Group Decision Makers’ Preferences Modelling within the Goal
Programming Model: An Overview and a Typology
MICHELLE MUNRO and BELAÏD AOUNI*
Decision Aid Research Group, School of Commerce and Administration, Faculty of Management,
Laurentian University, Sudbury, Ontario, Canada, P3E 2C6
ABSTRACT
The Goal Programming (GP) model is one of the first models that have been developed to deal with managerial decision-
making problems where several incommensurable and conflicting objectives are involved. The GP variants integrate the
decision maker’s preferences differently. This model has also been applied to group decision-making situations. The aim
of this paper is to propose a new typology based on preferences articulation of decision makers through the GP model.
This typology is based on the articulation and the elucidation process of the group decision makers’ preferences. Copyright
© 2012 John Wiley & Sons, Ltd.
KEY WORDS: group decision makers’ preferences; Goal Programming; preferences modelling
1. INTRODUCTION
Decisions can be made at the individual level or at the
group level. Decision-making process is the cognitive
process that leads to the selection of an alternative.
Typically, this selection is made among several
alternatives and involves the evaluation of those
alternatives. This process is complex, and in the context
of globalization, competitiveness and networking, the
complexities and challenges increase. In addition,
strategic decisions may require the involvement of
stakeholders, who have their own value systems and
preferences. The aim of making decisions within a group
setting is to have the group reach a certain consensus or
to make better decisions than if the decisions were made
by one individual. To deal with such situations, the
decision makers (DMs) often require tools to assist in
making satisfactory decisions.
The decision-making process can be approached in
a wide variety of structured and unstructured ways.
The process can be ‘rational’ or ‘irrational’ and can
be based on explicit assumptions or tacit assumptions.
A mathematical, technical approach or a simple non-
technical approach can be employed. Some theorists
propose that decision making is a sequential process,
linear in nature with a series of steps that are followed
in a prescribed order (Simon, 1960). Others argue that
this process is more circular than linear and has phases
that are not necessarily sequential (Mintzberg et al.,
1976). At the individual level, the decision-making
process involves the definition of an issue to be
solved, the identification of alternatives, the evalua-
tion of the alternatives and the selection of the ‘best’
one. The focus of this article is on the final stage of
the decision-making process, the selection of the best
alternative, which is also the focus of most research
activities in this matter. However, it should be noted
that the majority of the time spent by DMs is in the
earlier stages of the decision-making process, identifi-
cation of the main issue and the generation of alterna-
tives (Simon, 1960; Mintzberg et al., 1976).
Individuals enter into a decision-making process
with their own personal belief and value systems.
Furthermore, the decision-making process requires
choices to be made regarding the preferences of
the DM (Hogarth, 1987). Preferences are highly
subjective cognitive processes that are influenced by
an individual’s belief and value systems, educational
and cultural background and any bias they may have
regarding a particular alternative. Preferences can be
expressed in a number of ways including assignment
of weights, thresholds, priority levels or trade-offs
between alternatives. Preference modelling is often
used to describe tools used in the decision-making
process. When only one individual is involved in the
decision-making process, preference articulation can
*Correspondence to: Decision Aid Research Group, School
of Commerce and Administration, Faculty of Management,
Laurentian University, Sudbury, Ontario, Canada P3E 2C6.
E-mail: baouni@laurentian.ca
Copyright © 2012 John Wiley & Sons, Ltd.
Received 28 February 2011
Accepted 1 November 2011
JOURNAL OF MULTI-CRITERIA DECISION ANALYSIS
J. Multi-Crit. Decis. Anal. (2012)
Published online in Wiley Online Library
(wileyonlinelibrary.com) DOI: 10.1002/mcda.492