| Literature DB >> 28208811 |
Francesc Jurado1,2, Azucena Gracia3,4.
Abstract
The presence in the market of food products with nutritional claims is increasing. The objective of this paper is to assess consumers' valuation of some nutritional claims ('high in fiber' and 'reduced saturated fat') in a European country and to test for differences among consumers. An artefactual non-hypothetical experiment was carried out in a realistic setting (mock/real brick-and-mortar supermarket) with a sample of 121 Spanish consumers stratified by gender, age, and body mass index. A latent class model was specified and estimated with the data from the experiment. Results indicate that consumers positively valued both nutritional claims, but the valuation was heterogeneous, and three consumer segments were detected. Two of them positively valued both nutritional claims (named 'nutritional claim seekers'), while the third segment's valuation was negative (named 'nutritional claim avoiders'). This last segment is characterized by being younger males with university studies who give the least importance to health, natural ingredients, and the calorie/sugar/fat content when shopping. They pay less attention to nutritional information, and they stated that they use this information to a lesser extent. These consumers showed the least interest in healthy eating, and they reported that they do not have health problems related to their diet.Entities:
Keywords: choice experiment; heterogeneous preferences; nutritional claims
Mesh:
Year: 2017 PMID: 28208811 PMCID: PMC5331563 DOI: 10.3390/nu9020132
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Figure A1Smart Point of Sale for experimental settings.
Breakfast biscuits attributes and levels.
| Attributes | Levels |
|---|---|
| Price (Euro/liter) | 0.5 €/box, 1.5 €/box, 2.5 €/box and 3.5 €/box |
| Fiber claim | None ‘High in Fiber’ |
| Fat claim | None ‘Reduced Saturated Fat’ |
Population by sex and age in Spain and in the town (%).
| Sex | Age | |||||||
|---|---|---|---|---|---|---|---|---|
| Total | Female | Male | 18–34 | 35–44 | 45–54 | 55–64 | More than 64 | |
| Spain | 46,624,382 | 50.90 | 49.10 | 24.12 | 20.62 | 18.56 | 14.32 | 22.38 |
| Town | 956,006 | 50.90 | 49.10 | 22.34 | 20.13 | 18.29 | 14.68 | 24.56 |
Source: Spanish Census of Population, 2015. Instituto Nacional de Estadística (www.ine.es), Spain.
Sociodemographic and economics characteristics and Body Mass Index.
| Sample | Population | Segment 1 | Segment 2 | Segment 3 | |
|---|---|---|---|---|---|
| Female (%) * (0.22 (0.641)) 1 | 52.07 | 50.90 2 | 63.04 | 48.94 | 39.29 |
| Age (average) ** | 46.98 | 42.68 2 | 50.00 a | 48.11 a | 40.14 b |
| Age (%) (21.31 (0.167)) 1 | |||||
| 18–34 *** | 24.79 | 24.12 2 | 15.22 a | 17.02 a | 53.57 b |
| 35–44 | 19.01 | 20.62 2 | 23.91 | 19.15 | 10.71 |
| 45–54 | 25.62 | 18.56 2 | 21.74 | 31.91 | 21.43 |
| 55–64 ** | 10.74 | 14.32 2 | 17.39 | 10.64 | 0.00 |
| ≥65 | 19.83 | 22.38 2 | 21.74 | 21.28 | 14.29 |
| Education level (%) (18.06 (0.001)) 1 | |||||
| Primary | 17.36 | 17.00 3 | 15.22 | 17.02 | 21.43 |
| Secondary | 35.54 | 50.00 3 | 39.13 | 38.30 | 25.00 |
| Higher | 47.11 | 33.00 3 | 45.65 | 44.68 | 53.57 |
| Income level (%) 4 | |||||
| ≤1500 €/month * | 42.71 | N/A | 47.83 | 25.53 | 35.71 |
| 1501–2500 €/month | 33.01 | N/A | 23.91 | 31.91 | 28.57 |
| >2500 €/month | 24.28 | N/A | 17.39 | 25.53 | 17.86 |
| Body mass index (%) (2.89 (0.577)) 1 | |||||
| Obese and over weight | 52.07 | 60.90 5 | 58.07 | 53.19 | 39.29 |
| Normal weight | 46.28 | 37.80 5 | 39.13 | 44.68 | 60.71 |
| Under weight | 1.65 | 1.20 5 | 2.17 | 2.13 | 0.00 |
Note: ***, **, * denotes statistical significance at 1%, 5%, and 10%, respectively. a,b Superscript letters indicate that group means are different for continuous variables using the Bonferroni Test and that the percentages are different for discrete variables using χ2-square Test. 1 The χ2-square (p-value) Test between the sample and the population; 2 INE—Padrón continuo (1 January 2015); 3 Education at a glance: Organisation for Economic Co-operation and Development (OCDE) Indicators, OCDE (2014); 4 The 14.88% of the participants don’t know or prefer not to say; 5 Aranceta-Bartrina et al., 2016 [37].
Statistics to determine the optimal number of consumer segments.
| Number of Segments | Number of Parameters (p) | Log Likelihood at Convergence (LL) | AIC a | AIC3 b | BIC c | |
|---|---|---|---|---|---|---|
| 2 | 8 | −434.69 | 885.37 | 893.37 | 446.30 | 0.05 |
| 3 | 12 | −404.53 | 833.06 | 845.06 | 421.95 | 0.10 |
| 4 | 16 | −395.36 | 822.72 | 838.72 | 418.59 | 0.11 |
Note: Log likelihood evaluated at zero is −464.20. a AIC (Akaike Information Criterion) is calculated using −2(LL − p); b AIC3 (Bozdogan Akaike Information Criterion) is calculated using (−2LL + 3p); c BIC (Bayesian Information Criterion) is calculated using (−LL + (p/2)xln(N)); d is calculated using [1 − AIC/2LL(0)].
Parameter values for biscuits latent class choice model.
| Latent Classes | ||||||||
|---|---|---|---|---|---|---|---|---|
| Variables | One-Segment Model | Segment 1 | Segment 2 | Segment 3 | ||||
| Coef. | Coef. | Coef. | Coef. | |||||
| α | −0.28 ** | −1.99 | 1.406 *** | 3.11 | −2.282 *** | −3.80 | −1.302 *** | −2.93 |
| PRICE | −0.539 *** | −9.18 | −1.752 *** | −4.56 | −0.353 *** | −415 | −0.674 *** | −3.44 |
| FIBER | 0.647 *** | 4.91 | 2.647 *** | 3.52 | 0.807 *** | 3.48 | −1.294 *** | −2.74 |
| FAT | 0.632 *** | 4.71 | 3.206 *** | 5.04 | 0.647 *** | 2.60 | −1.440 *** | −2.79 |
| Segment Size a | 36.0 *** | 6.40 | 38.2 *** | 6.67 | 25.8 *** | 5.30 | ||
| WTPs | Coef. | Coef. | Coef. | |||||
| FIBER | 1.20 | 1.510 *** | 5.24 | 2.285 *** | 3.64 | −1.921 *** | −2.03 | |
| FAT | 1.17 | 1.829 *** | 5.16 | 1.832 *** | 3.16 | −2.138 *** | −2.15 | |
Note: ***, ** denotes statistical significance at 1% and 5%, respectively. a Estimated latent class probabilities (%).
Food purchase, knowledge and use of nutritional information.
| Sample | Segment 1 | Segment 2 | Segment 3 | |
|---|---|---|---|---|
| Food purchase | ||||
| Who is doing the groceries in your household? Always me (%) * | 37.19 | 47.83 | 36.17 | 21.43 |
| Importance attached when buying food to these aspects (average) | ||||
| Convenience | 4.64 | 4.72 | 4.80 | 4.25 |
| Price ** | 5.36 | 5.67 a | 5.11 b | 5.29 b |
| Health ** | 5.63 | 5.74 a | 5.81 a | 5.14 b |
| Taste | 5.79 | 5.85 | 5.74 | 5.75 |
| Familiarity | 4.83 | 4.72 | 5.02 | 4.71 |
| Natural ingredients *** | 5.29 | 5.37 a | 5.62 a | 4.61 b |
| Calorie/sugar/fat content *** | 5.20 | 5.46 a | 5.66 a | 4.00 b |
| Consumption Frequency (once a day or more) (%) | ||||
| Breakfast cereals | 17.36 | 23.92 | 17.03 | 10.71 |
| Breakfast biscuits * | 29.76 | 26.09 a | 44.68 b | 25.00 a |
| Objective nutritional knowledge (% right answers) | ||||
| Calcium | 86.26 | 82.61 | 91.49 | 96.43 |
| Salt | 95.87 | 97.83 | 91.49 | 100.0 |
| Fiber | 95.87 | 95.65 | 97.87 | 92.86 |
| Saturated fats * | 87.60 | 80.43 a | 95.74 b | 85.71 c |
| Sugar | 72.73 | 73.91 | 74.47 | 67.86 |
| Calories | 61.98 | 60.87 | 63.83 | 60.71 |
| Fats | 66.94 | 67.39 | 59.57 | 78.57 |
| Use of nutritional information (%) | ||||
| I usually pay attention to nutrition information when I see it in an ad or elsewhere *** | 4.88 | 4.96 a | 5.51 b | 3.68 c |
| I use nutrition information on the label when making most of my food selections ** | 4.85 | 4.96 a | 5.19 a | 4.11 b |
| I do not spend much time in the supermarket reading nutrition information * | 3.62 | 3.28 a | 3.57 a | 4.25 b |
| I read about nutrition in magazines and books *** | 4.03 | 4.43 a | 4.43 a | 2.71 b |
Note: ***, **, * denotes statistical significance at 1%, 5%, and 10%, respectively. a–c Superscript letters indicate that group means are different for continuous variables using Bonferroni Test and that the percentages are different for discrete variables using χ2-square Test.
Interest in healthy eating and self-reported health problems.
| Sample | Segment 1 | Segment 2 | Segment 3 | |
|---|---|---|---|---|
| Interest in healthy eating (average) | ||||
| The healthiness of food has little impact on my food choices | 2.86 | 2.85 | 2.66 | 3.21 |
| I am very particular about the healthiness of food I eat *** | 4.86 | 5.13 a | 5.21 a | 3.82 b |
| I eat what I like and I do not worry much about the healthiness of food | 3.21 | 3.15 | 2.98 | 3.71 |
| It is important for me that my diet is low in fat ** | 4.74 | 4.96 a | 5.00 a | 3.96 b |
| I always follow a healthy and balanced diet *** | 4.70 | 4.74 a | 5.13 a | 3.93 b |
| It is important for me that my daily diet contains a lot of vitamins and minerals ** | 5.02 | 5.24 a | 5.15 a | 4.43 b |
| The healthiness of snacks makes no difference to me *** | 2.82 | 2.61 a | 2.45 a | 3.79 b |
| I do not avoid foods, even if they may raise my cholesterol * | 2.92 | 2.76 a | 2.68 a | 3.57 b |
| Self-reported health problems (%) | ||||
| Overweight or obesity | 28.93 | 30.43 | 29.79 | 25.00 |
| Cardiovascular diseases (heart, …) | 1.65 | 2.17 | 2.13 | 0.00 |
| Hypertension (high blood pressure) | 8.26 | 6.52 | 10.64 | 7.14 |
| High levels of blood cholesterol | 11.57 | 10.87 | 14.89 | 7.14 |
| Diabetes | 0.83 | 2.17 | 0.00 | 0.00 |
| Osteoporosis or other bone problems * | 15.70 | 23.91 | 12.77 | 7.14 |
| None of the above * | 58.68 | 56.52 | 51.06 | 75.00 |
Note: ***, **, * denotes statistical significance at 1%, 5%, and 10%, respectively. a,b Superscript letters indicate that group means are different for continuous variables using Bonferroni Test and that the percentage are different for discrete variables using χ2-square Test.