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- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
JENNIFER GEDDY, DIRECTOR, CRM & WEB MARKETING, SONY ELECTRONICS
MICHAELA ION, SENIOR MANAGER, CRM, SONY ELECTRONICS
Scaling Big Data For
Stronger Marketing Campaigns
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
Agenda
1. An Insider’s Peek into Sony’s CRM Operation
2. (Small) Big Data-Driven Marketing Optimization
3. How Can You Use Data To Grow Your Business?
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
An Insider’s Peek Into Sony’s CRM Operation
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
While we get to market some of the world’s coolest products…
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
…At Sony, it all starts and ends with the customer
SONY CUSTOMERS
Product registration
POS
Service
Events
Web Opt-insRetail partners
Sweeps
Social
ANALYTICS & MODELING
Purchase propensity
InfluencePeer Pressure
EngagementChannel availability
Behaviors
COMMUNICATION
Direct Mail
Retailer
Addressable Paid Media
Addressable TV
METRICS
Social
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
The foundation of CRM is the customer database
SONY CUSTOMERS
Product registration
POS
Service
Events
Web Opt-insRetail partners
Sweeps
Social
You can’t foster customer relationships you don’t have, so prioritize data collection in everything you do.
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
We’ve learned along the way…
Have crystal-clear rules for data
management, transfer, and ownership in
your database provider contract.
When it’s time to part ways with your
database vendor they can make your life a
living hell…but still be wary of managing
data internally.
Record all the behavioral data you can,
you don’t know what new model will take
advantage of it.
When your data mining capabilities evolve
you may lack intelligence that would have
saved you valuable time.
Keep finding new streams of behavioral
data to prevent your database from
getting stale.
OR
OR
OR
You won’t have enough data points to
maintain accuracy in your models and your
targeting will suffer (and you might too).
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
Analytics and models are the building blocks
ANALYTICS & MODELING
Purchase propensity
InfluencePeer Pressure
EngagementChannel availability
Behaviors
Retailer
The size of your incremental revenue rests in your ability to optimize your campaigns.
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
We’ve learned along the way…
Purchase propensity is better than any
other form of targeting – including
traditional segmentations, like RFM.
When you only target demographics you
waste a good chunk of your budget.
Campaign analytics involve a lot of fuzzy
math – don’t lie to yourself about true
performance.
If you don’t know the correct stats,
eventually somebody will.
Plan around customers reached, not
customers selected – matching rates
and open rates define your reach.
OR
OR
ORYou will underestimate what it takes to have
a sizable campaign.
P.S. If you’re afraid of it, so is everyone else.
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
Communication is the finished product
COMMUNICATION
Direct Mail
Addressable Paid Media
Addressable TV
Use what you’ve learned from your customers to deliver relevant messages at the right time.
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
We’ve learned along the way…
Three channels are better than two, and
two are better than one.
Target the same customers across
channels (if possible) to keep your product
top of mind.
Use an email engagement model – the
more frequently customers open, the
more frequently you get in touch.
You’ll spam and degrade your email stats if
you don’t.
Incremental revenue growth comes from
surgical optimization.
OR
ORThe broader you go with your message and
targeting, the more budget you will waste.
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
Scaling Marketing With (Small) Big Data
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
Use analytics to expand your market
INFLUENCE BEYOND SOCIAL
LOOKALIKE MODELS
Are your customers influencing others
without your knowledge?
YES
If you don’t have enough customers,
does it mean your reach is limited?
NO
PURCHASE PATH MAPPING
Instead of selling your customers what they want, are you selling
them what you want?
YES
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
Expand beyond email and partner up
EXPANDING REACH PARTNER DATA MATCHING
If you don’t have an email opt-in, does it mean your
customer is not within your reach?
NO
Can your retail or media partners help expand your
reach effectively?
YES
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
INFLUENCE BEYOND SOCIAL
The most vocal among us aren’t always the most influential.Your database allows you to understand connections between customers that wouldn’t be
apparent or discoverable on social networks.
Technology Partner
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
ILCE6000L/B
2/MAY/2014
ILCE6000L/B
29/JUL/2014
• 88 days later
• Same model
ILCE6000
25/AUG/2014
ILCE6000L/B
28/OCT/2014
• 91 days later
• Same model
• 27 days later
• Different model
ILCE6000L/B
1/SEP/2014
ILCE6000
30/OCT/2014
• 2 days later
• Different
modelILCE6000L/B
8/AUG/2014
• 10 days later
• Same model
• 57 days later
• Same model
ILCE6000B
5/MAY/2014• 85 days later
• Different
model
ILCE6000L/B
21/NOV/2014
• 24 days later
• Same model
ILCE6000/B
27/NOV/2014
• 30 days later
• Different
model
ILCE6000L/B
18/DEC/2014
• 51 days later
• Different
model
ILCE6000L/B
29/DEC/2014
• 153 days later
• Same model
ILCE6000L/B
17/FEB/2015
• 169 days later
• Same model
ILCE6000/B
31/DEC/2014
• 121 days later
• Different model
ILCE6000L/B
1/OCT/2014
• 30 days later
• Same model
ILCE6000L/S
21/AUG/2014
• 68 days later
• Different model
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
EXPANDING REACH
Addressable paid media expands your reach. If you have a customer’s email, but not her permission to contact, you can still (try to) target
her with pertinent messaging on the web by matching email to cookies.
Technology Partner
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
Addressable Paid Media: How it Works
Liveramp matches emails to browser
cookies
Premium Partners
DMPs, DSPs, Network
Sony selects high propensity
customers
Online Platforms
CRM DATABASE
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
LOOKALIKE MODELS
Your customer base offers a path to a greater footprint. If your database is not huge or your targeting is narrow, you can create lookalike models that
will allow you to expand your programmatic reach with 3rd party data sets.
Technology Partners
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
PURCHASE PATH MAPPING
Your customers’ choices show you the next best thing to promote.If you’re selling multiple products and you have individual purchase data available, you can
optimize the purchase path to fit your customers’ needs rather than by guessing.
Technology Partner
Bought
NEX cameras
XX% buy an Alpha NEX lens
5 mos.
XX% buy another NEX camera
8 mos.Then....
XX% buy Digital Imaging accessories
5 mos.
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
In-depth Longitudinal Purchase Path
Don’t worry, we aren’t going to quiz you on this chart…
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
PARTNER DATA MATCHING
If your customer is not opted into your email communications, she might be available on a partner’s list.
Depending on the depth of your partnership, you can still get your message to your customer.
Technology Partners
(Future)
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
We’ve learned along the way (the hard way)…
Your Info Security team CAN be your
friend.
Create a hierarchy of objectives and
determine what data is most important.
Don’t expect miracles, but don’t give up
on it.
Start them at least a few days before any email drops.
Aim first and foremost to learn from each
new attempt to scale.
Educate your stakeholders continuously
and relentlessly
You can only collect so much data.
Data matching is still in early stages.
Media campaigns take time to warm up.
Keep your expectations low.
If you think something’s difficult, everyone
else around will think it’s ten times harder.
Know the rules and bend them intelligently.
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
How Can You Use Data To Grow Your Business?
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
What’s your starting point?
Active Database Size
Bu
dge
t Si
ze
Low
Med
High
<3 Mil 3-10 Mil >10 Mil
ENTRY
INTERMEDIATE
ADVANCED
• Foundational analytics• Broadcast & trigger email• Behavior/demo programmatic
• Addressable paid media• Purchase path models• Lookalike models
• Influencer models• Partner data matching• Addressable TV
- R E M O V E T H I S B O X -
A D D P E A K E R L O G O I N V I E W S L I D E M A S T E R
What do you need?
• Willingness to try new things
• Technology partners with a strong track-record in:
• Analytics
• Reporting
• Data-driven decision making
• Industry knowledge
• A good partnership with your Information Security Team