Constraining the obesity epidemic by
understanding the role of healthy shopping
dynamics
Sanne Schreurs
Master Thesis MSc. Marketing Management & Marketing Intelligence
First Supervisor: Prof. Dr. ir. K. van Ittersum
Introduction (1)
Globally, the number of obese individuals has increased from
921 million in 1980 to 2.1 billion in 2013
Being obese is an important risk factor and has a huge
impact on health care costs
Researchers expect the rates to even increase by 130% over
the next two decades
Given that over half of all food purchases are occuring in
Introduction (2)
Current research has focused on the healthiness of
single-product purchases
Results of a pilot study suggest the existence of healthy
shopping dynamics
Current research is insufficient and even
counterproductive in curbing the obesity epidemic
Research Questions
1. What are the drivers of the healthiness of the next
product purchase?
2. What are the drivers of the healthiness of the end of
trip basket?
Relevance
Healthy shopping dynamics may be one of the keys in
constraining the obesity epidemic
Investigates the presence and influence of healthy shopping
dynamics in real-life
Takes the whole grocery shopping process into account
Data
Data resides from Retailer Plus
Basket-level data, captured by hand-held scanners from
customers
Final dataset contained 5400 shopping trips covering week
1/6 of 2016 in three different Plus stores
Special events
• Week 1: customers are expected to have strong health
intentions
Methodology
Model 1: Healthiness next product purchase
• Dataset containing 5400 shopping trips
• Random effects panel regression
• Panel ID: Unique ID for each customer
• Time variable: Purchase number
Model 2: Healthiness end of trip basket
Results
Pre-liminary plots
-10 -5 0 5 10 15 20 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 M e an h e al th in e ssResults model 1
Results model 2
Discussion & implications
Existence of Healthy Shopping dynamics
• Negative effect Nth purchase: losing self-control
• Negative effect sum healthiness: license to indulge
• Positive effect sum unhealthiness: guilt
Both effects are moderated by Nthpurchase
Other drivers of healthy shopping dynamics
• Negative effect of green health labels: ‘perceptions of healthy
category’?
Effect is moderated by Nthpurchase
Discussion & implications
Major shopping trips show healthier end of trip baskets
compared to smaller shopping trips
• Weekly family groceries – paying more attention to
healthiness?
Control variables
• Pre-liminary evidence of a positive effect of the health
intervention by Plus
Limitations & further research
‘Relative healthiness’ solely based on amount of calories
per 100 gram
Reasonably low adjusted R squares (16,47% and 2,2%)
No personal shopper information available
Results indicate a negative effect of green health labels
References
•An, R. (2014). Effectiveness of subsidies in promoting healthy food purchases and consumption: a review of field experiments–CORRIGENDUM. Public health nutrition, 17, 1905-1905
•Andreyeva, T., Long, M. W. & Brownell, K. D. (2010). The impact of food prices on consumption: a systematic review of research on the price elasticity of demand for food. American Journal of Public Health, 100, 216-222
•Chen, F. & Sengupta, J. (2014). Forced to Be Bad: The Positive Impact of Low-Autonomy Vice Consumption on Consumer Vitality. Journal of Consumer Research, 41, 1089-1107
•Desai, K. K. & Ratneshwar, S. (2003). Consumer perceptions of product variants positioned on atypical attributes. Journal of the Academy of Marketing Science, 31, 22-35
•Hruby, A., Manson, J. E., Qi, L., Malik, V. S., Rimm, E. B., Sun, Q., Willett, W. C. & Hu, F. B. (2016). Determinants and Consequences of Obesity. American Journal of Public Health, 106, 1656-1662
•Ng, M., Fleming, T., Robinson, M., Thomson, B., Graetz, N., Margono, C., Mullany, E. C., Biryukov, S., Abbafati, C. & Abera, S. F. (2014). Global, regional, and national prevalence of overweight and obesity in children and adults during 1980–2013: a systematic analysis for the Global Burden of Disease Study 2013. The Lancet, 384, 766-781
•Ordabayeva, N. & Chandon, P. (2013). Predicting and managing consumers' package size impressions. Journal of Marketing, 77, 123-137 •Tomer, J. (2011). What Causes Obesity? And Why Has It Grown So Much?. Challenge (05775132), 54, 22-49
•Van Ittersum, K. (2016). Healthy shopping dynamics: a nonlinear dynamic modelling approach to understanding and improving the healthiness of shopping baskets, forthcoming
•Vohs, K. D., Baumeister, R. F. & Ciarocco, N. J. (2005). Self-regulation and self-presentation: regulatory resource depletion impairs impression management and effortful self-presentation depletes regulatory resources. Journal of personality and social psychology, 88, 632
•Wansink, B. (1996). Can package size accelerate usage volume?. The Journal of Marketing, 1-14
•Waterlander, W. E., Steenhuis, I. H., de Boer, M. R., Schuit, A. J. & Seidell, J. C. (2012). Introducing taxes, subsidies or both: the effects of various food pricing strategies in a web-based supermarket randomized trial. Preventive medicine, 54, 323-330