ANALYSIS
Understanding the use of non-compensatory decision rules in discrete choice
experiments: The role of emotions
☆
Jorge E. Araña ⁎, Carmelo J. León
University of Las Palmas de Gran Canaria, Spain
abstract article info
Article history:
Received 18 November 2008
Received in revised form 27 February 2009
Accepted 1 March 2009
Available online 3 April 2009
Keywords:
Decision rules
Emotions
Stated preference methods
Non-market valuation
JEL classification:
D0
Q51
Q26
When making choices, individuals can follow alternative strategies or decision rules to the traditional
compensatory utility maximization, raising doubts about to what extent these choices can be used to elicit
preferences. In this paper we use a verbal protocol approach to investigate the use of alternative decision
rules in discrete choice experiments. The main interest is to identify some of the determinants of the context
that play a role in the choice of a specific strategy or decision rule. Our results show that emotions can
partially explain this choice among compensatory and simpler non-compensatory decision rules. We also
find that the number of years of education – and not personal income – are positively correlated with the
probability of choosing a non-compensatory decision rules. Finally, by manipulating alternative specific
emotions (sadness, disgust) we find that emotions of the same valence can have opposing causal effects on
the decision rule choice.
© 2009 Elsevier B.V. All rights reserved.
1. Introduction
Discrete choice experiments (DCEs) are a type of stated preference
methods (SPM) that has become increasingly popular in non-market
valuation. They consist of asking individuals about alternative profiles
for the attributes of a particular environmental policy or non-market
good. In this task subjects are asked to decide upon the alternative that
produces the highest value in terms of utility or satisfaction, among a
set of previously selected alternatives. The answer to this question
involves a decision rule upon which subjects rely to make their choice.
There are several decision rules that subjects could employ when
answering choice tasks in DCEs. The assumption implicit in random
utility models, as put forward since Lancaster (1966) and McFadden
(1974), is that subjects' decisions respond to the compensatory
heuristics, by which individual attributes are weighted by their
contribution to overall utility in order to evaluate the relative utility of
each profile, and therefore choose the one with the highest value. The
implication is that subjects are able and willing to make trade-offs
between attributes in order to determine the most preferred alternative.
However, previous research in the sciences of decision making has
shown that people often avoid making trade-offs among attributes
(Kahneman and Frederick, 2002; Gowda and Fox, 2002; Payne et al.,
1993), and that the use of non-compensating decision rules can be also a
fully rational process (Payne et al., 1990). Nevertheless, while these
choices are consistent with random utility models, they impose some
challenges for modeling purposes.
1
As put by Sen (1987:69), the
prevalence of this behaviour “indicates the case for making room for
departures from the usual requirements of ‘rationality’ in under-
standing actual behaviour”.
2
Few recent works have looked at this
issue and have considered extensions of the random utility model that
allow researchers to incorporate some decision process rules and/or
minimize their impact on welfare estimations (see for instance Araña
et al., 2008; Hensher and Rose, 2005).
Ecological Economics 68 (2009) 2316–2326
☆ The authors would like to thank the financial research support by projects
BEC2000-0412, VEM2004-08558, and SEJ2005-09276 of the Spanish Ministry of
Education. We would also like to thank Michael Hanemann, and Barbara Mellers for
helpful comments. Suggestions by the editor and two anonymous reviewers of this
journal also helped to shape the piece. Specially thanks to Jennifer Lerner for providing
the lab materials for one of the experiments. Seminar participants at the XXIV European
Environmental Economics Association Conference (Bremen, June 2005) and the
Elicitation of Preferences group (London School of Economics, July 2005) also providing
remarks that improved the manuscript.
⁎ Corresponding author. University of Las Palmas de Gran Canaria, Applied Economic
Analysis (DAEA), Modulo D.3.05 Campus de Tafira s/n, 35017 Las Palmas de Gran
Canaria, Las Palmas, Spain. Tel.: +34 928451795.
E-mail address: jarana@daea.ulpgc.es (J.E. Araña).
1
As it was noted by a referee, readers should have in mind that the study of the use
of non-compensatory decision rules has been tackled slightly different in the economic
and psychology literature. Some nice reviews of both approaches are Spash (2000,
2007), and Girgenzer et al (1999).
2
As noted by a referee, some previous research have also claimed the use of deviations
from standard economic models (i.e. noncompensatory heuristics) as pivotal elements
to develop alternative understandings of environmental valuation and human
behaviour in general (Aldred, 1997; Peacock, 1997; Spash, 2000; Vatn, 2001).
0921-8009/$ – see front matter © 2009 Elsevier B.V. All rights reserved.
doi:10.1016/j.ecolecon.2009.03.003
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