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Christian Dehlholm, [email protected] Consultant, Danish Technological Institute
Comparing rapid sensory approaches
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Why descriptive!
§ 1900… quality scoring and grading§ Focus on differentiating products
§ 1930… ‘Grading Foods by a Descriptive Method’§ Early descriptive whole product
system§ Minimising assessor subjectivity
§ 1930s and ‘40s…§ Selecting the right assessors§ Development of scales
§ 1950… Modern sensory evaluation§ The Flavor Profile by Cairncross &
SjostromC. Dehlholm, Nordic Workshop, 22 May 2013 Slide 3
TDS/TOS PM/Napping Sorting Pick-any/CATA
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Validity and reliability
§ Comparisons between methods and panels
Holistic!
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 5
Overall configurations compared
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 6
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Confidence – Conventional Profile
Panel A Panel B
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 7
Confidence – Global Napping
Panel A Panel B
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 8
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Confidence – Overview
9-10 h
3 h
80 min
60 min
40 min
Conventional Profile
Flash Profile
Partial Nappings
Free Multiple Sorting
Global Napping
Panel A Panel B
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 9
Confidence – Overview
9-10 h
3 h
80 min
60 min
40 min
Conventional Profile
Flash Profile
Partial Nappings
Free Multiple Sorting
Global Napping
Panel A Panel B
-4 -2 0 2 4
-4-2
02
Dim 1 (44.94 %)
Dim
2 (2
0.59
%)
P1P2
P3P4
P5
P6P7 P8P9
Appearance
-3 -1 1 2 3 4
-3-1
12
3
Dim 1 (27.59 %)
Dim
2 (2
2.23
%)
P1
P2
P3
P4
P5
P6
P7
P8
P9
Taste
-3 -1 0 1 2 3
-20
12
34
Dim 1 (34.03 %)
Dim
2 (1
9.71
%)
P1P2
P3P4
P5
P6P7
P8P9
Mouthfeel
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 10
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Semantics – OverviewPanel P1 P2 P3 P4 P5 P6 P7 P8 P9
Conventional Profile
Flash Profile
Partial Nappings
Free Multiple Sorting
Global NappingAppearance
Conventional Profile
Flash Profile
Partial Nappings
Free Multiple Sorting
Global NappingTaste
Conventional Profile
Flash Profile
Partial Nappings
Free Multiple Sorting
Global NappingMouthfeel
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 11
Conclusions 1
§ Correlation between evaluation time and reliability
§ Semantic differences
§ Free Multiple Sorting§ Comparable to projective mapping§ Provides categorical data instead of Euclidean
§ Partial Napping§ Closer relationship to conventional profiling§ Possibility to isolate single modalities -> directing perception
§ Small changes could have large effects
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Consensus vs. IndividualPanelists vs. Experts
Group no. Assessor type Evaluation type Evaluation method
G0 Trained panel Individual Conventional profiling
G1 Trained panel Individual Napping (GN/PN)
G2 Trained panel Individual Napping (GN/PN)
G3 Trained panel Consensus Napping (PN)
G4 Trained panel Consensus Napping (PN)
G5 Trained panel Consensus Attribute rating
G6 Trained panel Consensus Attribute rating
G7 Experts Consensus Attribute rating
G8 Experts Consensus Attribute rating
G9 Experts Consensus Attribute rating
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 13
Conclusions 2
§ Product experts less in common with references than trained panel
§ Semantic differences
§ Not recommended to compare consistency between consensus groups§ Product training could change the picture
§ Horizontal vs. vertical frame dimensions§ Geometry matters theoretically§ Rectangular geometry promotes two-dimensionality
§ Semantics improve the model
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PM on sound
News speakerLisa EkdahlRage Against the Machine
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 15
PM on sound with naïve assessors(projection strategies)
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 16
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PM on sound with naïve assessors(projection strategies)
Projection strategyNews
recordingLisa Ekdahl
Rage Against
The Machine
First
session
Second
session
Third
sessionTotal (%)
1) Linear (one-way) 45% 30% 30% 31% 36% 37% 35%
2) L or T (two-way) 12% 20% 16% 14% 18% 16% 16%
3) Dispersed 16% 13% 22% 19% 18% 13% 17%
4) Lumpy 14% 11% 10% 8% 14% 12% 12%
5) Categorical 6% 10% 7% 10% 6% 7% 8%
6) Categorical dbl. linear 6% 5% 10% 7% 4% 10% 7%
7) Other 1% 11% 6% 10% 4% 5% 6%
Total (n) 83 83 83 83 83 83 249
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 17
Conclusions 3
§ Possible for naïve assessors to use projective mapping (on sound)
§ Variations in projection strategy§ Categorisation of strategies§ One- and two-dimensional projection strategies > 50%§ Dispersed projections < 1/6
§ Might affected by§ Sample complexity§ Method experience
§ Data analytical approach does not match evaluation method§ Might explaining noise in data
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Choosing the right method!
Main considerations
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 20
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Sensory assessor types
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 21
Training
The attribute Personal constructs Aligned panel
Misaligned panels
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 22
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Conclusions 4
§ Configurations§ Methods separate in similar ways (main dimensions)§ Less time -> weaker separations
§ Semantics§ Same methods provide different descriptions§ Predetermined vocabularies -> predetermined results
§ Product approach§ Holistic approaches allow a ‘closer-to-real’ product separation§ A rapid approach is easy to administer
§ General issues§ Simpler methods might be difficult to understand (simple instructions)§ Holistic methods does not provide intensity data§ Analytical methods does minimalize conceptual reality
Future developments
Concept Scaling
C. Dehlholm, Nordic Workshop, 22 May 2013 Slide 24
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Use rapid approaches…
§ For an overview of unknown products
§ As a basis for sampling to larger experiments
§ In NPD, in idea and exploration phases
§ New semantics are wished -> Proj. mapping (Global Napping, consumers)
§ Directed semantics are wished -> Partial Napping, panel
§ Pre-known semantics are wished -> Flash Profile (with introduced vocabulary)
Thank you !