| Literature DB >> 31547369 |
Johann Steinhauser1, Meike Janssen2,3, Ulrich Hamm4.
Abstract
Nutrition and health claims are seen as a way of promoting healthy aspects of food. However, the results of previous studies have been contradictory regarding the effect of these claims on purchase. This study aims to achieve a better understanding of how the consumer characteristics 'nutrition knowledge' and 'health motivation' influence the purchase of products with nutrition and health claims and what role gaze behavior plays. We included gaze behavior in our analysis, as visual attention on the claims is a precondition to its influence on the purchase decision. In a close-to-realistic shopping situation, consumers could choose from three-dimensional orange juice packages labeled with nutrition, health, and taste claims. In total, the sample consisted of 156 consumers. The data were analyzed with a structural equation model (SEM), linking the purchase decision for products with claims to gaze data recorded with a mobile eye tracker and consumer and product-related variables collected via the questionnaire. Results showed that the variables in the SEM explained 31% (8%) of the variance observed in the purchase of products with a nutrition (health) claim. The longer a consumer looked at a specific claim, the more likely the consumer would purchase the respective product. The lower the price and the higher the perceived healthiness and tastiness of the product further heightened its likelihood of being purchased. Interestingly, consumers with higher nutrition knowledge and/or higher health motivation looked longer at the nutrition and health claims; however, these consumer characteristics did not show an effect on the purchase decision. Implications for policy makers and marketers are given.Entities:
Keywords: consumer behavior; eye tracking; health claims; nutrition knowledge; purchase decision; visual attention
Mesh:
Year: 2019 PMID: 31547369 PMCID: PMC6769812 DOI: 10.3390/nu11092199
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Figure 1Conceptual model of the study.
Nutrition and health claims used in the study.
| Orange Juice | |
|---|---|
| Nutrition claim | Rich in vitamin C |
| Health claim | Vitamin C contributes to the normal function of the immune system |
Overview of the constructs and their indicators in the model.
| Construct | Indicator |
|---|---|
| Nutrition knowledge | Indicator 1: Knowledge about the calorie content of various foods. Measured with three questions, resulting in a metric indicator ranging from 1 to 3. |
| Health motivation | Each of the five indicators were measured on a 7-point Likert scale with 1 = strongly disagree, 7 = strongly agree. |
| Gaze on claim | Indicator 1: ‘Dwell time’ on specific claim, measured in seconds. |
| Perceived healthiness of product | The two indicators were measured separately for each of the three products tested in the purchase simulation |
| Perceived tastiness of product | The indicator was measured separately for each of the three products tested in the purchase simulation |
| Price for product | The indicator is a metric variable ranging from €1.09 to €.1.49 |
| Brand 1 for product | The indicator is a dichotomous variable, representing the purchase of brand 1 vs. the two other brands. |
| Brand 2 for product | The indicator is a dichotomous variable, representing the purchase of brand 2 vs. the two other brands. |
| Purchase product | The indicator is a dichotomous variable, representing the purchase of a product with the specific claim vs. the purchase of a product with the two other respective claims. |
Socio-demographic characteristics of the sample.
| Characteristic | Description | Sample | Population City * |
|---|---|---|---|
| Age | Average | 41.2 | 42.6 |
| 18–44 | 53.9% | 48.8% | |
| 45–64 | 34.2% | 33.8% | |
| >65 | 11.9% | 17.4% | |
| Sex | Female | 49.4% | 51.0% |
| Male | 50.6% | 49.0% | |
| Households | Average number of household members | 1.9 | 1.9 |
| One-person households | 48.7% | 51.9% | |
| Households with children | 25.6% | 17.2% | |
| Households with three or more children | 3.2% | 12.5% | |
| Household income | Average monthly disposable household income | 1796.8 € | 1821.5 € |
* Source: Kassel—Department of Statistics [105].
Figure 2The structural equation model, including its path coefficients and their significance. Significance p < 0.001 = ***; p < 0.01 = **; p < 0.05 = *; p < 0.1 = (*).
Model fit and quality indices.
| Index | Value | Criteria |
|---|---|---|
| Average path coefficient (APC) | 0.137 ( | |
| Average R-squared (ARS) | 0.142 ( | |
| Average adjusted R-squared (AARS) | 0.114 ( | |
| Average block variance inflation factor (AVIF) | 1.303 | Values lower than 3.3 are recommended [ |
| Average full collinearity variance inflation factor (AFVIF) | 2.281 | |
| Tenenhaus GoF (GoF) – measure of the model’s explanatory power | 0.359 | small ≥0.1, medium ≥0.25, |
| Sympson’s paradox ratio (SPR) | 0.850 | Values higher than 0.7 are recommended [ |
| R-squared contribution ratio (RSCR) | 0.988 | Values higher than 0.9 are recommended [ |
| Statistical suppression ratio (SSR) | 0.750 | Values higher than 0.7 are recommended [ |
| Nonlinear bivariate causality direction ratio (NLBCDR) | 0.975 | Values higher than 0.7 are recommended [ |
Correlations, composite reliabilities, Cronbach α, and average variances extracted—nutrition claim.
| Variable | CR | Cr α | 1 | 2 | 3a | 4a | 5a | 6a | 7a | 8a | 9a |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Nutrition knowledge | 0.729 | 0.712 | (0.691) | ||||||||
| 2. Health motivation | 0.902 | 0.860 | 0.058 | (0.808) | |||||||
| 3a. Gaze on claim—NC | 0.995 | 0.993 | 0.145 (*) | 0.236 ** | (0.99) | ||||||
| 4a. Healthiness—NC | 0.724 | 0.619 | −0.182 * | −0.212 ** | −0.243 ** | (0.851) | |||||
| 5a. Tastiness—NC | 1 | 1 | −0.052 | −0.126 | −0.243 ** | 0.64 | (1) | ||||
| 6a. Price—NC | 1 | 1 | 0.114 | −0.124 | −0.083 | 0.087 | 0.035 | (1) | |||
| 7a. Brand 1—NC | 1 | 1 | 0.043 | −0.01 | −0.199 * | 0.109 | 0.152 (*) | 0.052 | (1) | ||
| 8a. Brand 2—NC | 1 | 1 | −0.061 | −0.064 | 0.069 | −0.024 | −0.024 | 0.003 | −0.522 | (1) | |
| 9a. Purchase—NC | 1 | 1 | −0.042 | 0.061 | 0.188 * | 0.244 ** | 0.238 ** | −0.39 | −0.02 | 0.078 | (1) |
Significance p < 0.01 = **; p < 0.05 = *; p < 0.1= (*); Square roots of average variances extracted (AVE) are shown on diagonal. NC = Nutrition claim.
Correlations, composite reliabilities, Cronbach α, and average variances extracted—health claim.
| Variable | CR | Cr α | 1 | 2 | 3b | 4b | 5b | 6b | 7b | 8b | 9b |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Nutrition knowledge | 0.729 | 0.712 | (0.691) | ||||||||
| 2. Health motivation | 0.902 | 0.860 | 0.058 | (0.808) | |||||||
| 3b. Gaze on claim—HC | 0.993 | 0.990 | 0.163 * | 0.146 (*) | (0.986) | ||||||
| 4b. Healthiness—HC | 0.754 | 0.675 | −0.101 | −0.205 * | −0.116 | (0.869) | |||||
| 5b. Tastiness—HC | 1 | 1 | −0.035 | −0.114 | −0.054 | 0.658 | (1) | ||||
| 6b. Price—HC | 1 | 1 | −0.042 | 0.087 | −0.048 | −0.059 | 0.034 | (1) | |||
| 7b. Brand 1—HC | 1 | 1 | −0.031 | 0.012 | −0.065 | 0.158 * | 0.193 * | 0.017 | (1) | ||
| 8b. Brand 2—HC | 1 | 1 | 0.146 (*) | 0.02 | 0.235 ** | 0.083 | 0.042 | −0.001 | −0.529 | (1) | |
| 9b. Purchase—HC | 1 | 1 | 0.065 | −0.035 | 0.124 | 0.052 | 0.147 (*) | −0.191 * | 0.021 | 0.034 | (1) |
Significance p < 0.01 = **; p < 0.05 = *; p < 0.1= (*); Square roots of average variances extracted (AVE) are shown on diagonal. HC = Health claim.
Path coefficients and their effect sizes—nutrition claim.
| Gaze on Nutrition Claim | Purchase Decision for Product with Nutrition Claim | |
|---|---|---|
| 1. Nutrition knowledge | 0.240 (0.063) *** | 0.023 (0.001) |
| 2. Health motivation | 0.209 (0.049) ** | 0.031 (0.002) |
| 3a. Gaze on claim—NC | 0.245 (0.046) *** | |
| 4a. Healthiness—NC | 0.248 (0.060) *** | |
| 5a. Tastiness—NC | 0.152 (0.036) * | |
| 6a. Price—NC | –0.398 (0.155) *** | |
| 7a. Brand 1—NC | 0.051 (0.001) | |
| 8a. Brand 2—NC | 0.102 (0.008) |
Significance p < 0.001 = ***; p < 0.01 = **; p < 0.05 = *; Effect sizes are shown in brackets.
Total effects and their effect sizes—nutrition and health claim.
| Purchase Decision for Product with Nutrition Claim | Purchase Decision for Product with Health Claim | |
|---|---|---|
| 1. Nutrition knowledge | 0.082 (0.003) n.s. | 0.058 (0.004) n.s. |
| 2. Health motivation | 0.082 (0.005) n.s. | −0.012 (0.001) n.s. |
n.s. = not significant; Effect sizes are shown in brackets.
Path coefficients and their effect sizes—health claim.
| Gaze on Health Claim | Purchase Decision for Product with Health Claim | |
|---|---|---|
| 1. Nutrition knowledge | 0.174 (0.034) * | 0.038 (0.002) |
| 2. Health motivation | 0.172 (0.033) * | −0.032 (0.001) |
| 3b. Gaze on claim—HC | 0.114 (0.014) (*) | |
| 4b. Healthiness—HC | −0.094 (0.005) | |
| 5b. Tastiness—HC | 0.218 (0.032) ** | |
| 6b. Price—HC | −0.194 (0.037) ** | |
| 7b. Brand 1—HC | 0.009 (0.001) | |
| 8b. Brand 2—HC | 0.005 (0.001) |
Significance p < 0.01 = **; p < 0.05 = *; p < 0.1= (*); Effect sizes are shown in brackets.