The impact of food marketing on purchase and the moderating role of motivational quality and socio-economic status
Bibliographic record
Abstract
The food environment has received extensive interest from researchers and policy makers, as most blame the high availability of affordable sweet/fat food and the omnipresence of food cues for the current obesity pandemic. Although many criticized the adverse impact of marketing, only a few studies actually provided rigorous theoretical and empirical evidence of its impact, or explored the underlying mechanisms. This thesis elaborates on the theory of food as a motivated choice and on individual differences in responsiveness to the environment. We conduct a thorough review of the literature and propose a comprehensive list of hypotheses regarding the impact of food marketing on purchase behaviour under a Compounded Double Jeopardy framework. We further test the proposed hypotheses empirically using a combination of secondary data. First, we hypothesize that low motivational quality foods (low sugar/fat food; LMQF) are at a double disadvantage compared to high motivational quality foods (high sugar/fat food; HMQF). We hypothesize that LMQF are subject to fewer marketing activities and that the behavioural response to marketing activities directed at LMQF is also lower. Second, we theorize that regions of low Socio-Economic Status (SES), compared to regions with high SES, are exposed to more marketing activities of HMQF and are more susceptible to these marketing activities. We used commercial weekly retail and advertising data from the top grocery chains in the Quebec region for 13 food categories during a three-year period to test our hypotheses empirically. The total number of observations is 89,232 (13 categories x 44 stores x 156 weeks). We derived marketing indicators to measure the 4Ps of marketing, including availability (package size, variety and outlets), affordability (price and price promotion), and promotion (advertising, display, and feature). We further combined two additional secondary datasets. First, we used the Canadian Nutrition File to classify foods into LMQF and HMQF. Second, we used Census Track data to obtain our demographic and SES variables. Our results provide direct empirical evidence supporting our hypotheses within the Compounded Double Jeopardy framework. We found that exposure and susceptibility to marketing activities are strongly influenced by motivational quality and SES. LMQF seem to be at a great disadvantage compared to HMQF, as they are available in less variety and are priced higher. Furthermore, our results indicated that the sales of LMQF are less susceptible to all the marketing indicators (availability, promotion, and affordability) except availability – package size. The high prices and lack of availability of LMQF, coupled with their weaker ability to encourage sales through most marketing activities, can be a major cause hindering consumers' ability to engage in healthy eating. A similar pattern also manifests when we look at SES. We found that prices of LMQF are highest for consumers living in low SES regions. At the same time, promotional activities and advertising of HMQF seem to be more prominent than those of LMQF for consumers from low SES regions. Furthermore, we found that low SES consumers, compared to high SES consumers, are more sensitive to these HMQF activities in both the short term and long term. All these disadvantages make it very difficult for consumers from low SES to engage in purchase of LMQF in place of HMQF.In conclusion, we empirically prove that marketing activities are important factors determining food purchase behaviour. Our results shed light on the double disadvantages of LMQF that hinder their purchase and subsequent consumption. We also indicated obstacles that consumers from low SES regions have to overcome to pursue healthier food intake. We further suggest ways by which policy makers and marketers could benefit from our findings and develop strategies for more favourable food environment, especially for vulnerable consumer groups.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".