touch exploration of bedsheets - syntouch inc. · data about the sheets (i.e. go from 15 dimensions...
TRANSCRIPT
Touch exploration of bedsheets
Alexandra IlicFebruary 2019
Bringing scientific certainty
to decisions about product feel
Case Study February 2019
Initial Concept
• Attempt to characterize how different sheets feel
• Different brands
• Different price points
• Different materials
• Use the gathered information to provide alternatives to consumers that feel the most similar to other preferred sheets.
• Determine which dimensions have the largest impact in making things feel differently.
Case Study February 2019
Questions
• How do people differentiate different types of bedsheets?
• In what ways do expensive and inexpensive bedsheets feel different?
• What makes performance bedsheets feel different from standard bedsheets?
• Can small differences in different products be found and characterized?
• Can the overall feel of products be used to determine trends?
Case Study February 2019
Step 1: Gather and Analyze Initial Data
• 27 Different Sheets were sourced
• In stores
• Online
• Sheets are prepped and tested with the Toccare
• Sheets tested in 2-directions (0 and 90 degrees, aligned with edge of sheet)
• Some sheets feel the same in both directions, others do not
• Initial data prepared in standard report and analyzed
• Generally, materials provided should aim to resolve a certain problem. SynTouch can work with you to determine how best to address your specific needs!
Case Study February 2019
Initial Data
Microtexture Coarseness (uCO)
Data collected on 1 of the 15 dimensions for 27x2 = 54 samples. Microtexture coarseness measures the spacing of fine textures on a surface -> important for sheets.
01. Alaska Bear-Natural Silk-0
02. Alaska Bear-Natural Silk-90
03. AmazonBasics-400 W
hite-90
04. AmazonBasics-400 W
hite-0
05. Blue Fluffy Fleece-9006. Blue Fluffy Fleece-007. Boll and Branch-Standard-90
08. Boll and Branch-Standard-0
09. California Design Den-400 M
od Spa-0
10. California Design Den-400 M
od Spa-90
11. Cloudten-Am
ora Sateen-0
12. Cloudten-Am
ora Sateen-90
13. Craft Linen-Sleep Easy Egyptian C
otton-0
14. Craft Linen-Sleep Easy Egyptian C
otton-90
15. Elegant Com
fort-1500 Thread Count-90
16. Elegant Com
fort-1500 Thread Count-0
17. Fieldcrest-700 Thread Count-0
18. Fieldcrest-700 Thread Count-90
19. Fieldcrest-Silky Soft-90
20. Fieldcrest-Silky Soft-0
21. Fieldcrest-Supima Satin Stitch-0
22. Fieldcrest-Supima Satin Stitch-90
23. HS-Shining Grey-0
24. HS-Shining Grey-90
25. Lux Decor-1800 Premium
-90
26. Lux Decor-1800 Premium
-0
27. Mayfair Linen-Egyptian C
otton-0
28. Mayfair Linen-Egyptian C
otton-90
29. McAlister-0
30. McAlister-90
31. Mellanni-1800 Brushed M
icrofiber-90
32. Mellanni-1800 Brushed M
icrofiber-0
33. Pinzon-Heavyweight-90
34. Pinzon-Heavyweight-0
35. Room Essentials-Easy C
are-90
36. Room Essentials-Easy C
are-0
37. Room Essentials-Jersey-0
38. Room Essentials-Jersey-90
39. Room Essentials-M
icrofiber-90
40. Room Essentials-M
icrofiber-0
41. Sheex-Performance Fabric-0
42. Sheex-Performance Fabric-90
43. Sonoro Kate-Lake Blue-90
44. Sonoro Kate-Lake Blue-0
45. Threshold-Organic-0
46. Threshold-Organic-90
47. Threshold-Performance-90
48. Threshold-Performance-0
49. Threshold-Ultra Soft-0
50. Threshold-Ultra Soft-90
51. Yanibest-Silk-052. Yanibest-Silk-9053. Zen Bam
boo-Standard White-90
54. Zen Bamboo-Standard W
hite-0
0
20
40
60
80
100
Score: 73.77
mTX
mCO
mRG
uROuCO
fST
fRS
cCM
cDF
cDP
cRX
cYDtCO
tPR
aTK
TextureFriction
Compliance
Thermal
Adhesive
mTXmCOmRGuROuCOfSTfRScCMcDFcDPcRXcYDtCOtPRaTK
MacrotextureMacrotexture CoarsenessMacrotexture RegularityMicrotexture RoughnessMicrotexture CoarsenessTactile StictionSliding ResistanceTactile ComplianceLocal DeformationDampingRelaxationYieldingThermal CoolingThermal PersistenceAdhesive Tack
43.08 1.0030.3540.3423.1326.8136.62 2.76 1.65 3.52 5.61 4.7221.8324.86 7.21
+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-
4.990.384.761.971.850.251.090.742.101.061.181.611.380.862.28
Spider Plot for: 17. Fieldcrest-700 Thread Count-0Display of all 15 dimensions for 1 sample.
mTXmCOmRGuROuCOfSTfRScCMcDFcDPcRXcYDtCOtPRaTK
MacrotextureMacrotexture CoarsenessMacrotexture RegularityMicrotexture RoughnessMicrotexture CoarsenessTactile StictionSliding ResistanceTactile ComplianceLocal DeformationDampingRelaxationYieldingThermal CoolingThermal PersistenceAdhesive Tack
43.08 1.0030.3540.3423.1326.8136.62 2.76 1.65 3.52 5.61 4.7221.8324.86 7.21
+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-+/-
4.990.384.761.971.850.251.090.742.101.061.181.611.380.862.28
Prop
erty
Val
ue (
0-10
0)Fi
ne
Coa
rse
Case Study February 2019
Step 2: Condense the Data
• For sheets that feel different in different directions
• Both directions contribute to the overall feel of the sheets
• Humans tend to combine this data subconsciously when they are feeling materials.
• In order to obtain repeatable and quantifiable data, we do testing in one direction at a time.
• We can combine the data from the 2 different tests into one cohesive set of data about the sheets (i.e. go from 15 dimensions computed per direction to 30 total dimensions per sheet)
• It is important to line up the data for the sheets such that we’re comparing the same directions of testing to each other
• Woven sheets will have a rougher and a less rough direction. To best match up the sheets to how humans perceive them, we lined up all of them so that the rougher dimensions were compared to one another.
Case Study February 2019
01. Alaska Bear-Natural Silk-0
02. Alaska Bear-Natural Silk-90
03. AmazonBasics-400 W
hite-90
04. AmazonBasics-400 W
hite-0
05. Blue Fluffy Fleece-9006. Blue Fluffy Fleece-007. Boll and Branch-Standard-90
08. Boll and Branch-Standard-0
09. California Design Den-400 M
od Spa-0
10. California Design Den-400 M
od Spa-90
11. Cloudten-Am
ora Sateen-0
12. Cloudten-Am
ora Sateen-90
13. Craft Linen-Sleep Easy Egyptian C
otton-0
14. Craft Linen-Sleep Easy Egyptian C
otton-90
15. Elegant Com
fort-1500 Thread Count-90
16. Elegant Com
fort-1500 Thread Count-0
17. Fieldcrest-700 Thread Count-0
18. Fieldcrest-700 Thread Count-90
19. Fieldcrest-Silky Soft-90
20. Fieldcrest-Silky Soft-0
21. Fieldcrest-Supima Satin Stitch-0
22. Fieldcrest-Supima Satin Stitch-90
23. HS-Shining Grey-0
24. HS-Shining Grey-90
25. Lux Decor-1800 Premium
-90
26. Lux Decor-1800 Premium
-0
27. Mayfair Linen-Egyptian C
otton-0
28. Mayfair Linen-Egyptian C
otton-90
29. McAlister-0
30. McAlister-90
31. Mellanni-1800 Brushed M
icrofiber-90
32. Mellanni-1800 Brushed M
icrofiber-0
33. Pinzon-Heavyweight-90
34. Pinzon-Heavyweight-0
35. Room Essentials-Easy C
are-90
36. Room Essentials-Easy C
are-0
37. Room Essentials-Jersey-0
38. Room Essentials-Jersey-90
39. Room Essentials-M
icrofiber-90
40. Room Essentials-M
icrofiber-0
41. Sheex-Performance Fabric-0
42. Sheex-Performance Fabric-90
43. Sonoro Kate-Lake Blue-90
44. Sonoro Kate-Lake Blue-0
45. Threshold-Organic-0
46. Threshold-Organic-90
47. Threshold-Performance-90
48. Threshold-Performance-0
49. Threshold-Ultra Soft-0
50. Threshold-Ultra Soft-90
51. Yanibest-Silk-052. Yanibest-Silk-9053. Zen Bam
boo-Standard White-90
54. Zen Bamboo-Standard W
hite-0
0
20
40
60
80
100
Score: 71.79
Microtexture Roughness (uRO)
Prop
erty
Val
ue (
0-10
0)Sm
ooth
Rou
gh
Alaska Bear - Natural SilkAm
azonBasics-400 White
Blue Fluffy FleeceBoll and Branch-StandardC
alifornia Design Den-400 Mod Spa
Cloudten-Am
ora SateenC
raft Linen-Sleep Easy Egyptian Cotton
Elegant Com
fort-1500 Thread Count
Fieldcrest-700 Thread Count
Fieldcrest-Silky SoftFieldcrest-Supim
a Satin StitchHS-Shining G
reyLux Decor-1800 Prem
iumM
ayfair Linen-Egyptian Cotton
McAlister
Mellanni-1800 Brushed M
icrofiberPinzon-Heavyw
eightRoom
Essentials-Easy Care
Room Essentials - Jersey
Room Essentials-M
icrofiberSheex-Perform
ance FabricSonoro Kate-Lake BlueThreshold-O
rganicThreshold-Perform
anceThreshold-Ultra SoftYanibest-SilkZen Bam
boo-Standard White
0
10
20
30
40
50
60
70
80
90
100
Score: 34.60
Alaska Bear - Natural SilkAm
azonBasics-400 White
Blue Fluffy FleeceBoll and Branch-StandardC
alifornia Design Den-400 Mod Spa
Cloudten-Am
ora SateenC
raft Linen-Sleep Easy Egyptian Cotton
Elegant Com
fort-1500 Thread Count
Fieldcrest-700 Thread Count
Fieldcrest-Silky SoftFieldcrest-Supim
a Satin StitchHS-Shining G
reyLux Decor-1800 Prem
iumM
ayfair Linen-Egyptian Cotton
McAlister
Mellanni-1800 Brushed M
icrofiber
Pinzon-Heavyweight
Room Essentials-Easy C
areRoom
Essentials - JerseyRoom
Essentials-Microfiber
Sheex-Performance Fabric
Sonoro Kate-Lake BlueThreshold-O
rganicThreshold-Perform
anceThreshold-Ultra SoftYanibest-SilkZen Bam
boo-Standard White
0
10
20
30
40
50
60
70
80
90
100
Score: 50.40
Initial, unsorted values Values, split into correct directions and separated. Both sets of data will be considered separately for comparing the sheets
How might people differentiate bedsheets?
Case Study February 2019
Step 3: Determine Relevant Dimensions
• When comparing how things feel, most individuals hone in on a few, relevant differences. We aim to do the same:
• When objects feel wildly different, there are more generalized differences (i.e. textured vs. not textured, sticky vs. slippery, etc.)
• When more similar objects are being compared, the differences become more focused. SynTouch tries to focus in on dimensions in the same way that humans do.
• Large differences in sheets may come from thickness or warmth.
• More subtle differences in sheets will be come from varying microtextures and frictions.
Case Study February 2019
Thickness
Most woven sheets are of a very similar thickness (cotton, microfibers, silk, etc.). There are some distinctly thicker sheets (flannel, fleece, wool) where thickness may be one of the defining characteristics.
Fieldcrest-Supima Satin Stitch
Yanibest-SilkFieldcrest-700 Thread C
ountAlaska Bear - Natural SilkC
alifornia Design Den-400 Mod Spa
Boll and Branch-StandardC
loudten-Amora Sateen
Fieldcrest-Silky SoftThreshold-Perform
anceM
ayfair Linen-Egyptian Cotton
Room Essentials-M
icrofiberElegant C
omfort-1500 Thread C
ount
AmazonBasics-400 W
hiteThreshold-Ultra SoftLux Decor-1800 Prem
iumSonoro Kate-Lake BlueThreshold-O
rganicM
ellanni-1800 Brushed Microfiber
HS-Shining Grey
Craft Linen-Sleep Easy Egyptian C
ottonZen Bam
boo-Standard White
Room Essentials-Easy C
areSheex-Perform
ance FabricRoom
Essentials - JerseyPinzon-Heavyw
eightM
cAlisterBlue Fluffy Fleece
-5
0
5
10
15
20
25 Score: 15.38
Local Deformation (cDF)
Silks, cottons, microfibers, blends
Flannel
Wool
Fleece
Prop
erty
Val
ue (
0-10
0)St
ays
Flat
H
igh
Wra
p
Case Study February 2019
Warmth
Although most of the sheets (thin cottons and microfibers) have very similar warming characteristics, a few sheets distinguish themselves from the pack.
McAlister
Blue Fluffy FleecePinzon-Heavyw
eightSheex-Perform
ance FabricRoom
Essentials - JerseyZen Bam
boo-Standard White
HS-Shining Grey
Mayfair Linen-Egyptian C
ottonRoom
Essentials-Easy Care
Mellanni-1800 Brushed M
icrofiberC
raft Linen-Sleep Easy Egyptian Cotton
Threshold-Performance
Alaska Bear - Natural SilkBoll and Branch-StandardYanibest-SilkLux Decor-1800 Prem
iumFieldcrest-Silky SoftElegant C
omfort-1500 Thread C
ount
Room Essentials-M
icrofiberC
alifornia Design Den-400 Mod Spa
Threshold-Ultra SoftThreshold-O
rganicFieldcrest-700 Thread C
ountC
loudten-Amora Sateen
Sonoro Kate-Lake BlueAm
azonBasics-400 White
Fieldcrest-Supima Satin Stitch
0
5
10
15
20
25
30 Score: 23.32
Thermal Persistence (tPR)
Silks, cottons, microfibers
Performance blend
Flannel
Fleece
Wool
Prop
erty
Val
ue (
0-10
0)Tr
ansi
ent C
oolin
g
S
usta
ined
Coo
ling
What makes expensive sheets feel different from inexpensive ones?
Case Study February 2019
Microtextures
• In woven materials, the microtextures (measurements of repeated patterns <1mm in size/spacing) often indicate how finely woven a material is.
• Not a primary factor in differentiating between types of materials used in sheets.
• Can be used to differentiate quality within a single class of materials.
Case Study February 2019
Room Essentials - Jersey
Craft Linen-Sleep Easy Egyptian C
ottonC
alifornia Design Den-400 Mod Spa
Threshold-Organic
Threshold-Ultra Soft
AmazonBasics-400 W
hite
Threshold-Performance
Mayfair Linen-Egyptian C
otton
Fieldcrest-Supima Satin Stitch
Fieldcrest-700 Thread Count
Cloudten-Am
ora Sateen
Boll and Branch-Standard
30
35
40
45
50
55
60
65
70
Microtextures: Focus on Cottons
The plot on the right displays the coarseness (spacing of features) of all of the cotton sheets tested, in their more coarse directions. These samples are ordered from least expensive to most expensive, with items at low, medium and high price points each identified. One of the key features of the more expensive cotton sheets is a lower value for both microtexture coarseness (spacing) and roughness (feature height), which both likely indicate a finer weave.
Microtexture Coarseness (uCO)
Prop
erty
Val
ue (
0-10
0)Fi
ne
Coa
rse
What are “performance” sheets? What do they feel like and why?
Case Study February 2019
Frictions
• fST represents static friction.
• It can be analyzed for obvious differences as well as more subtle differences.
• Zooming in on a subset of materials will help characterize some of the more subtle changes in feel.
Room Essentials - Jersey
Craft Linen-Sleep Easy Egyptian C
ottonC
alifornia Design Den-400 Mod Spa
Threshold-Organic
Threshold-Ultra Soft
AmazonBasics-400 W
hite
Threshold-Performance
Mayfair Linen-Egyptian C
otton
Fieldcrest-Supima Satin Stitch
Fieldcrest-700 Thread Count
Cloudten-Am
ora Sateen
Boll and Branch-Standard
30
35
40
45
50
55
60
65
70
Tactile Stiction (fST)
Prop
erty
Val
ue (
0-10
0)Lo
w G
rip
Hig
h G
rip
Case Study February 2019
Friction — Sheeks vs. Silks
The plot on the right shows the friction in both directions for two silk sheets (circled in red), Sheex sheets (circled in green), and baseline microfiber sheets (circled in blue). The Sheex sheets provide the higher friction feeling (part of what makes silky sheets feel silky) in both directions, whereas the silk sheets feel different in each direction!
Room Essentials-Easy Care
Mellanni-1800 Brushed Microfiber
Alaska Bear - Natural Silk
Sheex-Performance Fabric
Yanibest-Silk
25
30
35
Dire
ctio
n O
ne
Room Essentials-Easy Care
Mellanni-1800 Brushed Microfiber
Alaska Bear - Natural Silk
Sheex-Performance Fabric
Yanibest-Silk
20
25
30
35
40
Dire
ctio
n Tw
o
Tactile Stiction (fST)
Can we combine all of the information to determine which sheets feel the most similar?
Case Study February 2019
Similarity Matrices
• The similarity matrix is the best overall summary of how things feel.
• Combines similarities and differences between surfaces in all 15 dimensions to determine a final “similarity score”.
• A value of 0 indicates that the two surfaces are completely different and that the Toccare will never report that they feel the same.
• A value of 1 indicates that the two surfaces feel so similarly that the Toccare was unable to discriminate between them.
• A score in between 0 and 1 indicates that while there were some similarities between the surfaces, there were some differences as well. The Toccare will pick up on the differences but may not be able to differentiate with absolute certainty.
Case Study February 2019
Machine Discriminability of SheetsAl
aska
Bea
r-Na
tura
l Silk
Amaz
onBa
sics-
400
Whi
te
Blue
Fluf
fy Fl
eece
Boll a
nd B
ranc
h -
Stan
dard
Califo
rnia
Des
ign
Den
- 40
0 M
od S
pa
Clou
dten
- A
mor
a Sa
teen
Craf
t Lin
en -
Sle
ep Ea
sy Eg
yptia
n Co
tton
Elega
nt C
omfo
rt -
1500
Thr
ead
Coun
t
Field
cres
t - 7
00 T
hrea
d Co
unt
Field
cres
t - S
ilky
Soft
Field
cres
t - S
upim
a Sa
tin S
titch
HS -
Shi
ning
Gre
y
Lux D
ecor
- 18
00 P
rem
ium
May
fair
Linen
- Eg
yptia
n Co
tton
McA
liste
r
Mel
lani
- 18
00 B
rush
ed M
icro
fiber
Pinzo
n -
Heav
ywei
ght F
lann
el
Room
Esse
ntia
ls -
Easy
Car
e
Room
Esse
ntia
ls -
Jers
ey
Room
Esse
ntia
ls -
Mic
rofib
er
Shee
x - P
erfo
rman
ce Fa
bric
Sono
ro K
ate
Thre
shol
d -
Orga
nic
Thre
shol
d -
Perfo
rman
ce
Thre
shol
d -
Ultra
Sof
tYa
nibe
st -
Silk
Zen
Bam
boo
Alaska Bear-Natural Silk
AmazonBasics-400 White
Blue Fluffy Fleece
Boll and Branch - Standard
California Design Den - 400 Mod Spa
Cloudten - Amora Sateen
Craft Linen - Sleep Easy Egyptian Cotton
Elegant Comfort - 1500 Thread Count
Fieldcrest - 700 Thread Count
Fieldcrest - Silky Soft
Fieldcrest - Supima Satin Stitch
HS - Shining Grey
Lux Decor - 1800 Premium
Mayfair Linen - Egyptian Cotton
McAlister
Mellani - 1800 Brushed Microfiber
Pinzon - Heavyweight Flannel
Room Essentials - Easy Care
Room Essentials - Jersey
Room Essentials - Microfiber
Sheex - Performance Fabric
Sonoro Kate
Threshold - Organic
Threshold - Performance
Threshold - Ultra Soft
Yanibest - Silk
Zen Bamboo 0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Similarity Matrix
Toccare discriminability of Cloudten and Room Essentials Microfiber sheets. The Toccare can fully discriminate these sheets.
Toccare discriminability of Threshold Organic vs Threshold Ultrasoft sheets. Even the instrument has trouble differentiating the feels of these.
Case Study February 2019
Step 4: Convert the Data
• The Toccare is better than humans at perceiving differences in how materials feel
• Initial similarity numbers represent how similar surfaces feel to the Toccare. We want to convert to numbers demonstrating how similarly materials will feel to human perception:
• Determine how sensitive humans are to differences in the different dimensions (applied specifically to sheets)
• Modify calculations to account for human sensitivities
• Apply the calculations and present metrics for how similar the sheets feel
Case Study February 2019
Human Discriminability of Sheets
• The following matrix demonstrates an estimate of the discriminability of sheets by humans.
• The sheets have been organized by material types.
• Humans have a much more difficult time detecting very small variations in how things feel, as demonstrated in the graphic.
Blue
Fluf
fy Fl
eece
McA
liste
r
Pinzo
n-He
avyw
eigh
t
Elega
nt C
omfo
rt-15
00 T
hrea
d Co
unt
HS-S
hini
ng G
rey
Lux D
ecor
-180
0 Pr
emiu
m
Mel
lann
i-18
00 B
rush
ed M
icro
fiber
Room
Esse
ntia
ls-M
icro
fiber
Sono
ro K
ate-
Lake
Blu
e
Zen
Bam
boo-
Stan
dard
Whi
te
Amaz
onBa
sics-
400
Whi
te
Califo
rnia
Des
ign
Den-
400
Mod
Spa
Room
Esse
ntia
ls -
Jers
ey
Thre
shol
d-Pe
rform
ance
Thre
shol
d-Ul
tra S
oft
Boll a
nd B
ranc
h-St
anda
rd
Clou
dten
-Am
ora
Sate
en
Craf
t Lin
en-S
leep
Easy
Egyp
tian
Cotto
n
Field
cres
t-70
0 Th
read
Cou
nt
Field
cres
t-Su
pim
a Sa
tin S
titch
May
fair
Linen
-Egy
ptia
n Co
tton
Thre
shol
d-Or
gani
cFie
ldcr
est-
Silky
Sof
t
Room
Esse
ntia
ls-Ea
sy C
are
Shee
x-Pe
rform
ance
Fabr
ic
Alas
ka B
ear -
Nat
ural
Silk
Yani
best
-Silk
Blue Fluffy Fleece
McAlister
Pinzon-Heavyweight
Elegant Comfort-1500 Thread Count
HS-Shining Grey
Lux Decor-1800 Premium
Mellanni-1800 Brushed Microfiber
Room Essentials-Microfiber
Sonoro Kate-Lake Blue
Zen Bamboo-Standard White
AmazonBasics-400 White
California Design Den-400 Mod Spa
Room Essentials - Jersey
Threshold-Performance
Threshold-Ultra Soft
Boll and Branch-Standard
Cloudten-Amora Sateen
Craft Linen-Sleep Easy Egyptian Cotton
Fieldcrest-700 Thread Count
Fieldcrest-Supima Satin Stitch
Mayfair Linen-Egyptian Cotton
Threshold-Organic
Fieldcrest-Silky Soft
Room Essentials-Easy Care
Sheex-Performance Fabric
Alaska Bear - Natural Silk
Yanibest-Silk0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Alas
ka B
ear-
Natu
ral S
ilk
Amaz
onBa
sics-
400
Whi
te
Blue
Fluf
fy Fl
eece
Boll a
nd B
ranc
h -
Stan
dard
Califo
rnia
Des
ign
Den
- 40
0 M
od S
pa
Clou
dten
- A
mor
a Sa
teen
Craf
t Lin
en -
Sle
ep Ea
sy Eg
yptia
n Co
tton
Elega
nt C
omfo
rt -
1500
Thr
ead
Coun
t
Field
cres
t - 7
00 T
hrea
d Co
unt
Field
cres
t - S
ilky
Soft
Field
cres
t - S
upim
a Sa
tin S
titch
HS -
Shi
ning
Gre
y
Lux D
ecor
- 18
00 P
rem
ium
May
fair
Linen
- Eg
yptia
n Co
tton
McA
liste
r
Mel
lani
- 18
00 B
rush
ed M
icro
fiber
Pinzo
n -
Heav
ywei
ght F
lann
el
Room
Esse
ntia
ls -
Easy
Car
e
Room
Esse
ntia
ls -
Jers
ey
Room
Esse
ntia
ls -
Mic
rofib
er
Shee
x - P
erfo
rman
ce Fa
bric
Sono
ro K
ate
Thre
shol
d -
Orga
nic
Thre
shol
d -
Perfo
rman
ce
Thre
shol
d -
Ultra
Sof
tYa
nibe
st -
Silk
Zen
Bam
boo
Alaska Bear-Natural Silk
AmazonBasics-400 White
Blue Fluffy Fleece
Boll and Branch - Standard
California Design Den - 400 Mod Spa
Cloudten - Amora Sateen
Craft Linen - Sleep Easy Egyptian Cotton
Elegant Comfort - 1500 Thread Count
Fieldcrest - 700 Thread Count
Fieldcrest - Silky Soft
Fieldcrest - Supima Satin Stitch
HS - Shining Grey
Lux Decor - 1800 Premium
Mayfair Linen - Egyptian Cotton
McAlister
Mellani - 1800 Brushed Microfiber
Pinzon - Heavyweight Flannel
Room Essentials - Easy Care
Room Essentials - Jersey
Room Essentials - Microfiber
Sheex - Performance Fabric
Sonoro Kate
Threshold - Organic
Threshold - Performance
Threshold - Ultra Soft
Yanibest - Silk
Zen Bamboo 0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Toccare Discriminability
Human Discriminability
Can we use this data to find trends?
Case Study February 2019
Step 5: Reorganize the Data
• Reorder the data to group similar materials
• Zoom in on relevant subsets
• Reorder within subsets by relevant factors (color, price, etc.)
Amaz
onBa
sics-
400
Whi
te
Califo
rnia
Des
ign
Den-
400
Mod
Spa
Room
Esse
ntia
ls -
Jers
eyTh
resh
old-
Perfo
rman
ce
Thre
shol
d-Ul
tra S
oft
Boll a
nd B
ranc
h-St
anda
rdCl
oudt
en-A
mor
a Sa
teen
Craf
t Lin
en-S
leep
Easy
Egyp
tian
Cotto
nFie
ldcr
est-
700
Thre
ad C
ount
Field
cres
t-Su
pim
a Sa
tin S
titch
May
fair
Linen
-Egy
ptia
n Co
tton
Thre
shol
d-Or
gani
c
AmazonBasics-400 White
California Design Den-400 Mod Spa
Room Essentials - Jersey
Threshold-Performance
Threshold-Ultra Soft
Boll and Branch-Standard
Cloudten-Amora Sateen
Craft Linen-Sleep Easy Egyptian Cotton
Fieldcrest-700 Thread Count
Fieldcrest-Supima Satin Stitch
Mayfair Linen-Egyptian Cotton
Threshold-Organic
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Blue
Fluf
fy Fl
eece
McA
liste
r
Pinzo
n-He
avyw
eigh
t
Elega
nt C
omfo
rt-15
00 T
hrea
d Co
unt
HS-S
hini
ng G
rey
Lux D
ecor
-180
0 Pr
emiu
m
Mel
lann
i-18
00 B
rush
ed M
icro
fiber
Room
Esse
ntia
ls-M
icro
fiber
Sono
ro K
ate-
Lake
Blu
e
Zen
Bam
boo-
Stan
dard
Whi
te
Amaz
onBa
sics-
400
Whi
te
Califo
rnia
Des
ign
Den-
400
Mod
Spa
Room
Esse
ntia
ls -
Jers
ey
Thre
shol
d-Pe
rform
ance
Thre
shol
d-Ul
tra S
oft
Boll a
nd B
ranc
h-St
anda
rd
Clou
dten
-Am
ora
Sate
en
Craf
t Lin
en-S
leep
Easy
Egyp
tian
Cotto
n
Field
cres
t-70
0 Th
read
Cou
nt
Field
cres
t-Su
pim
a Sa
tin S
titch
May
fair
Linen
-Egy
ptia
n Co
tton
Thre
shol
d-Or
gani
cFie
ldcr
est-
Silky
Sof
t
Room
Esse
ntia
ls-Ea
sy C
are
Shee
x-Pe
rform
ance
Fabr
ic
Alas
ka B
ear -
Nat
ural
Silk
Yani
best
-Silk
Blue Fluffy Fleece
McAlister
Pinzon-Heavyweight
Elegant Comfort-1500 Thread Count
HS-Shining Grey
Lux Decor-1800 Premium
Mellanni-1800 Brushed Microfiber
Room Essentials-Microfiber
Sonoro Kate-Lake Blue
Zen Bamboo-Standard White
AmazonBasics-400 White
California Design Den-400 Mod Spa
Room Essentials - Jersey
Threshold-Performance
Threshold-Ultra Soft
Boll and Branch-Standard
Cloudten-Amora Sateen
Craft Linen-Sleep Easy Egyptian Cotton
Fieldcrest-700 Thread Count
Fieldcrest-Supima Satin Stitch
Mayfair Linen-Egyptian Cotton
Threshold-Organic
Fieldcrest-Silky Soft
Room Essentials-Easy Care
Sheex-Performance Fabric
Alaska Bear - Natural Silk
Yanibest-Silk0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Thread CountLow High
Case Study February 2019
By Thread Count
As shown, there is no real trend between the listed thread count of cotton sheets and how they feel. Other factors, including the type of weave may have a larger impact.
Amaz
onBa
sics-
400
Whi
te
Califo
rnia
Des
ign
Den-
400
Mod
Spa
Room
Esse
ntia
ls -
Jers
eyTh
resh
old-
Perfo
rman
ce
Thre
shol
d-Ul
tra S
oft
Boll a
nd B
ranc
h-St
anda
rdCl
oudt
en-A
mor
a Sa
teen
Craf
t Lin
en-S
leep
Easy
Egyp
tian
Cotto
nFie
ldcr
est-
700
Thre
ad C
ount
Field
cres
t-Su
pim
a Sa
tin S
titch
May
fair
Linen
-Egy
ptia
n Co
tton
Thre
shol
d-Or
gani
c
AmazonBasics-400 White
California Design Den-400 Mod Spa
Room Essentials - Jersey
Threshold-Performance
Threshold-Ultra Soft
Boll and Branch-Standard
Cloudten-Amora Sateen
Craft Linen-Sleep Easy Egyptian Cotton
Fieldcrest-700 Thread Count
Fieldcrest-Supima Satin Stitch
Mayfair Linen-Egyptian Cotton
Threshold-Organic
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Room
Esse
ntia
ls -
Jers
ey
Craf
t Lin
en-S
leep
Easy
Egyp
tian
Cotto
n
Califo
rnia
Des
ign
Den-
400
Mod
Spa
Thre
shol
d-Or
gani
cTh
resh
old-
Ultra
Sof
tTh
resh
old-
Perfo
rman
ceAm
azon
Basic
s-40
0 W
hite
May
fair
Linen
-Egy
ptia
n Co
tton
Field
cres
t-Su
pim
a Sa
tin S
titch
Field
cres
t-70
0 Th
read
Cou
ntCl
oudt
en-A
mor
a Sa
teen
Boll a
nd B
ranc
h-St
anda
rd
Room Essentials - Jersey
Craft Linen-Sleep Easy Egyptian Cotton
California Design Den-400 Mod Spa
Threshold-Organic
Threshold-Ultra Soft
Threshold-Performance
AmazonBasics-400 White
Mayfair Linen-Egyptian Cotton
Fieldcrest-Supima Satin Stitch
Fieldcrest-700 Thread Count
Cloudten-Amora Sateen
Boll and Branch-Standard
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Thread CountLow High
Can we find inexpensive products that feel like expensive ones?
Case Study February 2019
By Price
The Craft Linen Sleep Easy Egyptian Cotton sheets are inexpensive sheets that feel relatively similar to the higher priced cotton sheets!
Room
Esse
ntia
ls -
Jers
ey
Craf
t Lin
en-S
leep
Easy
Egyp
tian
Cotto
n
Califo
rnia
Des
ign
Den-
400
Mod
Spa
Thre
shol
d-Or
gani
cTh
resh
old-
Ultra
Sof
tTh
resh
old-
Perfo
rman
ceAm
azon
Basic
s-40
0 W
hite
May
fair
Linen
-Egy
ptia
n Co
tton
Field
cres
t-Su
pim
a Sa
tin S
titch
Field
cres
t-70
0 Th
read
Cou
ntCl
oudt
en-A
mor
a Sa
teen
Boll a
nd B
ranc
h-St
anda
rd
Room Essentials - Jersey
Craft Linen-Sleep Easy Egyptian Cotton
California Design Den-400 Mod Spa
Threshold-Organic
Threshold-Ultra Soft
Threshold-Performance
AmazonBasics-400 White
Mayfair Linen-Egyptian Cotton
Fieldcrest-Supima Satin Stitch
Fieldcrest-700 Thread Count
Cloudten-Amora Sateen
Boll and Branch-Standard
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Amaz
onBa
sics-
400
Whi
te
Califo
rnia
Des
ign
Den-
400
Mod
Spa
Room
Esse
ntia
ls -
Jers
eyTh
resh
old-
Perfo
rman
ce
Thre
shol
d-Ul
tra S
oft
Boll a
nd B
ranc
h-St
anda
rdCl
oudt
en-A
mor
a Sa
teen
Craf
t Lin
en-S
leep
Easy
Egyp
tian
Cotto
nFie
ldcr
est-
700
Thre
ad C
ount
Field
cres
t-Su
pim
a Sa
tin S
titch
May
fair
Linen
-Egy
ptia
n Co
tton
Thre
shol
d-Or
gani
c
AmazonBasics-400 White
California Design Den-400 Mod Spa
Room Essentials - Jersey
Threshold-Performance
Threshold-Ultra Soft
Boll and Branch-Standard
Cloudten-Amora Sateen
Craft Linen-Sleep Easy Egyptian Cotton
Fieldcrest-700 Thread Count
Fieldcrest-Supima Satin Stitch
Mayfair Linen-Egyptian Cotton
Threshold-Organic
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
PriceLow High
Case Study February 2019
Summary
In this study we:
• Collected data about the haptic properties of various types of sheets.
• Combined and condensed the data to compare relevant information across the different products.
• Zoomed in on certain information to identify what differentiated “performance” and expensive sheets from more affordable products.
• Zoomed out to determine which products felt most similar and different to one another.
PETER BOTTICELLIDirector of Customer Solutions+1 213 [email protected]
Bringing scientific certainty
to decisions about product feel
syntouchinc.com