Preference Reversals Induced by Screening: The Biasing Effects of a Two-Stage Decision Process Amitav Chakravarti, New York University Chris Janiszewski, University of Florida Gülden Ülkümen, New York University
2 Screening Is Beneficial There is ample evidence for two-stage decision process (e.g., Beach and Mitchell 1987; Bettman and Park 1980; Payne 1976) There is general agreement that prechoice screening is beneficial (e.g., Alba et al. 1997; Haubl and Trifts 1999; Lynch and Ariely 2000; Roberts and Nedungadi 1995) –Reduces information overload –Facilitates choice of the optimal alternative It is assumed that prechoice screening does not have any detrimental consequences. Why?
3 Two-Stage Process is Used in Complex Information Environments BRANDS ABCDEF Attribute 1Low High Attribute 2HighLowHigh Low Attribute 3Low MediumHigh Attribute 4HighLowMediumLowHighMedium Attribute 5MediumHigh MediumLow Attribute 6MediumLowHigh Medium
4 Phased Decision Making: Stage 1a BRANDS ABCDEF Attribute 1Low High Attribute 2 Attribute 3 Attribute 4 Attribute 5 Attribute 6
5 Phased Decision Making: Stage 1b BRANDS ABCDEF Attribute 1Low High Attribute 2 High Low Attribute 3 Attribute 4 Attribute 5 Attribute 6
6 Phased Decision Making: Stage 2 BRANDS ABCDEF Attribute 1Low High Attribute 2 High Low Attribute 3LowMediumHigh Attribute 4MediumLowHigh Attribute 5High Medium Attribute 6 High
7 Can Screening Be Detrimental? Yes, if Stage 1 (prescreening) information is differentiating AND if people choose to deemphasize the prescreening information AND prescreening and postscreening information are not positively correlated. ABCDEF Attribute 1Low ExcellentHighExcellentHigh Attribute 2 ExcellentHigh Low Attribute 3LowMediumHigh Attribute 4MediumLowHigh ABCDEF Attribute 1Low ExcellentHighExcellentHigh Attribute 2 ExcellentHigh Low
8 Why Might People Deemphasize Prescreening Information? Explanation 1: People may not shift to a compensatory strategy in Stage 2. –Reconsidering prescreening information requires effort (Wright and Barbour 1977). Explanation 2: People may shift to a compensatory strategy in Stage 2, but may ignore or deemphasize prescreening information. –The prescreening information has been “used” already (van Zee, Paluchowski, and Beach 1992). Explanation 3: People may shift to a compensatory strategy in Stage 2, but the act of screening may alter perceptions of prescreening information. –The literature on perceptual categorization suggests the act of categorization makes categorized items appear more similar (Goldstone, Lippa, and Shiffrin 2001).
9 Study participants chose between six microwave popcorn brands (A, B, C, D, E, F) Each brand described by six attributes –Four prescreening attributes –Two postscreening attributes
10 Study 1: Stimulus Set Properties AttributeBrand ABrand CBrand EBrand BBrand DBrand F #1 CommonLow cost per serving #2 CommonLow level of sodium Rank #3 Alignable Sample Crunchines s lasts 3.5 hours Crunchiness lasts 3 hours Crunchiness lasts 2.5 hours Crunchiness lasts 2 hours Crunchiness lasts 1.5 hours Crunchiness lasts 1 hour Rank #4 Alignable Sample Calories equal to less than a slice of bread Calories equal to a slice of bread Calories equal to two slices of bread Calories equal to a pinch of sugar Calories equal to a spoon of sugar Calories equal to two spoons of sugar Rank #5 Nonalingable Sample Not toughVery crispy and easy to swallow Few kernels left unpopped Tastes a bit sweet Slightly low in corn and grain flavor Has some citric acid Rank #6 Nonalingable Sample With waterproof wrapping Not likely to burn Does not stick in teeth Comes in a colorful wrapping Requires a microwave bowl Medium size kernels Prescreening Attributes Postscreening Attributes
11 Study 1: Stimulus Set Properties AttributeBrand ABrand CBrand EBrand BBrand DBrand F #1 CommonLow cost per serving #2 CommonLow level of sodium Rank #3 Alignable Sample 1 Crunchines s lasts 3.5 hours Crunchiness lasts 3 hours Crunchiness lasts 2.5 hours Crunchiness lasts 2 hours Crunchiness lasts 1.5 hours Crunchiness lasts 1 hour Rank #4 Alignable Sample 2 Calories equal to less than a slice of bread Calories equal to a slice of bread Calories equal to two slices of bread Calories equal to a pinch of sugar Calories equal to a spoon of sugar Calories equal to two spoons of sugar Rank #5 Nonalingable Sample Not toughVery crispy and easy to swallow Few kernels left unpopped Tastes a bit sweet Slightly low in corn and grain flavor Has some citric acid Rank #6 Nonalingable Sample With waterproof wrapping Not likely to burn Does not stick in teeth Comes in a colorful wrapping Requires a microwave bowl Medium size kernels Prescreening Attributes -Most Influential -A > C > E Postscreening Attributes -Less Influential -A < C < E > > > > < << < >>> >>>
12 Study 1 Design Three between-subject groups. –Control Group 1: Free Choice Group –Control Group 2: Partitioned Choice Group –Treatment Group: Screening Group
13 Final Choice StageScreening Stage Study 1: Procedures Choose one brand All information (6 brands, 6 attributes) Rank Attributes Free Choice Group Rank Attributes Shortlist 3 brands Screening information (6 brands, 4 attributes) Choose one brand All information (6 brands, 6 attributes) Screening Group Rank Attributes Partitioned Choice Group Review information Screening information (6 brands, 4 attributes) Choose one brand All information (6 brands, 6 attributes)
14 Study 1: All Groups
15 Study 1: Screening Group
16 Study 1: Screening Group
17 Study 1: Partitioned Choice Group
18 Study 1: Partitioned Choice Group
19 Study 1: Free Choice Group
20 Study 1: Choice Shares A CE A CE A CE
21 Screening Effect Participants who did not screen preferred the brand that performed best on the most important attributes (Brand A). Screening shifted market share to the brand that performed best on postscreening attributes (Brand E) What is the source of the screening effect?
22 Study 2: Source of Screening Effect Explanation 1: People may not shift to a compensatory strategy in Stage 2. –Reconsidering prescreening information requires effort (Wright and Barbour 1977). Explanation 2: People may shift to a compensatory strategy in Stage 2, but may ignore or deemphasize prescreening information. –The prescreening information has been “used” already (van Zee, Paluchowski, and Beach 1992). Explanation 3: People may shift to a compensatory strategy in Stage 2, but the act of screening may alter perceptions of prescreening information. –The literature on perceptual categorization suggests categorization makes categorized items appear more similar (Goldstone, Lippa, and Shiffrin 2001).
23 Study 2: Key Manipulation Vary the hedonic dispersion of the postscreening information. Explanation 1 (continued noncompensatory processing): –No influence of increases hedonic dispersion. –If the screening effect is a consequence of the continued use of a noncompensatory process at Stage 2, then increasing the advantage of E > A should not matter. Explanation 2 (deemphasize prescreening information): –Screening advantage increases with increased dispersion. –Postscreeing information receives more weight.
24 Study 2: Low Hedonic Dispersion AttributeBrand ABrand CBrand EBrand BBrand DBrand F #1 CommonLow cost per serving #2 CommonLow level of sodium Rank #3 Alignable Sample 1 Crunchines s lasts 3.5 hours Crunchiness lasts 3 hours Crunchiness lasts 2.5 hours Crunchiness lasts 2 hours Crunchiness lasts 1.5 hours Crunchiness lasts 1 hour Rank #4 Alignable Sample 2 Calories equal to less than a slice of bread Calories equal to a slice of bread Calories equal to two slices of bread Calories equal to a pinch of sugar Calories equal to a spoon of sugar Calories equal to two spoons of sugar Rank #5 Nonalingable Sample Not toughVery crispy and easy to swallow Few kernels left unpopped Tastes a bit sweet Slightly low in corn and grain flavor Has some citric acid Rank #6 Nonalingable Sample With waterproof wrapping Not likely to burn Does not stick in teeth Comes in a colorful wrapping Requires a microwave bowl Medium size kernels
25 Study 2: High Hedonic Dispersion AttributeBrand ABrand CBrand EBrand BBrand DBrand F #1 CommonLow cost per serving #2 CommonLow level of sodium Rank #3 Alignable Sample 1 Crunchines s lasts 3.5 hours Crunchiness lasts 3 hours Crunchiness lasts 2.5 hours Crunchiness lasts 2 hours Crunchiness lasts 1.5 hours Crunchiness lasts 1 hour Rank #4 Alignable Sample 2 Calories equal to less than a slice of bread Calories equal to a slice of bread Calories equal to two slices of bread Calories equal to a pinch of sugar Calories equal to a spoon of sugar Calories equal to two spoons of sugar Rank #5 Nonalingable Sample Not toughVery crispy and easy to swallow Few kernels left unpopped Tastes a bit sweet Slightly low in corn and grain flavor Has some citric acid Rank #6 Nonalingable Sample With waterproof wrapping Not likely to burn Does not stick in teeth Comes in a colorful wrapping Requires a microwave bowl Medium size kernels
26 Study 2: Aggregate Choice Shares A CE A CE A CE
27 Study 2: Choice Shares Low Hedonic DispersionHigh Hedonic Dispersion [ ]-[ ] = 43.4%[ ]-[ ] = 70.2% ACEACEACEACE
28 Study 2: Results The size of the screening effect increases with increased variation in postscreening attribute desirability People are indeed placing more emphasis on the postscreening information.
29 Why Might People Deemphasize Prescreening Information? Explanation 1: People may not shift to a compensatory strategy in Stage 2. –Reconsidering prescreening information requires effort (Wright and Barbour 1977). Explanation 2: People may shift to a compensatory strategy in Stage 2, but may ignore or deemphasize prescreening information. –The prescreening information has been “used” already (van Zee, Paluchowski, and Beack 1992). Explanation 3: People may shift to a compensatory strategy in Stage 2, but the act of screening may alter perceptions of prescreening information. –The literature on perceptual categorization suggests categorization makes categorized items appear more similar (Goldstone, Lippa, and Shiffrin 2001).
30 Two Goals of Study 3 Further Investigate Explanation 2: Why do people ignore or deemphasize prescreening information. –Reason 1: The prescreening information has been considered at Stage 1. –Reason 2: The prescreening information has been used to select a set of options at Stage 1. Study 3 adds a passive screening condition: People rate alternatives and then an agent (computer) screens alternatives using these ratings. –If Reason 1 (consideration) is correct, passive screening should result in a screening effect. –If Reason 2 (using to select) is correct, passive screening should NOT result in a screening effect. People are not using the prescreening information to actively select a consideration set.
31 Two Goals of Study 3 Further Investigate Explanation 3: The act of screening may alter perceptions of prescreening information. –Reason 3: Categorizing items makes within-category items appear to be more similar. Study 3 adds a condition that allows us to assess the influence of screening on the perception of prescreening information: People are asked to screen and rate alternatives. –If Reason 3 (increased homogeneity of prescreening information) is correct, the ratings of retained alternatives should be more homogeneous after screening than before screening.
32 Final Choice StageFirst Stage Study 3: Procedures Rate all brands Screening information (6 brands, 4 attributes) Rating Group Choose one of three highest rated brands See all information (6 brands, 6 attributes) Shortlist 3 brands Screening information (6 brands, 4 attributes) Screening & Rating Group Choose one brand See all information (6 brands, 6 attributes) Rate all brands Screening information (6 brands, 4 attributes) Choose one brand See all information (6 brands, 6 attributes) Choice Group Partitioned Choice Group Review information Screening information (6 brands, 4 attributes) Choose one brand See all information (6 brands, 6 attributes) Shortlist 3 brands Screening information (6 brands, 4 attributes) Choose one brand See all information (6 brands, 6 attributes) Screening Group
33 Study 3: Choice Shares ACEACEACEACEACE
34 Study 3: Choice Shares ACEACEACEACEACE
35 First Conclusion of Study 3 Why do people ignore or deemphasize prescreening information? –Reason 1: The prescreening information has been considered at Stage 1. –Reason 2: The prescreening information has been used to select a set of options at Stage 1.
36 Study 3: Ratings Homogeneity Computed the mean variance of the ratings of the consideration set brands in the –Rating Group = 3.04 –Screening and Rating Group = 1.61 –Significantly different (F(1, 80) = 7.32, p <.05)
37 Second Conclusion of Study 3 Further Investigate Explanation 3: The act of screening may alter perceptions of prescreening information. –Reason 3: Categorizing items makes within-category items appear to be more similar.
38 Study 3: Choice Shares ACEACEACEACEACE
39 Third Conclusion of Study 3 Why do people ignore or deemphasize prescreening information? –Reason 1: The prescreening information has been considered at Stage 1. –Reason 2: The prescreening information has been used to select a set of options at Stage 1. –Solution: People can be encouraged to reconsider used information if it is made salient again, as we did with our rating task (screening and rating condition). –Implication: Screening influences the perceived homogeneity, and the relative weight, of the prescreening information.
40 Goal of Study 4 Study 3 shows that active screening alters the perception and use of prescreening information. Why? –Reason 1: “Active screening” occurs because decision makers use a noncompensatory process in Stage 1. Using the noncompensatory process at Stage 1 encourages a person to both discount prescreening information and see it as more homogeneous. –Reason 2: “Active screening” occurs because of decision makers categorize (i.e., put alternatives into a consideration set) at Stage 1. Categorizing items makes within-category items appear to be more similar, hence less useful for making a choice. Study 4 adds a screen-by-rejection group –In contrast to the screening group, the screen-by-rejection group excludes alternatives from the choice set.
41 Goal of Study 4 Study 3 shows that active screening alters the perception and use of prescreening information. Why? –Reason 1: “Active screening” occurs because decision makers use a noncompensatory process in Stage 1. Using the noncompensatory process at Stage 1 encourages a person to both discount prescreening information and see it as more homogeneous. YES –Reason 2: “Active screening” occurs because of decision makers categorize (i.e., put alternatives into a consideration set) at Stage 1. Categorizing items makes within-category items appear to be more similar, hence less useful for making a choice. NO Study 4 adds a screen-by-rejection group. Screening Effect? –In contrast to the screening group, the screen-by-rejection group excludes alternatives from the choice set.
42 Final Choice StageFirst Stage Study 4: Procedures Reject 3 brands Screening information (6 brands, 4 attributes) Screen-by- Rejection Group Choose one brand See all information (6 brands, 6 attributes) Choose one brand See all information (6 brands, 6 attributes) Choice Group Partitioned Choice Group Review information Screening information (6 brands, 4 attributes) Choose one brand See all information (6 brands, 6 attributes) Shortlist 3 brands Screening information (6 brands, 4 attributes) Choose one brand See all information (6 brands, 6 attributes) Screening Group
43 Study 4: Procedure Screening Instruction. –After you have gone through these descriptions to your satisfaction, as a first step towards picking a brand of your choice, please shortlist three brands that you would consider more seriously for purchase. We will provide you with more information on these three brands on the next screen. Please do not make up your mind about your final choice yet; simply select (i.e., shortlist) three brands that you think warrant further attention by clicking on the appropriate buttons below.” Screen-by-rejection Instruction –“After you have gone through these descriptions to your satisfaction, as a first step towards picking a brand of your choice, please reject three brands that you would not consider more seriously for purchase. We will provide you with more information on the three surviving brands on the next screen. Please do not make up your mind about your final choice yet; simply reject (i.e., throw away) three brands that you think do not warrant further attention by clicking on the appropriate buttons below.”.
44 Study 4: Choice Shares ACEACEACEACEACE
45 Conclusion of Study 4 Why does active screening alter the perception and use of prescreening information. –Reason 1: “Active screening” occurs because decision makers use a noncompensatory process in Stage 1. Using the noncompensatory process at Stage 1 encourages a person to both discount prescreening information and see it as more homogeneous. –Reason 2: “Active screening” occurs because of decision makers categorize (i.e., put alternatives into a consideration set) at Stage 1. Categorizing items makes within-category items appear to be more similar, hence less useful for making a choice.
46 Summary of Studies
47 Conclusions Screening can alter decision making when prescreening and postscreening information is negatively correlated. Screening appears to influence the perceived homogeneity of prescreening information and the relative importance of this information (as compared to postscreening information). Inclusionary, as opposed to exclusionary, screening is responsible for the screening effect.
48 General Discussion Implications of creating a consideration set via screening (and increasing the perceived homogeneity of prescreening attributes) –Increased price sensitivity if price is not a screening attribute (e.g., Diehl et al. 2003). –Delay decision to purchase (e.g., Dhar 1997). –Desire to search for additional, less important information (e.g., Moorthy, Ratchford, and Talukdar). Issues –Why does classification reduce differentiation on the classification variables? –When do people engage in inclusionary, as opposed to exclusionary, screening?