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BEHAVIOR
ANALYTICSProfit & Conversion Optimization (CRO) in Physical Retail
Ronny Max
#1 CHALLENGE RETAIL STRATEGY
What's the State
of Physical Store?
#2 CHALLENGE ONLINE & OFFLINE
What's the Role
of Technology?
#3 CHALLENGE THE "WEAK" LINK
What's the Role
of Associates?
BEHAVIOR ANALYTICS [FOR PHYSICAL RETAIL]
Get More Buyers
to Buy More
Ronny Max
Principal, Silicon Waves - CRO for Physical Stores
Agency with 150+ Solution Providers & Retailers
2015 Stanford University Vision Project in Retail
2017 Behavior Analytics Academy | We Grow
"Profit-Pros" in People Tracking Technologies,
Location Analytics & InStore Path to Purchase
About Me
Stores are Not Dead
IHL Group0
525
1,050
1,575
2,100
W
arehouse
C
lubs
D
rug
Stores
Superm
arkets
R
estaurants
C
onvienenceM
ass
M
erchents
FastFood
Source: IHL Group
Physical Stores Are Not Dead
NET STORE OPENINGS
2017 NORTH AMERICA
Malls are
NOT Dead
“The word 'mall' is a dated word,” says Steven
Lowy, Westfield Co-CEO. In 2007, 42% of sales
at Westfield came from department stores.
Today, it’s only 28%
Strong Gets Stronger
62% 20%49%
T O U C H & F E E L T A K E H O M E N O W H E L P & S E R V I C E
Why Physical Stores?
Reasons for Choosing to Shop in Stores vs. Online (Source: Retail Drive)
5 Elements of Behavior Analytics
Engage
Customers
Call to Action
Conversions
External
Trends
Prevent
Abandons
People
Source: BehaviorAnalytics.Academy
Retail is
PEOPLE
POPULAR BOOKS IN BEHAVIOR SCIENCE
BEHAVIOR
SCIENCE
ECONOMICS BUSINESS RETAIL
Daniel Kahneman & Amos
Teversky win Nobel Prize 
Economics in 2002
Nir Eyal's Hooked becomes the
New York Times #1 Best Seller,
and is Must Read to Startups
With Why We Buy in 1999, Paco
Underhill challenged retail to be a
scientific profession
HOW BEHAVIORS ENTERED
THE PUBLIC MIND
Reciprocity
Commitment
Social Proof
Being Liked
Authority
Scarcity
Attention
Persuasion by Robert Cialdini
ONLINE
CONVERSIONS
The Art & Analytics of In-
Bound, Out-Bound & CRO
PARTNER'S PRESENTATION
Conversion Rate Optimization (CRO)
ONLINE
CONVERSION
OPTIMIZATION
Source: Conversion XL
TRACKING
PEOPLE
ACTIVITIESThe "Habits" of Online Giants are "Disrupting" Physical Retail
"I very frequently get the question:
‘What's going to change in the next
10 years?’ I almost never get the
question: ‘What’s not going to
change in the next 10 years?’ That
second question is actually the
more important of the two.”
- Jeff Bezos
E N G A G EQ U A N T I F Y C U S T O M E R B E H A V I O R S
Customer's Journey
In Physical Store - Arrival to Exit
What'sPhysicalStore?
Demand Analytics
Source: Luxury Lunches
R E T U R N O N
E X P E R I E N C E ?
Source: Apple
GREAT DESIGN STARTS
WITH EXPERIENCE
The Remodeled Stores average
10% to 20% increase in sales
Source: L'Occitaine
E X P E R I E N C E
I S N O T
L I N E A R
5 Senses
MY
Customer
Behavioral Traits
WHO
WHAT
WHERE
WHEN
WHY
Promoters
20%
Detractors
60%
Passive
20%
- Net Promoter Score
- Mystery Shoppers
- InStore Questionnaires
S U R V E Y Y O U R
C U S T O M E R S
Ask
How Likely to Recommend?
MOVE FROM "WHAT" TO "WHY"
IT'S SUGAR
The "Candy & Sweets" specialty retailer
moved from selling candies to children
to "sweet cravings" for adults
THE OUTCOME
Store Traffic above Average
Increase in Sales Conversion
30% Increase in Revenue
BEFORE AFTER
Location
Marketing
McKinsey Global Institute:
50-60% of Perceived Value is Captured from
Location-Based Data
Loyalty & Promotions
Location
Marketing
350,000 Shoppers over 12 months
70% at Competitors Locations
3x Engagement
Push Notifications
Source V12 Data
RETAIL INCUBATORS
ADVANCED
ANALYTICS
STORE NEAR ME CONVENIENT TO ME PERSONAL TO ME
Target Marketing Promotions
by Location
Touch Screen & Endless Aisles to
buy anytime, anywhere
Digital Mirrors & Fitting Rooms 
for in-store experience
HOW INNOVATIONS POWER
CUSTOMER ENGAGEMENT
LOCATION
ANALYTICS
"WHERE" & "HOW LONG" METRICS
InStore
Path to
Purchase
Video Analytics
Thermal Maps
WiFi Tracking
BLE Beacons
Time of Flight
3D Spatial
Vision AI
People Tracking
Measure How Customers Move in
the Store & Demand Rates
L O C A L D E M A N D
E N G A G E T I M E
P A T H A N A L Y S I S
Quantify Sales Opportunities for
Department, Display & Product
Capture the Customer's Level of
Interest with Dwell/Stay Time
Online - Offline
Attribution
Free for "YOUR" Personal Information
Opt-In vs. Opt-Out Analytics
Competition = Apple & Facebook & Google...
Respect Your Customers PRIVACY
"Each time a consumer is
exposed to an improved
shopping experience,  their
expectations are reset to a
higher level of experience."
- Brendan Witcher, Forrester
C O N V E R T
R E T A I L E R
C A L L T O
A C T I O N
W H A T M O V E S S A L E S ?
WiFi for
Associates
x 7 . 6
X - C h a n n e l
M a r k e t i n g
x 2 . 1
C u s t o m e r
P r e f e r e n c e s
x 2 . 1
X - C h a n n e l
D e m a n d P l a n
x 2 . 0
M o b i l e P O S
i n S t o r e s
x 1 . 9
Source: IHL/NCR
x 1 . 8 L o y a l t y i n
R e a l - T i m e
72% of associates
will stay if given
tools to succeed
Customer Benefits
Product Information
Product Availability
Mobile POS
Associate Benefits
Self Scheduling
Online Training
Task Management
Why WiFi?
Source: Best Buy
Personal Service
Informed Seller
Call Center Rep
Items Fulfillment
Store Operations
Role of Store Associates
Personalized Clientaling
RE-IMAGINE   
CUSTOMER &
ASSOCIATE
RELATIONSHIP
Source: Barneys New York
Brand Ambassadors
A FIELD GUIDE TO COLLEGE FASHION
STORE LAYOUT
& OPERATIONS
MERCHANDISING MARKETING PRICING
Includes horizontal vs. vertical
displays, and product position
Includes marketing signs, posts,
and placements
Includes price, fonts, clearance
racks, and display positioning
USING ELEMENTS OF PRODUCT
DESIGN & USER EXPERIENCE IN
PHYSICAL STORES
Product
Tracking
Supply Chain
Logistics
Out of Stock
Item Turnover
Inventory Accuracy
Store Operations
RFID Tags & Advanced Analytics
Dynamic
Pricing
Not Low Cost
Not Personalized
Not During the Day
Yes - Change Per Market Demand
Yes - Context to Product Positioning
Store Operations
Digital Shelves & Advanced Analytics
Advanced InStore CRO
Digital Dressing-Room & Product RFID Tags
Source:
Fabletics
Benjamin Moore interviewed customers,
explored other retailers, and tested ideas
in concept store. The result: 18% increased
engagement in Color Studio & 2x sales in
Remodeled Stores
HOW "OLD SCHOOL"
RETAILER STAYS
RELEVANT?
"Always migrate your
audience to the path of
least resistance."
- Kintan Brahmbhatt
@Amazon
Prevent
Friction
ABANDON
LEAVING THE
LINE / ACTIVITY
NOT ENTERING
THE STORE
NOT RETURNING
TO THE STORE
CUSTOMER DISPLEASURE
NOT ENTERING
THE LINE
Minimize Bottlenecks
LastTouch
Checkout
Queue Management
Customer Service Policy (Sample): Serve
95% of Customers in Less than 3 Minutes
First Touch
Checkouts
Quick Service Restaurants
Transportation Hubs
Retail Banking
Queue Flow
Maximize the efficiency of our
(stores) workforce through the
effective use of information
technology
4 8 %
Establish a more data-driven
culture (use information to
create sustainable competitive
advantage)
4 5 %
SOURCE: RSR RESEARCH, FEBRUARY 2018
T O P O P P O R T U N I T I E S F O R I T
S P E N D I N G T O C O N T R I B U T E T O
Y O U R C O M P A N Y ' S S U C C E S S
BEHAVIOR ANALYTICS
is the Process to Optimize Profits &
Conversions in Physical Stores
- with Time & Location Analytics, KPI
Customer Frameworks, and In-Store
Path to Purchase
- Ronny Max
Behavior Analytics .Academy
S T O R E
D A T A - D R I V E N O P T I M I Z A T I O N
FUTURE OF PHYSICAL STORES
UNITED
COMMERCE
INTERNET OF THINGS MACHINE LEARNING AI AUGMENTED REALITY
Capture Sensors & Devices  for
InStore Tracking
Consolidate Stores Data for
Advanced Analytics
Give Customers Access Anytime,
Anywhere & Anyway
DESIGN "GROWTH HACKING"
FOR THE CHAOTIC & SOCIAL
PHYSICAL STORES
DATA SOURCES
Sales |Transactions
Products | SKU
Social | Posts
Store| Activities
Economy | External
Business Goals: Identify "WHY"
Metrics are Building Blocks
Key Performance Indicators
The North Star is Profit
Research, Test & Optimize
Principles of Behavior Analytics
DEMAND
ANALYTICS
CASE STUDY- WEATHER
A retailer learned that fluctuations in
weather (above 5 degrees) decreased
their footfall traffic, yet increased the
sales conversion and revenue by 7%
OPTIMIZE SALES CONVERSION
MALL
ANALYTICS
CASE STUDY - PROXIMITY TRAFFIC
A shopping center saw 18% increase
in footfall traffic and leasing revenue
from stores in the vicinity of the new
Apple Store
OPTIMIZE CAPTURE RATE
STORE
SEGMENTS
CASE STUDY - LAGGARD STORES
When a retailer compared stores by
segments (i.e. traffic, demographics,
and conversion), they easily identified
laggard stores. In 3 months, they
experienced 10% increase in sales
OPTIMIZE PRODUCT ASSORTMENTS
BUYING GROUPS
CASE STUDY - GIRLFRIEND FACTOR
When we designed a framework for
new products, the data pointed to
returned visits when two girlfriends
shopped together. The "Buy 1 Get 1"
promotion increase sales by 18% 
OPTIMIZE MARKETING PROMOTIONS
LOCAL DEMAND
CASE STUDY - STORE DESIGN
A supermarket redesigned the wine
and beer department after a study of
path analysis and customer flow. The
new design increased annual wine
sales by 24%
OPTIMIZE CUSTOMER FLOW
CUSTOMER
ENGAGEMENT
CASE STUDY - IDENTIFY TRENDS
We assigned “Display Engage Levels”
based on Stay Time optimization. The
products below 70% were slated for
clearance. Those above 90% were
labeled as “trendy”.
OPTIMIZE STAY TIME
CALL TO ACTION
CONVERSION
CASE STUDY - FITTING ROOMS
A department store assigned CTA
targets to mirrors and calculated
conversions by InStore Brands. The
study resulted in redesign of the
fitting rooms and service. 
OPTIMIZE IN-STORE CONVERSIONS
FRICTION
POINTS
CASE STUDY - TIME STUDIES
Activity-Based-Costing analysis of
stocking shelves in a supermarket led
to changes in store operations, with
an increase in associates productivity
and customer satisfaction, and the
decrease in payroll costs. 
OPTIMIZE TASK MANAGEMENT
CUSTOMER
SERVICE
CASE STUDY - LOYALTY PROGRAM
An analysis of customer service
activities led to changes in store
operations and loyalty program, with
direct increase of sales of over 10%
OPTIMIZE SERVICE PRODUCTIVITY
PURCHASE
POINTS
CASE STUDY - PRODUCT POSITIONING
A/B testing of 3 product positioning
options led to discoveries that
increased product sales and reduced
marketing promotions
OPTIMIZE PRODUCT POSITIONING
Optimization is
TEAM Sport
Behavior Analytics . Academy

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Behavior Analytics by Ronny Max

  • 1. BEHAVIOR ANALYTICSProfit & Conversion Optimization (CRO) in Physical Retail Ronny Max
  • 2. #1 CHALLENGE RETAIL STRATEGY What's the State of Physical Store?
  • 3. #2 CHALLENGE ONLINE & OFFLINE What's the Role of Technology?
  • 4. #3 CHALLENGE THE "WEAK" LINK What's the Role of Associates?
  • 5. BEHAVIOR ANALYTICS [FOR PHYSICAL RETAIL] Get More Buyers to Buy More
  • 6. Ronny Max Principal, Silicon Waves - CRO for Physical Stores Agency with 150+ Solution Providers & Retailers 2015 Stanford University Vision Project in Retail 2017 Behavior Analytics Academy | We Grow "Profit-Pros" in People Tracking Technologies, Location Analytics & InStore Path to Purchase About Me
  • 7. Stores are Not Dead IHL Group0 525 1,050 1,575 2,100 W arehouse C lubs D rug Stores Superm arkets R estaurants C onvienenceM ass M erchents FastFood Source: IHL Group Physical Stores Are Not Dead NET STORE OPENINGS 2017 NORTH AMERICA
  • 8. Malls are NOT Dead “The word 'mall' is a dated word,” says Steven Lowy, Westfield Co-CEO. In 2007, 42% of sales at Westfield came from department stores. Today, it’s only 28% Strong Gets Stronger
  • 9. 62% 20%49% T O U C H & F E E L T A K E H O M E N O W H E L P & S E R V I C E Why Physical Stores? Reasons for Choosing to Shop in Stores vs. Online (Source: Retail Drive)
  • 10. 5 Elements of Behavior Analytics Engage Customers Call to Action Conversions External Trends Prevent Abandons People Source: BehaviorAnalytics.Academy
  • 12. POPULAR BOOKS IN BEHAVIOR SCIENCE BEHAVIOR SCIENCE ECONOMICS BUSINESS RETAIL Daniel Kahneman & Amos Teversky win Nobel Prize  Economics in 2002 Nir Eyal's Hooked becomes the New York Times #1 Best Seller, and is Must Read to Startups With Why We Buy in 1999, Paco Underhill challenged retail to be a scientific profession HOW BEHAVIORS ENTERED THE PUBLIC MIND
  • 14. ONLINE CONVERSIONS The Art & Analytics of In- Bound, Out-Bound & CRO PARTNER'S PRESENTATION
  • 15. Conversion Rate Optimization (CRO) ONLINE CONVERSION OPTIMIZATION Source: Conversion XL
  • 16. TRACKING PEOPLE ACTIVITIESThe "Habits" of Online Giants are "Disrupting" Physical Retail
  • 17. "I very frequently get the question: ‘What's going to change in the next 10 years?’ I almost never get the question: ‘What’s not going to change in the next 10 years?’ That second question is actually the more important of the two.” - Jeff Bezos
  • 18. E N G A G EQ U A N T I F Y C U S T O M E R B E H A V I O R S
  • 19. Customer's Journey In Physical Store - Arrival to Exit
  • 21. R E T U R N O N E X P E R I E N C E ? Source: Apple
  • 22. GREAT DESIGN STARTS WITH EXPERIENCE The Remodeled Stores average 10% to 20% increase in sales Source: L'Occitaine
  • 23. E X P E R I E N C E I S N O T L I N E A R
  • 26. Promoters 20% Detractors 60% Passive 20% - Net Promoter Score - Mystery Shoppers - InStore Questionnaires S U R V E Y Y O U R C U S T O M E R S Ask How Likely to Recommend?
  • 27. MOVE FROM "WHAT" TO "WHY" IT'S SUGAR The "Candy & Sweets" specialty retailer moved from selling candies to children to "sweet cravings" for adults THE OUTCOME Store Traffic above Average Increase in Sales Conversion 30% Increase in Revenue BEFORE AFTER
  • 28. Location Marketing McKinsey Global Institute: 50-60% of Perceived Value is Captured from Location-Based Data Loyalty & Promotions
  • 29. Location Marketing 350,000 Shoppers over 12 months 70% at Competitors Locations 3x Engagement Push Notifications Source V12 Data
  • 30. RETAIL INCUBATORS ADVANCED ANALYTICS STORE NEAR ME CONVENIENT TO ME PERSONAL TO ME Target Marketing Promotions by Location Touch Screen & Endless Aisles to buy anytime, anywhere Digital Mirrors & Fitting Rooms  for in-store experience HOW INNOVATIONS POWER CUSTOMER ENGAGEMENT
  • 32. InStore Path to Purchase Video Analytics Thermal Maps WiFi Tracking BLE Beacons Time of Flight 3D Spatial Vision AI People Tracking
  • 33. Measure How Customers Move in the Store & Demand Rates L O C A L D E M A N D E N G A G E T I M E P A T H A N A L Y S I S Quantify Sales Opportunities for Department, Display & Product Capture the Customer's Level of Interest with Dwell/Stay Time
  • 34. Online - Offline Attribution Free for "YOUR" Personal Information Opt-In vs. Opt-Out Analytics Competition = Apple & Facebook & Google... Respect Your Customers PRIVACY
  • 35. "Each time a consumer is exposed to an improved shopping experience,  their expectations are reset to a higher level of experience." - Brendan Witcher, Forrester
  • 36. C O N V E R T R E T A I L E R C A L L T O A C T I O N
  • 37. W H A T M O V E S S A L E S ? WiFi for Associates x 7 . 6 X - C h a n n e l M a r k e t i n g x 2 . 1 C u s t o m e r P r e f e r e n c e s x 2 . 1 X - C h a n n e l D e m a n d P l a n x 2 . 0 M o b i l e P O S i n S t o r e s x 1 . 9 Source: IHL/NCR x 1 . 8 L o y a l t y i n R e a l - T i m e
  • 38. 72% of associates will stay if given tools to succeed Customer Benefits Product Information Product Availability Mobile POS Associate Benefits Self Scheduling Online Training Task Management Why WiFi? Source: Best Buy
  • 39. Personal Service Informed Seller Call Center Rep Items Fulfillment Store Operations Role of Store Associates
  • 40. Personalized Clientaling RE-IMAGINE    CUSTOMER & ASSOCIATE RELATIONSHIP Source: Barneys New York
  • 42. A FIELD GUIDE TO COLLEGE FASHION STORE LAYOUT & OPERATIONS MERCHANDISING MARKETING PRICING Includes horizontal vs. vertical displays, and product position Includes marketing signs, posts, and placements Includes price, fonts, clearance racks, and display positioning USING ELEMENTS OF PRODUCT DESIGN & USER EXPERIENCE IN PHYSICAL STORES
  • 43. Product Tracking Supply Chain Logistics Out of Stock Item Turnover Inventory Accuracy Store Operations RFID Tags & Advanced Analytics
  • 44. Dynamic Pricing Not Low Cost Not Personalized Not During the Day Yes - Change Per Market Demand Yes - Context to Product Positioning Store Operations Digital Shelves & Advanced Analytics
  • 45. Advanced InStore CRO Digital Dressing-Room & Product RFID Tags Source: Fabletics
  • 46. Benjamin Moore interviewed customers, explored other retailers, and tested ideas in concept store. The result: 18% increased engagement in Color Studio & 2x sales in Remodeled Stores HOW "OLD SCHOOL" RETAILER STAYS RELEVANT?
  • 47. "Always migrate your audience to the path of least resistance." - Kintan Brahmbhatt @Amazon
  • 49. ABANDON LEAVING THE LINE / ACTIVITY NOT ENTERING THE STORE NOT RETURNING TO THE STORE CUSTOMER DISPLEASURE NOT ENTERING THE LINE
  • 51. LastTouch Checkout Queue Management Customer Service Policy (Sample): Serve 95% of Customers in Less than 3 Minutes
  • 52. First Touch Checkouts Quick Service Restaurants Transportation Hubs Retail Banking Queue Flow
  • 53. Maximize the efficiency of our (stores) workforce through the effective use of information technology 4 8 % Establish a more data-driven culture (use information to create sustainable competitive advantage) 4 5 % SOURCE: RSR RESEARCH, FEBRUARY 2018 T O P O P P O R T U N I T I E S F O R I T S P E N D I N G T O C O N T R I B U T E T O Y O U R C O M P A N Y ' S S U C C E S S
  • 54. BEHAVIOR ANALYTICS is the Process to Optimize Profits & Conversions in Physical Stores - with Time & Location Analytics, KPI Customer Frameworks, and In-Store Path to Purchase - Ronny Max Behavior Analytics .Academy
  • 55. S T O R E D A T A - D R I V E N O P T I M I Z A T I O N
  • 56. FUTURE OF PHYSICAL STORES UNITED COMMERCE INTERNET OF THINGS MACHINE LEARNING AI AUGMENTED REALITY Capture Sensors & Devices  for InStore Tracking Consolidate Stores Data for Advanced Analytics Give Customers Access Anytime, Anywhere & Anyway DESIGN "GROWTH HACKING" FOR THE CHAOTIC & SOCIAL PHYSICAL STORES
  • 57. DATA SOURCES Sales |Transactions Products | SKU Social | Posts Store| Activities Economy | External
  • 58. Business Goals: Identify "WHY" Metrics are Building Blocks Key Performance Indicators The North Star is Profit Research, Test & Optimize Principles of Behavior Analytics
  • 59. DEMAND ANALYTICS CASE STUDY- WEATHER A retailer learned that fluctuations in weather (above 5 degrees) decreased their footfall traffic, yet increased the sales conversion and revenue by 7% OPTIMIZE SALES CONVERSION
  • 60. MALL ANALYTICS CASE STUDY - PROXIMITY TRAFFIC A shopping center saw 18% increase in footfall traffic and leasing revenue from stores in the vicinity of the new Apple Store OPTIMIZE CAPTURE RATE
  • 61. STORE SEGMENTS CASE STUDY - LAGGARD STORES When a retailer compared stores by segments (i.e. traffic, demographics, and conversion), they easily identified laggard stores. In 3 months, they experienced 10% increase in sales OPTIMIZE PRODUCT ASSORTMENTS
  • 62. BUYING GROUPS CASE STUDY - GIRLFRIEND FACTOR When we designed a framework for new products, the data pointed to returned visits when two girlfriends shopped together. The "Buy 1 Get 1" promotion increase sales by 18%  OPTIMIZE MARKETING PROMOTIONS
  • 63. LOCAL DEMAND CASE STUDY - STORE DESIGN A supermarket redesigned the wine and beer department after a study of path analysis and customer flow. The new design increased annual wine sales by 24% OPTIMIZE CUSTOMER FLOW
  • 64. CUSTOMER ENGAGEMENT CASE STUDY - IDENTIFY TRENDS We assigned “Display Engage Levels” based on Stay Time optimization. The products below 70% were slated for clearance. Those above 90% were labeled as “trendy”. OPTIMIZE STAY TIME
  • 65. CALL TO ACTION CONVERSION CASE STUDY - FITTING ROOMS A department store assigned CTA targets to mirrors and calculated conversions by InStore Brands. The study resulted in redesign of the fitting rooms and service.  OPTIMIZE IN-STORE CONVERSIONS
  • 66. FRICTION POINTS CASE STUDY - TIME STUDIES Activity-Based-Costing analysis of stocking shelves in a supermarket led to changes in store operations, with an increase in associates productivity and customer satisfaction, and the decrease in payroll costs.  OPTIMIZE TASK MANAGEMENT
  • 67. CUSTOMER SERVICE CASE STUDY - LOYALTY PROGRAM An analysis of customer service activities led to changes in store operations and loyalty program, with direct increase of sales of over 10% OPTIMIZE SERVICE PRODUCTIVITY
  • 68. PURCHASE POINTS CASE STUDY - PRODUCT POSITIONING A/B testing of 3 product positioning options led to discoveries that increased product sales and reduced marketing promotions OPTIMIZE PRODUCT POSITIONING