | 16% | 23% | ||
2.000–4.000 EUR | 33% | 31% | 33% | 49% | 36% | ||
4.000–6.000 EUR | 17% | 10% | 14% | 7% | 12% | ||
More than 6.000 EUR | 6% | 14% | 4% | 7% | 8% | ||
No answer | 4% | 4% | 6% | 4% | 18% |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 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 (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Sparacino, A.; Merlino, V.M.; Blanc, S.; Borra, D.; Massaglia, S. A Choice Experiment Model for Honey Attributes: Italian Consumer Preferences and Socio-Demographic Profiles. Nutrients 2022, 14, 4797. https://doi.org/10.3390/nu14224797
Sparacino A, Merlino VM, Blanc S, Borra D, Massaglia S. A Choice Experiment Model for Honey Attributes: Italian Consumer Preferences and Socio-Demographic Profiles. Nutrients. 2022; 14(22):4797. https://doi.org/10.3390/nu14224797
Chicago/Turabian StyleSparacino, Antonina, Valentina Maria Merlino, Simone Blanc, Danielle Borra, and Stefano Massaglia. 2022. "A Choice Experiment Model for Honey Attributes: Italian Consumer Preferences and Socio-Demographic Profiles" Nutrients 14, no. 22: 4797. https://doi.org/10.3390/nu14224797
APA StyleSparacino, A., Merlino, V. M., Blanc, S., Borra, D., & Massaglia, S. (2022). A Choice Experiment Model for Honey Attributes: Italian Consumer Preferences and Socio-Demographic Profiles. Nutrients, 14(22), 4797. https://doi.org/10.3390/nu14224797