domingo, 29 de octubre de 2017

Thoughts on spillovers

A property owner wants to move the residents in his building in the green direction. After reading a note in the newspaper about how getting information of neighbour’s electricity bill can cause a reduction in household energy consumption, he decided to start a campaign to reduce water consumption in his building. After a couple of months, the overall water consumption of the building experienced a significant reduction, but with no clear explanation, electricity utilization grew implying a less efficient use of electricity.

The hypothetical situation is based in a study published in 2013 in which evidence consistent with the moral licensing effect was found in relation to environment-friendly campaigns. (Tiefenbeck, Staake, Roth, & Sachs, 2013) As those in Tiefenbeck et al study, residents of this hypothetical building entered in self-indulgent behaviours, rewarding themselves with careless attitudes once they saw themselves making an effort to act properly in a completely different behaviour. Although the intended effect was achieved, it fired a different behaviour in the opposite direction.

In this essay, I will discuss the importance of spillovers in relation to behavioural interventions that affect the original purpose. For the analysis, I will use a concrete example: the charge placed on carrier bags picked at store. The purpose of that policy is to “nudge” shoppers to adopt re-usable bags reducing environmental damage.
In the following paragraphs, I will first characterize a behavioural spillover and discuss briefly why they happen. Then I will review the type of spillovers identified with examples related to the case of the carrier bag charge. I will bring evidence of one of such programs in Wales, and discuss other examples. Finally, I will discuss the ways in which spillovers may back-fire or promote other behaviours in relation to the intended original behaviour.

As Dolan and Galizzi define, a spillover requires the existence of two different behaviours that occur one after the other, and have some kind of relation by means of some “underlying motive”. (Dolan & Galizzi, 2015) Different environment conditions may cause the emergence of such patterns, and across the literature some of them have been carefully characterized.
But prior to advance into that, it is important to understand that spillovers are at the very basis of human behaviour. The way we act must be seen as a continuous flow of actions in which one situation concatenates with the other. In such stream, no single behaviour should be regarded in solitude, or as Dolan and Galizzi put it: “no behaviour sits in a vacuum”. Daniel Kahneman found the study of that interaction “one of the most exciting pursuits in psychological research” (Kahneman, 2011).

Spillovers have been characterized both by economics and psychology using different terms. Categories as “assimilation” and “compensatory” behaviour, or “positive” and “negative externalities”, refer to those unexpected effects that may come after an original situation. Dolan and Galizzi (2015) provide a characterization of such phenomena in the behavioural science space, differentiating between behaviours that can work in the same direction (promoting spillover), or in the contrary (permitting and purging spillovers). An interesting distinction is presented regarding the negative spillover effect. Permitting spillovers refer to those cases in which people reach some level of exhaustion that led them to have less self-control, or when they feel that their previous behaviour earned them the right to misbehave. On the other side, purging spillovers refer to the case in which people feel the need to restore their moral balance once they have done something they feel bad.

Several context conditions may facilitate the emergence of spillovers. As Steinhorst and Matthies demonstrated in relation to energy consumption, personal norms seem to mediate the spillover in a pro-environmental behaviour. (Steinhorst & Matthies, 2016) In general, spillovers seem to be affected by the cost of the behaviours, the attention placed in them, its proximity, the nature of its motivation and the mindset surrounding the situation. (Dolan & Galizzi, 2015)

To illustrate more the point, it is useful to analyse the case of the carrier bag charge. Many countries implemented policies to reduce the use of plastic bags, but in particular in Wales, a Single-Use Carrier Bag Charge (SUCBC) policy required all businesses to charge shoppers for each bag intended for a single use. Although this was an imposition, it still counts as a nudge as with a US$ 0,08 charge per single use bag, it does not “significantly change economic incentives” (Thaler & Sunstein, 2008)
Thomas, Poortinga and Sautkina studied the potential spillovers in relation to this policy regarding other pro-environmental attitudes. Taking advantage of a national survey, they compared Wales citizens beliefs regarding environment with those from England and Scotland. They concluded that although the SUCBC was successful in encouraging bag re-use, it had minimal changes in the beliefs regarding other environmental attitudes. (Thomas, Poortinga, & Sautkina, 2016)

In Brazil, a similar policy is enacted. Companies charge for the use of plastic bags, what is considered as a “green” policy. As in the case presented by Steinhorst et al., spillover behaviours are mediated by the beliefs of the individuals. Those who are concerned about the environment looking for consistency, find in that practice a way to reaffirm their coherence and engage in even more pro-environmental attitudes buying and exhibiting their “green-reusable-bags”. Those bags act as signs that let them show to the world how pro-social and committed with the environment they are and acting as the same time as a reminder to look for green products inside the store. A clear path for a promoting spillover that let individuals build and radiate an image that make them feel good about themselves and push them to actions consistent with that narrative.

However, part of the Brazilian shoppers does not link the charge with the environment. As Dolan and Galizzi explained, the underlying motive and the focus of attention plays a role in mediating the spillover effects. In this case, the carrier bag charge does not have a significant effect in subsequent behaviours. A big part of the shoppers, interpret this just as another pricing strategy without any salient association to a pro-environmental activity. As Steinhorst et al. discuss, if further behavioural change regarding pro-environmental behaviours is intended, then a communication strategy may leverage in such policy. Brazilian citizens are well aware of the importance of environmental matters. Taking advantage of such strong ecological norms in other fields may help in positive spillovers.

It is important to note that this last path may also backfire. As it was mentioned, negative spillovers may also be activated, moral licensing is a powerful mechanism. In a lab-field experiment, a group of subjects where monitored to see their behaviour after effortful physical tasks. (Dolan & Galizzi, 2014) Evidence showed that people engage in more self-indulgent behaviours if they feel more satisfied with their performance. This kind of behaviour is fed by a peculiar mental accounting of the effect of our acts. When ordering in a restaurant, people tend to overestimate the effect in calories of their saving in their first dish and self-indulge in the dessert, undoing all the effect.

In the carrier bag charge, those individuals that are not fully aware of the effect of their behaviour in the environment, may fall in the same kind of fallacy. By seeing at themselves as well behaved pro-environmental citizens that carry their own re-usable bag, they may feel authorized to enter in not very “green” activities regarding the things they purchase inside the store.
Once attention is directed to the pro-environmental characteristic of the carrier bag charge, another negative spillover effect may also be activated, the “what the hell” effect. People who is not keen on environmental matters, once they do not take their “re-usable” bag with them, and are “fined” for doing so, may exacerbate the extent of their failure and exercise even less self-control on their subsequent behaviours. This kind of behaviour has been documented in food choices, where the mere presence of healthy food make unhealthy options more similar worsening the overall decision. (Wilcox, Vallen, Block, & Fitzsimons, 2009)

Along the preceding paragraphs I have discussed the spillover effects regarding behavioural interventions. Any behavioural intervention requires to look at the preceding and subsequent behaviours as the actions are part of a continuous flow. Spillovers can act in many ways and are mediated by individual’s mindset and attention. While discussing the case of charging the carrier bag in stores, it was presented the case of positive, neutral and negative spillovers, but was highlighted the important role of attention in shaping both the magnitude and sign of the spillover.

In all, spillovers are of big importance in designing a behavioural intervention. A nudge targets a specific and observable behaviour that usually is part of a larger behaviour to be modified. For that reason, using a narrow definition of the targeted behaviour that does not consider the whole picture, may lead to an unsuccessful or counterproductive intervention.


Dolan, P., & Galizzi, M. M. (2014). Because I’m Worth It: A Lab-Field Experiment on the Spillover Effects of Incentives in Health. CEP Discussion Papers. Retrieved from http://ideas.repec.org/p/cep/cepdps/dp1286.html
Dolan, P., & Galizzi, M. M. (2015). Like ripples on a pond: Behavioral spillovers and their implications for research and policy. Journal of Economic Psychology, 47, 1–16. https://doi.org/10.1016/j.joep.2014.12.003
Kahneman, D. (2011). Thinking , Fast and Slow (Abstract). Book. https://doi.org/10.1007/s13398-014-0173-7.2
Steinhorst, J., & Matthies, E. (2016). Monetary or environmental appeals for saving electricity? -Potentials for spillover on low carbon policy acceptability. Energy Policy, 93, 335–344. https://doi.org/10.1016/j.enpol.2016.03.020
Thaler, R. H., & Sunstein, C. R. (2008). Nudge. Focus.
Thomas, G. O., Poortinga, W., & Sautkina, E. (2016). The Welsh Single-Use Carrier Bag Charge and behavioural spillover. Journal of Environmental Psychology, 47, 126–135. https://doi.org/10.1016/j.jenvp.2016.05.008
Tiefenbeck, V., Staake, T., Roth, K., & Sachs, O. (2013). For better or for worse? Empirical evidence of moral licensing in a behavioral energy conservation campaign. Energy Policy, 57, 160–171. https://doi.org/10.1016/j.enpol.2013.01.021
Wilcox, K., Vallen, B., Block, L., & Fitzsimons, G. J. (2009). Vicarious Goal Fulfillment: When the Mere Presence of a Healthy Option Leads to an Ironically Indulgent Decision. Journal of Consumer Research, 36(3), 380–393. https://doi.org/10.1086/599219