Measuring What the Customer Values: Automotive Paint ... 1 Measuring What the Customer Values:...
Transcript of Measuring What the Customer Values: Automotive Paint ... 1 Measuring What the Customer Values:...
6/5/2013
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Measuring What the Customer Values: Automotive Paint Quality Metrics
Linda Gerhardt, PhD Paint Quality & Competitive Benchmarking
Global Center - Strategy and Planning GM ME Vehicle Systems
June 2013
Agenda
Paint Quality: Areas of Focus
Long-Term Quality
(Paint that is Durable)
Perceived Quality (Paint that
Looks Great)
Initial Quality
(Paint the is Defect Free)
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Agenda
Paint Quality: Areas of Focus
Long-Term Quality
(Paint that is Durable)
Perceived Quality (Paint that
Looks Great)
Initial Quality
(Paint the is Defect Free)
Agenda
Initial Quality: JD Power IQS3
Initial Quality is Statistically Clustered JD Power IQS3 - First 90 Days of Ownership Paint Defects
Blemishes
Dirt
Runs
Peeling
Chips
Scratches
~2 IPHV
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Agenda
Paint Quality: Areas of Focus
Long-Term Quality
(Paint that is Durable)
Perceived Quality (Paint that
Looks Great)
Initial Quality
(Paint the is Defect Free)
Agenda
Long-Term Quality: JD Power VDS
Long-Term Quality is Statistically Clustered JD Power VDS - Measured at 3 Years Paint Durability
Fading
Chipping
Peeling
Cracking
~4 IPHV
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Agenda
Paint Quality: Areas of Focus
Long-Term Quality
(Paint that is Durable)
Perceived Quality (Paint that
Looks Great)
Initial Quality
(Paint the is Defect Free)
Agenda
Perceived Quality: Defined
An Emotional Reaction
Not Easily Explained or Defined by the Customer
Direct Link to Financial Performance
Perceptions Often Hold After Actual Quality has Changed
Reputation and Past Quality Performance are Key Factors Impacting Current PQ
“… Perceived Quality is the Single Most Important Contributor to a Company’s ROI, having more Impact than Market Share, R&D, or Marketing Expenditures…”
Aaker, Dr. David, Building Strong Brands,
New York: Simon and Schuster, Ltd., 2002
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Agenda
Perceived Quality: A BIS Opportunity
Initial and Long-Term Quality are Statistically Clustered & Provide Little Opportunity for Differentiation
Perceived Quality Can be a Competitive Advantage
Opportunity + Business Drivers + Engineering Application = Decision to Drive PQ for Best in Segment (BIS)
AVS Group, The Six Financial Benefits
to Brand Identity March 2011
http://www.avsgroup.com
Commands Price Premium
Creates Perception of
Quality
Creates Greater
Customer Value
Perceived Quality Drives
Loyalty
PQ Enhances ROI & Creates Differentiation
Differentiation Increases Operating
Margin
Strong Brand
Identity
Agenda
PQ: Exterior Appearance Contribution
GMU Quality College, Course 20783
Initial Perception of Quality Occurs during the first 10 minutes
First Impressions Extend Beyond Exterior Appearance
Impressions are Not Easily Captured in Standard Quality Metrics
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Agenda
Paint PQ: Applying Engineering Methodology
Customer Input
Reliable Measurement
System
Customer Correlation
Data Collection &
Benchmarking by Region
Analysis by Market
Segment
Target Setting & Value
Engineering
Agenda
Paint Perceived Quality: A Science
Engineering Methodologies have been applied to Capture the Customer’s Emotional Reaction
PQ Dimensions have been Derived from Product Reviews and Customer Clinics / Verbatims
Objective Metrics have been Correlated with what the Customer Sees and Values
Benchmarking and Data Collection Allow Real BIS Target Setting, as Competitive Data are Analyzed
“You Can’t Manage What You Don’t Measure.”
-- Peter Drucker
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Agenda
A True Global Snapshot!
55 Brands >350 Models
All Regions 15 Countries
Agenda
Field Survey - Validated Instruments
Exterior Surface Appearance
• Nominal Orange Peel “R” Value & Surface Uniformity
• Shortwave (SW), Longwave (LW), DOI
• Structure Spectrum (du-We) & Structure Balance (B)
Color Harmony
• Fascia and Body to Standard
• Fascia to Body Harmony
• Supplement to Visual Harmony Reviews
Metallic Mottle
• Nominal Mottle “M” Value
• Mottle Spectrum
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Agenda
Objective Instrumental Measurement
Exterior Surface Appearance
• Nominal Orange Peel “R” Value & Surface Uniformity
• Shortwave (SW), Longwave (LW), DOI
• Structure Spectrum (du-We) & Structure Balance (B)
Color Harmony
• Fascia and Body to Standard
• Fascia to Body Harmony
• Supplement to Visual Harmony Reviews
Metallic Mottle
• Nominal Mottle “M” Value
• Mottle Spectrum
Agenda
Objective Instrumental Measurement: Exterior Surface Appearance
Gage R&R Validated
Optical Profile Generated by Laser Reflection
Color Independent
Objective WaveScan Characterized Surface Structure
0
5
10
15
20
25
1-3 3-10 10-300.3-10.1-0.3 mm< 0.1
du Wa Wb Wc Wd We
R = (Wb, Wc, Wd)
DOI = (du, Wa, Wb)
Structure Spectrum
Substrate/Primer Influence Topcoat
Influence
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0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pee
l R-V
alu
eFa
scia
Avg
Agenda
Exterior Surface Appearance: NA OEM’s - GM NA vs. Market
0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pee
l R-V
alu
eH
ori
zon
tal /
Ver
tica
l Avg
You Can Move What You Can Measure !
2004 2005
Horizontal/Vertical Average Fascia Average
Agenda
Global Comparison: GM Models by Region
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
Ho
rizo
ntal
/ V
erti
cal B
ody
Pane
l Ave
rage
Ora
nge
Pee
l "R
" Va
lue
GM NA
GM O/V
GM SA
GM Korea
GM IO
Horizontal/Vertical Average
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
Hor
izon
tal /
Ver
tica
l Bod
y Pa
nel A
vera
ge
Ora
nge
Pee
l "R
" Va
lue
GM NA
GM O/V
GM SA
GM Korea
GM IO
Fascia Average
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Agenda
NA Model Comparison - 250 Models: Horizontal / Vertical Average
0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pee
l R-V
alu
e:
Ho
rizo
nta
l/V
erti
cal A
vg
Top 10%
Bottom 10%
Agenda
NA Model Comparison - Top & Bottom 25: Horizontal / Vertical Average
Top 25 Models: 100% Waterborne Basecoat
0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pee
l R-V
alu
e:
Ho
rizo
nta
l/V
erti
cal
Avg
0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pee
l R-V
alu
e:
Ho
rizo
nta
l/V
erti
cal
Avg
Bottom 25 Models: 96% Solventborne Basecoat
0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pee
l R-V
alu
e:
Ho
rizo
nta
l/V
erti
cal A
vg
0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pee
l R-V
alu
e:
Ho
rizo
nta
l/V
erti
cal A
vg
WBBC/2KCC
WBBC/1KCC
SBBC/1KCC
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0.0
2.0
4.0
6.0
8.0
10.0
Ora
nge
Pe
el "
R"
Val
ue
Ho
rizo
nta
l / V
ert
ical
Avg
Agenda
Material Technology - GM NA Models: Horizontal / Vertical Average
WBBC/2KCC
WBBC/1KCC
SBBC/1KCC
Agenda
Material Technology - GM Global Models: Horizontal / Vertical Average
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
Hor
izon
tal /
Ver
tical
Bod
y Pa
nel A
vera
ge
Ora
nge
Peel
"R
" Va
lue
WBBC/2KCC
WBBC/1KCC
SBBC/1KCC
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Agenda
Objective Instrumental Measurement
Exterior Surface Appearance
• Nominal Orange Peel “R” Value & Surface Uniformity
• Shortwave (SW), Longwave (LW), DOI
• Structure Spectrum (du-We) & Structure Balance (B)
Color Harmony
• Fascia and Body to Standard
• Fascia to Body Harmony
• Supplement to Visual Harmony Reviews
Metallic Mottle
• Nominal Mottle “M” Value
• Mottle Spectrum
Agenda
Gage R&R Validated
Multi-Angle Color Measurement
Metallic Impact Characterized by Sparkle and Graininess
Objective Data for Match to Digital Master Standard
Adjacent Panel Color Harmony
Multi-angle Color Measurement
Sparkle and Graininess Evaluation
Chromatic:
2*
2*
2*
2'
+
+
=
gggg
g
HHCCL
L Sg
DH
Sg
DC
gSg
DLDE
g
+-+=
+-=
+=
ggg
g
gg
2120.014.07.0;7.0max
4235048070max
5.3115.0
LCS
L g.C g.;.S
LS
g
g
g
H
C
L
2
*
2
*
2
*2'
+
+
=
gggg
gbbaaLL Sg
Db
Sg
Da
Sg
DLDE
Non-chromatic:
=
=
+=
7.0
7.0
5.3115.0
g
b
a
L
S
S
LSg
g
gg
Chromatic: C* 18 or C* 10 and L* 27
Objective Instrumental Measurement: Fascia to Body Color Harmony
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BykMac Output Component to
Component (Body to Fascia) Component to Master
Certified Standard
Total Color Difference DSE
DS Effect (Gonioapparent)
Sparkle Graininess
25, 45, 75 -15, 15, 25, 45, 75, 110
DE Color Difference
Angle Independent
Diffuse Light Bright Light DL
Da
Db
DL
DC
Dh
Light to Dark
Chroma (Saturation)
Hue Sa Sparkle Area
Si Sparkle Intensity
High Sparkle
Low Sparkle
High Graininess
Low Graininess
G Graininess (Fine vs. Grainy Pattern)
+ - + - + -
Supports Monthly Color Harmony Reviews
Supports Paint Shop Process Control
Agenda
NA Model Comparison - Light Metallic: Fascia to Body Color Harmony
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
Tota
l Co
lor
Dif
fere
nce
(d
SEp
)
250 Models: Pilot Year
Better Harmony
Top 10%
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Agenda
NA Model Comparison - Light Metallic: Top 10% - Fascia to Body Color Harmony
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Tota
l Co
lor
Dif
fere
nce
:
Silv
er
Me
talli
c
Same Fascia & Body BC Chemistry
Different Fascia & Body BC Chemistry
92%
8%
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
Tota
l Col
or D
iffe
ren
ce (
dSEp
)
Agenda
NA Model Comparison - Light Metallic: Fascia to Body Color Harmony
180 Models: 2nd Year
Better Harmony
Top 30
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0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Tota
l Co
lor
Dif
fere
nce
(dSE
p)
Same Fascia & Body BC Chemistry
Different Fascia & Body BC Chemistry 100%
Agenda
NA Model Comparison - Light Metallic: Top 30 - Fascia to Body Harmony
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Tota
l Co
lor
Dif
fere
nce
(dSE
p)
Same Fascia & Body BC Chemistry
Different Fascia & Body BC Chemistry
Agenda
NA Model Comparison – Light Tri-Coat: Top 30 - Fascia to Body Harmony
97%
3%
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Agenda
Objective Instrumental Measurement
Exterior Surface Appearance
• Nominal Orange Peel “R” Value & Surface Uniformity
• Shortwave (SW), Longwave (LW), DOI
• Structure Spectrum (du-We) & Structure Balance (B)
Color Harmony
• Fascia and Body to Standard
• Fascia to Body Harmony
• Supplement to Visual Harmony Reviews
Metallic Mottle
• Nominal Mottle “M” Value
• Mottle Spectrum
Agenda
Subjective Visual Evaluation Dependent on Illumination Conditions, Observation Distance, and Viewing Angle
Objective Evaluation Mottling (Lightness Variation) Possible over Large Areas at Different Angles, Independent of Illumination Conditions
Objective Instrumental Measurement: Metallic Mottling
0
1
2
3
4
5
6
7
8
6-13mm 11-24mm 19-42mm 33-72mm
Md Me Mf Mg
The Signal is Separated
by Mathematical Filters:
CLOUD SIZE
Md 6 - 13 mm
Me 11 - 24 mm
Mf 19 - 42 mm
Mg 33 - 72 mm
Mh 57 - 126 mm
Mi 100 - 200 mm
Mottle Improvement
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Agenda
Select GM NA Models – Light Tri-Coat: 15 Mottle
0
1
2
3
4
5
6
7
8
9
10
M15d 6-13mm
M15e 11-24mm
M15g 19-42mm
M15g 33-72mm
M15h 57-126mm
M15i 100-200mm
WBBC Bell/Gun
WBBC Gun/Gun
WBBC Gun/Gun
SBBC Bell/Gun
WBBC Bell/Bell
Vertical: Left Front Door Upper
Agenda
GM
NA
Mo
de
ls –
Lig
ht
Tri-
Co
at:
15
Mo
ttle
0
1
2
3
4
5
6
7
8
9
10
Ave
rage
15
°Mo
ttlin
g
0
1
2
3
4
5
6
7
8
9
10
Ave
rage
15
°Mo
ttlin
g
Vertical: Left Front Door Upper
Horizontal: Left Front Hood Forward
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Agenda
GM
NA
Mo
de
ls –
Lig
ht
Tri-
Co
at:
15
Mo
ttle
Vertical:
Left Front Door Upper
Horizontal: Left Front Hood Forward
0
1
2
3
4
5
6
7
8
9
10
Ave
rage
15
°Mo
ttlin
g
0
1
2
3
4
5
6
7
8
9
10
Ave
rage
15
°Mo
ttlin
g
WBBC
SBBC
Agenda
GM
NA
Mo
de
ls –
Lig
ht
Tri-
Co
at:
15
Mo
ttle
Vertical: Left Front Door Upper
Horizontal: Left Front Hood Forward
Bell / Bell
Gun / Gun
0
1
2
3
4
5
6
7
8
9
10
Ave
rage
15
°Mo
ttlin
g
0
1
2
3
4
5
6
7
8
9
10
Ave
rage
15
°Mo
ttlin
g
Bell / Gun
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Agenda
Objective Instrumental Measurement
Exterior Surface Appearance
• Nominal Orange Peel “R” Value & Surface Uniformity
• Shortwave (SW), Longwave (LW), DOI
• Structure Spectrum (du-We) & Structure Balance (B)
Color Harmony
• Fascia and Body to Standard
• Fascia to Body Harmony
• Supplement to Visual Harmony Reviews
Metallic Mottle
• Nominal Mottle “M” Value
• Mottle Spectrum
Agenda
Objective Instrumental Measurement Correlation with Customer Input Analysis and Definition of Targets
Definition of Market Segment Targets
Benchmarking by Segment / Country / Region
Use SPC Tools to Determine Triggers
Business Case Options Overlaid with Data Potential Plans for Processes, Products, Technologies
Capturing the Perceptual Quality of Coatings: Business, Science, Opportunity
From an Emotional Response to Engineering Analysis