Features, or visible product attributes, are indispensable product components that influence customer evaluations of functionality, usability, symbolic impressions, and other qualities. Two basic components of features are visual appearance and size. This work tests whether or not eye-tracking data can (1) predict the relative importances between features, with respect to their visual design, in overall customer preference and (2) identify how much a feature must change in size in order to be noticeable by the viewer. The results demonstrate that feature importance is significantly correlated with a variety of gaze data. Results also show that there are significant differences in fixation time and count for noticeable versus unnoticeable size changes. Statistical models of gaze data can predict feature importance and saliency of size change.

References

1.
Sütterlin
,
B.
,
Brunner
,
T. A.
, and
Opwis
,
K.
,
2008
, “
Eye-Tracking the Cancellation and Focus Model for Preference Judgments
,”
J. Exp. Soc. Psychol.
,
44
(
3
), pp.
904
911
.10.1016/j.jesp.2007.09.003
2.
Just
,
M. A.
, and
Carpenter
,
P. A.
,
1976
, “
Eye Fixations and Cognitive Processes
,”
Cognit. Psychol.
,
8
(
4
), pp.
441
480
.10.1016/0010-0285(76)90015-3
3.
Nielsen
,
J.
, and
Pernice
,
K.
,
2010
,
Eyetracking Web Usability
,
New Riders
,
Berkeley, CA
.
4.
Schiessl
,
M.
,
Duda
,
S.
,
Thölke
,
A.
, and
Fischer
,
R.
,
2003
, “
Eye Tracking and Its Application in Usability and Media Research
,”
MMI-Interact. J.
,
1
(
6
), pp.
41
50
.
5.
Rayner
,
K.
,
1998
, “
Eye Movements in Reading and Information Processing: 20 Years of Research
,”
Psychol. Bull.
,
124
(
3
), pp.
372
422
.10.1037/0033-2909.124.3.372
6.
Findlay
,
J. M.
, and
Gilchrist
, I
. D.
,
1998
, “
Eye Guidance and Visual Search
,”
Eye Guidance in Reading and Scene Perception
,
G.
Underwood
, eds.,
Elsevier
,
Oxford
.
7.
Glaholt
,
M. G.
, and
Reingold
,
E. M.
,
2011
, “
Eye Movement Monitoring as a Process Tracing Methodology in Decision Making Research
,”
J. Neurosci. Psychol. Econ.
,
4
(
2
), pp.
125
146
.10.1037/a0020692
8.
Rosbergen
,
E.
,
Wedel
,
M.
, and
Pieters
,
R.
,
1997
, “
Analyzing Visual Attention to Repeated Print Advertising Using Scanpath Theory
,” Research Institute SOM, University of Groningen, Groningen, Netherlands, Report No. 97B32.
9.
Pieters
,
R.
, and
Warlop
,
L.
,
1999
, “
Visual Attention During Brand Choice: The Impact of Time Pressure and Task Motivation
,”
Int. J. Res. Mark.
,
16
(
1
), pp.
1
16
.10.1016/S0167-8116(98)00022-6
10.
Pieters
,
R.
, and
Wedel
,
M.
,
2004
, “
Attention Capture and Transfer in Advertising: Brand, Pictorial, and Text-size Effects
,”
J. Mark.
,
68
(
2
), pp.
36
50
.10.1509/jmkg.68.2.36.27794
11.
Jacob
,
R. J. K.
, and
Karn
,
K. S.
,
2003
, “
Eye Tracking in Human-Computer Interaction and Usability Research: Ready to Deliver the Promises
,”
The Mind's Eye: Cognitive and Applied Aspects of Eye Movement Research
,
J.
Hyönä
,
R.
Radach
, and
H.
Deubel
, eds., Elsevier, Amsterdam, pp.
573
605
.
12.
Poole
,
A.
, and
Ball
,
L. J.
,
2005
, “
Eye Tracking in Human-Computer Interaction and Usability Research: Current Status and Future Prospects
,”
Encyclopedia of Human Computer Interaction
,
C.
Ghaoui
, eds.,
Idea Group Reference
,
PA
.
13.
Konstantopoulos
,
P.
,
2009
, “
Investigating Drivers' Visual Search Strategies: Towards an Efficient Training Intervention
,” Ph.D. thesis, University of Nottingham, Nottingham, UK.
14.
Lohse
,
G. L.
, and
Johnson
,
E. J.
,
1996
, “
A Comparison of Two Process Tracing Methods for Choice Tasks
,”
Org. Behav. Human Decis. Process.
,
68
(
1
), pp.
28
43
.10.1006/obhd.1996.0087
15.
Payne
,
J. W.
,
Bettman
,
J. R.
, and
Johnson
,
E. J.
,
1988
, “
Adaptive Strategy Selection in Decision Making
,”
J. Exp. Psychol.: Learning, Memory, and Cognition
,
14
(
3
), pp.
534
552
.10.1037/0278-7393.14.3.534
16.
Dhar
,
R.
,
Nowlis
,
S. M.
, and
Sherman
,
S. J.
,
1999
, “
Comparison Effects on Preference Construction
,”
J. Consum. Res.
,
26
(
3
), pp.
293
306
.10.1086/209564
17.
Gofman
,
A.
,
Moskowitz
,
H. R.
,
Fyrbjork
,
J.
,
Moskowitz
,
D.
, and
Mets
,
T.
,
2009
, “
Extending Rule Developing Experimentation to Perception of Food Packages With Eye Tracking
,”
Open Food Sci. J.
,
3
, pp.
66
78
.10.2174/1874256400903010066
18.
Koivunen
,
K.
,
Kukkonen
,
S.
,
Lahtinen
,
S.
,
Rantala
,
H.
, and
Sharmin
,
S.
,
2004
, “
Towards Deeper Understanding of How People Perceive Design in Products
,”
CADE2004 Web Proceedings of Computers in Art and Design Education Conference
,
M. A.
Eriksen
.,
L.
Malmborg
, and
J.
Nielsen
, eds.,
Sweden
.
19.
Reid
,
T.
,
MacDonald
,
E.
, and
Du
,
P.
,
2013
, “
Impact of Product Design Representation on Customer Judgment
,”
ASME J. Mech. Des.
,
135
(
9
),
p. 091008
.10.1115/1.4024724
20.
iMotions
,
2013
, retrieved on Dec. 20, 2013, http://imotionsglobal.com/
21.
Qualtrics
,
2013
, retrieved on Dec. 20, 2013, http://qualtrics.com/
22.
Duchowski
,
A. T.
,
2007
,
Eye Tracking Methodology: Theory and Practice
,
Springer
,
London
.
23.
Bettman
,
J. R.
,
Luce
,
M. F.
, and
Payne
,
J. W.
,
1998
, “
Constructive Consumer Choice Processes
,”
J. Consum. Res.
,
25
(
3
), pp.
187
217
.10.1086/209535
24.
Myers
,
J. H.
, and
Alpert
,
M. I.
,
1968
, “
Determinant Buying Attitudes:Meaning and Measurement
,”
J. Mark.
,
32
(
4
), pp.
13
20
.10.2307/1249332
25.
Banks
,
S.
,
1950
, “
The Relationship Between Preference and Purchase of Brands
,”
J. Mark.
,
15
(
2
), pp.
145
157
.10.2307/1247660
26.
Orsborn
,
S.
,
Cagan
,
J.
, and
Boatwright
,
P.
,
2009
, “
Quantifying Aesthetic Form Preference in a Utility Function
,”
ASME J. Mech. Des.
,
131
(
6
),
p. 061001
.10.1115/1.3116260
27.
MacDonald
,
E. F.
,
Gonzalez
,
R.
, and
Papalambros
,
P.
,
2009
, “
The Construction of Preferences for Crux and Sentinel Product Attributes
,”
J. Eng. Des.
,
20
(
6
), pp.
609
626
.10.1080/09544820802132428
28.
Jaccard
,
J.
,
Brinberg
,
D.
, and
Ackerman
,
L.
,
1986
, “
Assessing Attribute Importance: A Comparison of Six Methods
,”
J. Consum. Res.
,
12
(
4
), pp.
463
468
.10.1086/208530
29.
Reisen
,
N.
,
Hoffrage
,
U.
, and
Mast
,
F. W.
,
2008
, “
Identifying Decision Strategies in a Consumer Choice Situation
,”
Judgm. Decis. Making
,
3
(
8
), pp.
641
658
.
30.
Warell
,
A.
, and
Nåbo
,
M.
,
2002
, “
Handling Product Identity and Form Development Issues in Design Management Using Design Format Modeling
,”
Proceedings of DMI 2002, the 11th International Forum on Design Management Research and Education Strategies, Resources & Tools for Design management Leadership, Northeastern University
,
Boston
.
31.
Jaccard
,
J.
, and
King
,
G. W.
,
1977
, “
The Relation Between Behavioral Intentions and Beliefs: A Probabilistic Model
,”
Human Commun. Res.
,
3
(
4
), pp.
326
334
.10.1111/j.1468-2958.1977.tb00535.x
32.
Schkade
,
D.
, and
Johnson
,
E.
,
1989
, “
Cognitive Processes in Preference Reversals
,”
Org. Behav. Human Decis. Process.
,
44
(
2
), pp.
203
231
.10.1016/0749-5978(89)90025-3
33.
Michalek
,
J. J.
,
Ebbes
,
P.
,
Adiguzel
,
F.
,
Feinberg
,
F. M.
, and
Papalambros
,
P. Y.
,
2011
, “
Enhancing Marketing With Engineering: Optimal Heterogeneous Markets
,”
Int. J. Res. Mark.
,
28
(
1
), pp.
1
12
.10.1016/j.ijresmar.2010.08.001
34.
Coelho do Vale
,
R.
,
Pieters
,
R.
, and
Zeelenberg
,
M.
,
2008
, “
Flying Under the Radar: Perverse Package Size Effects on Consumption Self-Regulation
,”
J. Consum. Res.
,
35
(
3
), pp.
380
390
.10.1086/589564
35.
Chandon
,
P.
, and
Ordabayeva
,
N.
,
2008
, “
Downsize in 3D, Supersize in 1D: Effects of the Dimensionality of Package and Portion Size Changes on Size Estimations, Consumption, and Quantity Discount Expectations
,” INSEAD Working Papers Collection, Paper No. 2008/46/MKT.
36.
Yang
,
S.
, and
Raghubir
,
P.
,
2005
, “
Can Bottles Speak Volumes? The Effect of Package Shape on How Much to Buy
,”
J. Retailing
,
81
(
4
), pp.
86
96
.10.1016/j.jretai.2004.11.003
37.
Krider
,
R. E.
,
Raghubir
,
P.
, and
Krishna
,
A.
,
2001
, “
Pizzas: π or Square? Psychophysical Biases in Area Comparisons
,”
Mark. Sci.
,
20
(
4
), pp.
405
425
.10.1287/mksc.20.4.405.9756
38.
Chevrolet
,
2013
, retrieved on Dec. 20, 2013, http://www.chevrolet.com/flash.html
39.
Global-Tradekey
,
2013
, retrieved on Apr. 21, 2013, http://www.global-tradekey.com/company/G02189/C64201.htm
40.
Houston
,
D. A.
, and
Sherman
,
S. J.
,
1995
, “
Cancellation and Focus: The Role of Shared and Unique Features in the Choice Process
,”
J. Exp. Soc. Psychol.
,
31
(
4
), pp.
357
378
.10.1006/jesp.1995.1016
41.
Pernice
,
K.
, and
Nielsen
,
J.
,
2009
, “
Eyetracking Methodology: How to Conduct and Evaluate Usability Studies Using Eyetracking
,”
Nielsen Norman Group
,
Fremont, CA
.
42.
Paul
,
R. K.
, “
Multicollinearity: Causes, Effects and Remedies
,” IASRI, New Delhi.
43.
Agresti
,
A.
,
1996
,
An Introduction to Categorical Data Analysis
,
John Wiley & Sons, Inc.
,
New York
.
44.
O'Connell
,
A. A.
,
2006
,
Logistic Regression Models for Ordinal Response Variables
,
SAGE Publications, Inc
,
Thousand Oaks, CA
.
45.
Simons
,
D. J.
,
2000
, “
Current Approaches to Change Blindness
,”
Visual Cognit.
,
7
(
1–3
), pp.
1
15
.10.1080/135062800394658
46.
Forslund
,
K.
,
Kero
,
T.
, and
Söderberg
,
R.
,
2009
, “
Appearance FMEA: A Method for Appearance Quality Evaluation of Early Design Concepts
,”
Proceedings of the ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
San Diego, CA
, pp.
217
225
.
47.
Söderberg
,
R.
,
Wickman
,
C.
, and
Lindkvist
,
L.
,
2008
, “
Improving Decision Making by Simulating and Visualizing Geometrical Variation in Non-Rigid Assemblies
,”
CIRP Ann.
,
57
(
1
), pp.
175
178
.10.1016/j.cirp.2008.03.040
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