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Unit 7: Logistics and Characteristics of Modes of Transportation




          3.   Carriers                                                                         Notes
          4.   Warehouse providers
          5.   Freight forwarders
          6.   Terminal operators

          7.   The Government

          Trade-off Analysis

          Trade-off analysis is a family of methods by which respondents’ utilities for various product
          features are measured. The utilities are measured indirectly. Respondents are asked to consider
          alternatives and state a likelihood of purchase or preference for each alternative. As the respondent
          continues to make choices, a pattern begins to emerge which, through complex multiple
          regression techniques, can be broken down and analyzed as to the individual features that
          contribute most to the purchase likelihood or preference. The importance or influence contributed
          by the component parts, i.e. product features, are measured in relative units called “utils” or
          “utility weights.”
          Respondents are asked to tell the interviewer directly how important various product features
          are to them.

          Trade-off analyses produce several types of information. They tell us what features are most
          valued by customers. They allow us to model how likely people will be to purchase various
          configurations of products, the share of revenue these products will most likely receive and
          what role price plays in the assessment of acceptability.
          Now, we will discuss the trade off types briefly:

               Experimental Design: A critical issue in most trade-off methods is the selection of product
               attributes to be combined together to create each product configuration to be tested.

               If every possible combination of attributes was included in the study, the study would be
               said to be using a complete or full factorial design. This is desirable but very seldom
               practical. When a fractional factorial design is used, only a fraction of the total possible
               number of product combinations needs to be tested. It must be kept in mind, that whenever
               a fractional factorial design is used, some information will be lost. It is the job of the
               researcher creating the experimental design to ensure that the information being sacrificed
               does not compromise the project’s ability to answer the research objectives.
               Bridging: Even with the most efficient fractional factorial design, we still end up with
               more products than can be practically accommodated. One possible solution to that problem
               is bridging. Bridging allows the attributes to be divided into two or more sets. Each set of
               attributes is treated like its own trade-off study. A fractional factorial design is created for
               each set of attributes. Respondents are asked to rate or rank two smaller sets of products
               rather than one large set. The utilities are calculated for each trade-off exercise independently
               and bridged together to create one final set of utilities.

               Cognitive and Non-cognitive Behaviour: Critical to the selection of an appropriate trade-
               off technique is the issue of which type of behaviour, cognitive or non-cognitive, best
               represents the behaviour being measured. Cognitive behaviour is behaviour that is based
               on rational, conscious decision-making. Such factors as – price, functionality or durability
               are typically cognitive. Non-cognitive behaviour is behaviour that is based on less tangible
               or even less conscious factors such as status, aspiration, insecurity, etc. One might argue
               that the selection of a life insurance policy, a television set or a water purifier are all



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