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OnlineMarketingMeetup
Ecommerce. Delivered.
3rd April, 2019
MSP, Manchester Technology Centre
Hosts:
Richard Gregory
https://www.richardgregory.co.uk/
Elena Williams, Sarah Wilding, Jonny
Mangas, Lee Mason
PushON
Sponsored by
#OnlineMarketingMeetupMcr
@PushOnltd
#OnlineMarketingMeetupMcr
@PushOnltd
#OnlineMarketingMeetupMcr
@PushOnltd
Agenda
Ecommerce. Delivered.
17:45-18:15 Attendee registration, welcome drink
18:15 Introduction from Richard Gregory
18:30 Ceri Francis, Music Magpie: Measuring Facebook
18:55 Denise Maskew, United Utilities: A Look At Marketing From Inside A
Corporate Organisation
19:15 Food/Drinks
19:30 Ben Wilkins: The Revolution In Out Of Home
19:55 Gareth Hoyle: Driving Digital Clicks To Your Physical Bricks
20:15 Closing the event and Informal gathering, drinks
Sponsored by
#OnlineMarketingMeetupMcr
@PushOnltd
Ceri Francis
Music Magpie
Ecommerce. Delivered.
Sponsored by
Summary
Defining the problem
Briefly, on the Facebook Pixel
Measurement options overview
• Attribution window comparison
• Promo codes in Ads
• Regression analysis
• A/B Testing
• Facebook Marketing API
• Bayesian structural time series
Questions
Facebook Says: Campaigns are doing great
GA Says…
Not so great.
Confusing the audience…
…which leads to trust issues
Unrelated Mark Zuckerberg Publicity Photo
Facebook Pixel: Common Problems
No transaction IDs – and against TOS to send them?!
Can’t validate the accuracy of pixel implementation
Agencies with poor understanding of measurement add their pixel to
the site
Multiple pixels duplicate event based conversion reporting
Non-specialists try multiple methods of implementation (e.g. dual
implementation in Shopify, + a tag manager)
Duplicate pixel triggers cause duplicate conversion reporting
Resource Cost Robust Results
Regression Analysis
“Look at the Pixel” & compare attribution windows
Facebook Lift Analysis (Marketing API)
Machine Learning (e.g. Bayesian approach)
Audience Based A/B Testing
Measurement Approaches
Reliance on Facebook Platform
Promotional codes in Ads
“Look at the pixel” – Attribution Comparison
How it works
1. Customise columns in “Ad Manager” or “Ad Reporting”
2. Click window comparison and select as appropriate
“Look at the pixel” – Attribution Comparison
Summary
Advantages Disadvantages
 Easy  Wholly relies on Facebook platform data
 Allows closer comparison to other Display
platforms attribution windows
 If using for optimisation, more time consuming/
less efficient measurement
 No cost
Promotion Codes in Ads
1. Setup promotion codes
2. Setup reports and calculate CoS, CPA etc.
3. If possible, automate
How it works
Campaign Spend Code Redemptions Revenue CPA CoS
Campaign 1 £250 26 £1170 £9.61 21.4%
Campaign 2 £150 21 £1203 £7.14 12.5%
Promotion Codes in Ads
Advantages Disadvantages
 No reliance on Facebook platform to track results  Dependence on customer recall of the code
 Allows daily optimisation  Difficult to factor into multi-touch attribution
models
 Efficient and reliable method of measuring FB-only
promos
 Campaigns are incentivised so results cannot be
generalised to non-promo activity
 May require marketing budget for voucher codes
Summary
Audience Based A/B Testing
1. Allocate significant portion of marketing spend over 1+ months to Facebook
2. Define two randomised audiences
3. Run campaign: pick which group to serve ads to, and exclude the other from targeting (“Treatment”
below).
4. Evaluate results (typically frequentist t-test unless you have a statistician) once significance is reached
How it works
Test Group Facebook Reach Sales Revenue AOV
Reach Estimated
Conversion Rate
Control 163,567 20,300 £701,568 £34.56 12.4%
Treatment 158,392 18,700 £649,825 £34.75 11.8%
Audience Based A/B Testing
Advantages Disadvantages
 Analogous to CRM marketing testing when
targeting existing customers
 New customer acquisition less reliable as may
require some reliance on Facebook reach metrics
 Gives a view of the incrementality of Facebook
beyond PV/PC attribution
 Some problems including results in direct-response
based attribution models
Summary
Regression Analysis
1. Allocate significant portion of marketing spend over 1+ months to Facebook, in a low-variance period
2. Define two randomised audiences (optional, useful for high variance periods)
3. Analyse results once significant
How it works
Regression Analysis
Example
Significant predictor @ 99%
Explains 16% of variance
Correlates strongly with orders
Not significant predictor (<90%)
Explains 7% of variance
Correlates minimally with orders
Regression Analysis
Summary
Advantages Disadvantages
Good solution for brands with fairly “static” sales
trends
Difficult to isolate Facebook performance when other
variables at play, e.g. seasonality
Gives a view of the incrementality of Facebook
beyond PV/PC attribution
Some problems including results in direct-response
based attribution models
Goes further than other methods to answer:
“what should the FB budget be?”
Marketing API
1. Randomise customers into “cells” (test groups)
2. Include customers eligible to see ads in both groups
3. Facebook will measure outcomes in both groups
4. Significance and incremental lift are calculated
How it works
Marketing API
Summary
Advantages Disadvantages
 Best measure of eligible reached customers  Wholly activated within the Facebook platform
 Combines statistical validity with accurate source
data
 High resource cost if done without assistance from
FB
 Easy reporting as all data held in Facebook  Can be run by FB AMs if spend is high enough, but
then no view of result calculations
 Gives a view of the incrementality of Facebook,
including for offline sales
Marketing API
https://developers.facebook.com/docs/marketing-api/guides/lift-studies
- Facebook guide to lift studies
“Designing Experiments to Measure Incrementality on Facebook”
- Bryan Liu @ Asos, et al
“A Comparison of Approaches to Advertising Measurement: Evidence from Big Field Experiments at Facebook”
- Brett R. Gordon
Further Reading
Bayesian Approach (Causal Impact)
1. Add time-series predictors of measured KPI and determine time-series predictors of performance
2. Specify control group for use as a predictor (optional + dependent on situation)
3. Run test and pass results through the determined model to estimate the impact of the
intervention(marketing campaign) in the post-period
How it works
1. Adrian Colyer, https://blog.acolyer.org/2016/03/03/inferring-causal-impact-using-bayesian-structural-time-series-models/
1
Campaign Period
Bayesian Approach (Causal Impact)
Summary
Advantages Disadvantages
 Strongest prediction power of all listed methods  Resource cost very high
 Additional insight into predictors for your business  Complex to setup and run
 Requires a strong signal (often high spend) to be
valid
Bayesian Approach (Causal Impact)
Application of the method
https://blog.acolyer.org/2016/03/03/inferring-causal-impact-using-bayesian-structural-time-series-models/
R Library by Kay Brodersen @ Google
https://google.github.io/CausalImpact/CausalImpact.html
Python Port (incomplete) by Jamal Senouci @ dunhumby
https://github.com/jamalsenouci/causalimpact
Further Reading
Questions?
Ceri Francis - Analytics Specialist
https://uk.linkedin.com/in/cerifrancis
https://twitter.com/ceri_francis_
#OnlineMarketingMeetupMcr
@PushOnltd
Denise Maskew
United Utilities
Ecommerce. Delivered.
Sponsored by
Manchester
Marketing Meetup
A view from the
inside
Denise Maskew
How best to support each other
⊗ Live and breathe the brand
⊚ Take the time to understand the brand and the industry
⊚ … and take the time to teach us yours
⊗ Agree on deliverables, time frames, outcomes etc up
front – and how to communicate when things change
(on both sides
31
⊗ Help us brief properly and understand the results we
may see (with budget options)
32
⊗ Understand how seemingly small changes can have
big operational impacts
⊗ There is an art to keeping on top of us to deliver what
we need to versus driving us up the wall with
requests
⊗ When you pitch… don’t just send the A team, we
want to meet the people we will be working with
⊗ Give us the confidence to be brave and less risk
averse
33
And of course we are massively jealous you can wear
jeans and use Macs…not just on Fridays
34
THANKS!
Any questions?
You can find me at:
@denisemaskew
Linkedin - denise-maskew
#OnlineMarketingMeetupMcr
@PushOnltd
Ben Wilkins
Regital
Ecommerce. Delivered.
Sponsored by
Ben Wilkins
Managing Director
THE REVOLUTION IN OUT OFHOME
PROGRAMMATIC
101
WE NUDGE PEOPLE IN THE RIGHT
DIRECTION
All screens are created equal..
…but some are bigger than others
76%More Eyecatching
2xMore Noticable
55%More Relevant
PERSONALISED vs NON
LOCATIONMARKETING 2.0
LOCAL KNOWLEDGE
AT SCALE
RADICAL CREATIVE
POSSIBILITIES
MEASURED LIKE
NEVER BEFORE
WHAT DOES THE FUTURE
LOOK LIKE
OUTDOOR
OPPORTUNISM
#gourmetmurderkitchen
like a “bad dream”
body shaming
ben@regital.com
#OnlineMarketingMeetupMcr
@PushOnltd
Gareth Hoyle
Marketing Signals
Ecommerce. Delivered.
Sponsored by
#clickstobricks | @mrketingsignals | @search_magician
Driving
Digital Clicks
To Your
Physical Bricks.
#clickstobricks | @mrketingsignals | @search_magician
01.
02.
03.
Contents.
Why the high street is still
important. And always will be.
Driving targeted footfall to your
physical locations.
Measuring success from your
digital marketing spend.
#clickstobricks | @mrketingsignals | @search_magician
Why the high street
is still important.
#clickstobricks | @mrketingsignals | @search_magician
In November 2018, pre-Christmas
internet sales accounted for only 20%
of retail spending in the UK.
https://ons.gov.uk/
Figures for September 2018 show
UK in-store sales declining 2.7%
compared to September 2017.
BDO’s latest High Street Sales Tracker (HSST)
The way we shop
has changed.
#clickstobricks | @mrketingsignals | @search_magician
The high street
has changed.
#clickstobricks | @mrketingsignals | @search_magician
Yet many activities still
involve visiting a
physical location.
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
High Street
Gym/Fitness Centres
Hairdressers/Salons
Internet Cafes
Restaurants
The high street
is going to exist for a
long time yet.
#clickstobricks | @mrketingsignals | @search_magician
The challenge -
Customer behaviours
have changed.
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
Search...
In-store
Online
Mobile
Call
Centre
• Unbranded Search
• GDN
• YouTube TrueView
• App Promotion Ads
• Video Ads
• Call Only Ads
• Branded Search
• Shopping Ads
• Local Inventory Ads
• Customer Match
• Dynamic Remarketing
• Remarketing List
• Reach & Frequency
• Lookalike audiences
• Video Ads
• Website Traffic
• Mobile App Installs
• Lead Ads
• Website Conversion
• Dynamic Ads
• Store Visits
• Dynamic Ads
• (Upsell & Cross-sell)
Your Customer’s Journey.
CurrentCustomers
NewCustomers
Awareness
Consideration
Buy
Loyalty
Advocacy
• Customer Conversions
• Custom Audiences
#clickstobricks | @mrketingsignals | @search_magician
It is a tough trading
environment.
#clickstobricks | @mrketingsignals | @search_magician
Rents, tax rates and
staffing is expensive.
#clickstobricks | @mrketingsignals | @search_magician
Every £ needs to be
invested carefully.
#clickstobricks | @mrketingsignals | @search_magician
Every £ needs to be
measured.
#clickstobricks | @mrketingsignals | @search_magician
What gets measured
gets managed.
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
Driving footfall to your
physical locations.
#clickstobricks | @mrketingsignals | @search_magician
• Unbranded Search
• GDN
• YouTube TrueView
• App Promotion Ads
• Video Ads
• Call Only Ads
• Branded Search
• Shopping Ads
• Local Inventory Ads
• Customer Match
• Dynamic Remarketing
• Remarketing List
• Reach & Frequency
• Lookalike audiences
• Video Ads
• Website Traffic
• Mobile App Installs
• Lead Ads
• Website Conversion
• Dynamic Ads
• Store Visits
• Dynamic Ads
• (Upsell & Cross-sell)
Your Customer’s Journey.
CurrentCustomers
NewCustomers
Awareness
Consideration
Buy
Loyalty
Advocacy
• Customer Conversions
• Custom Audiences
#clickstobricks | @mrketingsignals | @search_magician
Awareness Consideration Buy
Before they go
Whilst In-store
Before they
go to the shops.
#clickstobricks | @mrketingsignals | @search_magician
Online Market
Research.
#clickstobricks | @mrketingsignals | @search_magician
Reach a relevant audience by
identifying interests and overlaying
with demographics.
Demographic &
interest targeting.
Interests
Gender
Age Range
21-42
Awareness Consideration Preference Buy Loyalty Advocacy
Reach a relevant audience by
targeting specific job titles, functions
and skills.
Job title targeting.
Awareness Consideration Preference Buy Loyalty Advocacy
Job Title
Industry
Skills
All customers are NOT equal.
20% 60% 20%
Non-Profitable
Customers
Profitable
Customers
Very Profitable
Customers
Numberofcustomers
Time
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
Location extensions on your search ads.
Show them where the
location is whilst they are
searching online
Awareness Consideration Preference Buy Loyalty Advocacy
Awareness Consideration Preference Buy Loyalty Advocacy
Show adverts in the local map pack.
Increase the visibility of
your local business within
Google Maps.
The easiest way to the
top of the map pack.
Awareness Consideration Preference Buy Loyalty Advocacy
Drive store visits direct from PLA ads.
Label adverts when the
user can visit a store and
see the physical product.
Awareness Consideration Preference Buy Loyalty Advocacy
Local inventory listings from PLA ads.
Let local users know that
your shop has the items
that they're looking for, at
the moment they search.
Physical customers can be
encouraged to mention the store they
visited in their online review.
Adds another layer of trust to
influence others to visit.
QR code on a receipt and a voucher?
Online reviews via
physical customers
Awareness Consideration Preference Buy Loyalty Advocacy
Whilst they
are at the shops.
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
Direct the user straight to a phone
call, skipping the website visit.
Also show the physical location to
drive footfall
Click to call ads.
Awareness Consideration Preference Buy Loyalty Advocacy
Encourage footfall into
your local business with a
specific message or offer
within your Google Maps
listing.
Promoted pins.
Awareness Consideration Preference Buy Loyalty Advocacy
Local awareness ads.
Reach Facebook and
Instagram users who are
within a certain radius to
drive footfall to your physical
locations.
Awareness Consideration Preference Buy Loyalty Advocacy
Reach Facebook and Instagram users
who are currently at a certain location
by dropping a pin on the precise
coordinates of the physical location.
One of the most under used tactics in
most campaigns.
Social pin drops.
Awareness Consideration Preference Buy Loyalty Advocacy
Minimum targeting = 1KM
Laser target users.
Awareness Consideration Preference Buy Loyalty Advocacy
Minimum targeting = 1KM
Add exclusion zones to the mix...
Minimum targeting = your house!
Or
A competitor's business.
Or an event you are attending
where your potential clients may
be.
Laser target users.
Awareness Consideration Preference Buy Loyalty Advocacy
Here is the beautiful end result.
Run special offers - Maybe use a
rival business name as the
voucher code.
Perfect to steal competitor and
drive local footfall
Laser target users.
Awareness Consideration Preference Buy Loyalty Advocacy
Give users a reason to
visit your locations.
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
#clickstobricks | @mrketingsignals | @search_magician
Measuring Success.
#clickstobricks | @mrketingsignals | @search_magician
Ad platforms provide us with tools.
Offline Conversion Tracking /
Store Visits Report (GA)
Customer data must be shared.
#clickstobricks | @mrketingsignals | @search_magician
Offline Event Tracking
#clickstobricks | @mrketingsignals | @search_magician
Ad platforms provide us with tools.
1. A logged-in
Google/Facebook user
clicks on a search/social
ad before visiting store.
2. Customer
information gathered
via loyalty scheme,
product activations or
e-receipts.
3. Transaction data
with associated
customer data is
uploaded to Google
Ads/Facebook.
4. Transaction
data is matched
with search/social
ad click from
logged-in user.
Instore Purchase
Attribution
#clickstobricks | @mrketingsignals | @search_magician
Customer match needed
We only get a positive result if
the data we collect matches
what the ad platforms hold.
Most people only have 1 email
address and phone number.
#clickstobricks | @mrketingsignals | @search_magician
Key identifiers to collect.
Email Address Telephone Number Customer Number
#clickstobricks | @mrketingsignals | @search_magician
Voucher generated online to be used offline.
#clickstobricks | @mrketingsignals | @search_magician
Some food for thought…..
Would it be worth offering a
voucher code in store in order to
track those customers who are
“showrooming” you?
#clickstobricks | @mrketingsignals | @search_magician
Loyalty cards work. People love free stuff.
#clickstobricks | @mrketingsignals | @search_magician
e-Receipts.
Use the “green” angle and
help save the planet.
Easy and non-obtrusive
method of data collection.
Can be used in a variety of
different high street settings.
No guarantee they give you
their correct email address.
Follow up contact.
More convenient for the
customer to be reminded.
Grants permission to contact them
with special offers and discounts.
Easy and non-obtrusive
method of data collection.
Very high chance they will give
you the correct details.
You are giving the customer
something in exchange for data
Grants permission to contact
them - cross sell products.
Easy and non-obtrusive
method of data collection.
No guarantee they give you
their correct email address.
Offer free Wifi.
Attribute footfall in your real
world locations to online
marketing activity.
Too many privacy concerns for
this to work at the moment.
Beacon project.
Awareness Consideration Preference Buy Loyalty Advocacy
It is not an easy
journey.
#clickstobricks | @mrketingsignals | @search_magician
It is not an easy
journey.
#clickstobricks | @mrketingsignals | @search_magician
I hope I have taught
you all at least 1
thing today.
Download this presentation:
http://seo.im/clickstobricks
@mrketingsignals | @search_magician
#OnlineMarketingMeetupMcr
@PushOnltd
OnlineMarketingMeetup
Ecommerce. Delivered.
Thank You!
We look forward to seeing you
next time! Sponsored by

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Online Marketing Meetup ,Manchester

  • 1. OnlineMarketingMeetup Ecommerce. Delivered. 3rd April, 2019 MSP, Manchester Technology Centre Hosts: Richard Gregory https://www.richardgregory.co.uk/ Elena Williams, Sarah Wilding, Jonny Mangas, Lee Mason PushON Sponsored by #OnlineMarketingMeetupMcr @PushOnltd #OnlineMarketingMeetupMcr @PushOnltd
  • 2. #OnlineMarketingMeetupMcr @PushOnltd Agenda Ecommerce. Delivered. 17:45-18:15 Attendee registration, welcome drink 18:15 Introduction from Richard Gregory 18:30 Ceri Francis, Music Magpie: Measuring Facebook 18:55 Denise Maskew, United Utilities: A Look At Marketing From Inside A Corporate Organisation 19:15 Food/Drinks 19:30 Ben Wilkins: The Revolution In Out Of Home 19:55 Gareth Hoyle: Driving Digital Clicks To Your Physical Bricks 20:15 Closing the event and Informal gathering, drinks Sponsored by
  • 4. Summary Defining the problem Briefly, on the Facebook Pixel Measurement options overview • Attribution window comparison • Promo codes in Ads • Regression analysis • A/B Testing • Facebook Marketing API • Bayesian structural time series Questions
  • 5. Facebook Says: Campaigns are doing great
  • 8. …which leads to trust issues
  • 9. Unrelated Mark Zuckerberg Publicity Photo
  • 10. Facebook Pixel: Common Problems No transaction IDs – and against TOS to send them?! Can’t validate the accuracy of pixel implementation Agencies with poor understanding of measurement add their pixel to the site Multiple pixels duplicate event based conversion reporting Non-specialists try multiple methods of implementation (e.g. dual implementation in Shopify, + a tag manager) Duplicate pixel triggers cause duplicate conversion reporting
  • 11. Resource Cost Robust Results Regression Analysis “Look at the Pixel” & compare attribution windows Facebook Lift Analysis (Marketing API) Machine Learning (e.g. Bayesian approach) Audience Based A/B Testing Measurement Approaches Reliance on Facebook Platform Promotional codes in Ads
  • 12. “Look at the pixel” – Attribution Comparison How it works 1. Customise columns in “Ad Manager” or “Ad Reporting” 2. Click window comparison and select as appropriate
  • 13. “Look at the pixel” – Attribution Comparison Summary Advantages Disadvantages  Easy  Wholly relies on Facebook platform data  Allows closer comparison to other Display platforms attribution windows  If using for optimisation, more time consuming/ less efficient measurement  No cost
  • 14. Promotion Codes in Ads 1. Setup promotion codes 2. Setup reports and calculate CoS, CPA etc. 3. If possible, automate How it works Campaign Spend Code Redemptions Revenue CPA CoS Campaign 1 £250 26 £1170 £9.61 21.4% Campaign 2 £150 21 £1203 £7.14 12.5%
  • 15. Promotion Codes in Ads Advantages Disadvantages  No reliance on Facebook platform to track results  Dependence on customer recall of the code  Allows daily optimisation  Difficult to factor into multi-touch attribution models  Efficient and reliable method of measuring FB-only promos  Campaigns are incentivised so results cannot be generalised to non-promo activity  May require marketing budget for voucher codes Summary
  • 16. Audience Based A/B Testing 1. Allocate significant portion of marketing spend over 1+ months to Facebook 2. Define two randomised audiences 3. Run campaign: pick which group to serve ads to, and exclude the other from targeting (“Treatment” below). 4. Evaluate results (typically frequentist t-test unless you have a statistician) once significance is reached How it works Test Group Facebook Reach Sales Revenue AOV Reach Estimated Conversion Rate Control 163,567 20,300 £701,568 £34.56 12.4% Treatment 158,392 18,700 £649,825 £34.75 11.8%
  • 17. Audience Based A/B Testing Advantages Disadvantages  Analogous to CRM marketing testing when targeting existing customers  New customer acquisition less reliable as may require some reliance on Facebook reach metrics  Gives a view of the incrementality of Facebook beyond PV/PC attribution  Some problems including results in direct-response based attribution models Summary
  • 18. Regression Analysis 1. Allocate significant portion of marketing spend over 1+ months to Facebook, in a low-variance period 2. Define two randomised audiences (optional, useful for high variance periods) 3. Analyse results once significant How it works
  • 19. Regression Analysis Example Significant predictor @ 99% Explains 16% of variance Correlates strongly with orders Not significant predictor (<90%) Explains 7% of variance Correlates minimally with orders
  • 20. Regression Analysis Summary Advantages Disadvantages Good solution for brands with fairly “static” sales trends Difficult to isolate Facebook performance when other variables at play, e.g. seasonality Gives a view of the incrementality of Facebook beyond PV/PC attribution Some problems including results in direct-response based attribution models Goes further than other methods to answer: “what should the FB budget be?”
  • 21. Marketing API 1. Randomise customers into “cells” (test groups) 2. Include customers eligible to see ads in both groups 3. Facebook will measure outcomes in both groups 4. Significance and incremental lift are calculated How it works
  • 22. Marketing API Summary Advantages Disadvantages  Best measure of eligible reached customers  Wholly activated within the Facebook platform  Combines statistical validity with accurate source data  High resource cost if done without assistance from FB  Easy reporting as all data held in Facebook  Can be run by FB AMs if spend is high enough, but then no view of result calculations  Gives a view of the incrementality of Facebook, including for offline sales
  • 23. Marketing API https://developers.facebook.com/docs/marketing-api/guides/lift-studies - Facebook guide to lift studies “Designing Experiments to Measure Incrementality on Facebook” - Bryan Liu @ Asos, et al “A Comparison of Approaches to Advertising Measurement: Evidence from Big Field Experiments at Facebook” - Brett R. Gordon Further Reading
  • 24. Bayesian Approach (Causal Impact) 1. Add time-series predictors of measured KPI and determine time-series predictors of performance 2. Specify control group for use as a predictor (optional + dependent on situation) 3. Run test and pass results through the determined model to estimate the impact of the intervention(marketing campaign) in the post-period How it works 1. Adrian Colyer, https://blog.acolyer.org/2016/03/03/inferring-causal-impact-using-bayesian-structural-time-series-models/ 1 Campaign Period
  • 25. Bayesian Approach (Causal Impact) Summary Advantages Disadvantages  Strongest prediction power of all listed methods  Resource cost very high  Additional insight into predictors for your business  Complex to setup and run  Requires a strong signal (often high spend) to be valid
  • 26. Bayesian Approach (Causal Impact) Application of the method https://blog.acolyer.org/2016/03/03/inferring-causal-impact-using-bayesian-structural-time-series-models/ R Library by Kay Brodersen @ Google https://google.github.io/CausalImpact/CausalImpact.html Python Port (incomplete) by Jamal Senouci @ dunhumby https://github.com/jamalsenouci/causalimpact Further Reading
  • 28. Ceri Francis - Analytics Specialist https://uk.linkedin.com/in/cerifrancis https://twitter.com/ceri_francis_
  • 30. Manchester Marketing Meetup A view from the inside Denise Maskew
  • 31. How best to support each other ⊗ Live and breathe the brand ⊚ Take the time to understand the brand and the industry ⊚ … and take the time to teach us yours ⊗ Agree on deliverables, time frames, outcomes etc up front – and how to communicate when things change (on both sides 31
  • 32. ⊗ Help us brief properly and understand the results we may see (with budget options) 32
  • 33. ⊗ Understand how seemingly small changes can have big operational impacts ⊗ There is an art to keeping on top of us to deliver what we need to versus driving us up the wall with requests ⊗ When you pitch… don’t just send the A team, we want to meet the people we will be working with ⊗ Give us the confidence to be brave and less risk averse 33
  • 34. And of course we are massively jealous you can wear jeans and use Macs…not just on Fridays 34
  • 35. THANKS! Any questions? You can find me at: @denisemaskew Linkedin - denise-maskew
  • 37. Ben Wilkins Managing Director THE REVOLUTION IN OUT OFHOME
  • 39. WE NUDGE PEOPLE IN THE RIGHT DIRECTION
  • 40. All screens are created equal..
  • 41. …but some are bigger than others 76%More Eyecatching 2xMore Noticable 55%More Relevant PERSONALISED vs NON
  • 46. WHAT DOES THE FUTURE LOOK LIKE
  • 48. #gourmetmurderkitchen like a “bad dream” body shaming
  • 49.
  • 53. Driving Digital Clicks To Your Physical Bricks. #clickstobricks | @mrketingsignals | @search_magician
  • 54. 01. 02. 03. Contents. Why the high street is still important. And always will be. Driving targeted footfall to your physical locations. Measuring success from your digital marketing spend. #clickstobricks | @mrketingsignals | @search_magician
  • 55. Why the high street is still important. #clickstobricks | @mrketingsignals | @search_magician
  • 56. In November 2018, pre-Christmas internet sales accounted for only 20% of retail spending in the UK. https://ons.gov.uk/
  • 57.
  • 58. Figures for September 2018 show UK in-store sales declining 2.7% compared to September 2017. BDO’s latest High Street Sales Tracker (HSST)
  • 59. The way we shop has changed. #clickstobricks | @mrketingsignals | @search_magician
  • 60. The high street has changed. #clickstobricks | @mrketingsignals | @search_magician
  • 61. Yet many activities still involve visiting a physical location. #clickstobricks | @mrketingsignals | @search_magician
  • 62. #clickstobricks | @mrketingsignals | @search_magician High Street Gym/Fitness Centres Hairdressers/Salons Internet Cafes Restaurants
  • 63. The high street is going to exist for a long time yet. #clickstobricks | @mrketingsignals | @search_magician
  • 64. The challenge - Customer behaviours have changed. #clickstobricks | @mrketingsignals | @search_magician
  • 67. #clickstobricks | @mrketingsignals | @search_magician Search... In-store Online Mobile Call Centre
  • 68. • Unbranded Search • GDN • YouTube TrueView • App Promotion Ads • Video Ads • Call Only Ads • Branded Search • Shopping Ads • Local Inventory Ads • Customer Match • Dynamic Remarketing • Remarketing List • Reach & Frequency • Lookalike audiences • Video Ads • Website Traffic • Mobile App Installs • Lead Ads • Website Conversion • Dynamic Ads • Store Visits • Dynamic Ads • (Upsell & Cross-sell) Your Customer’s Journey. CurrentCustomers NewCustomers Awareness Consideration Buy Loyalty Advocacy • Customer Conversions • Custom Audiences #clickstobricks | @mrketingsignals | @search_magician
  • 69. It is a tough trading environment. #clickstobricks | @mrketingsignals | @search_magician
  • 70. Rents, tax rates and staffing is expensive. #clickstobricks | @mrketingsignals | @search_magician
  • 71. Every £ needs to be invested carefully. #clickstobricks | @mrketingsignals | @search_magician
  • 72. Every £ needs to be measured. #clickstobricks | @mrketingsignals | @search_magician
  • 73. What gets measured gets managed. #clickstobricks | @mrketingsignals | @search_magician
  • 75. Driving footfall to your physical locations. #clickstobricks | @mrketingsignals | @search_magician
  • 76. • Unbranded Search • GDN • YouTube TrueView • App Promotion Ads • Video Ads • Call Only Ads • Branded Search • Shopping Ads • Local Inventory Ads • Customer Match • Dynamic Remarketing • Remarketing List • Reach & Frequency • Lookalike audiences • Video Ads • Website Traffic • Mobile App Installs • Lead Ads • Website Conversion • Dynamic Ads • Store Visits • Dynamic Ads • (Upsell & Cross-sell) Your Customer’s Journey. CurrentCustomers NewCustomers Awareness Consideration Buy Loyalty Advocacy • Customer Conversions • Custom Audiences #clickstobricks | @mrketingsignals | @search_magician
  • 77. Awareness Consideration Buy Before they go Whilst In-store
  • 78. Before they go to the shops. #clickstobricks | @mrketingsignals | @search_magician
  • 79. Online Market Research. #clickstobricks | @mrketingsignals | @search_magician
  • 80. Reach a relevant audience by identifying interests and overlaying with demographics. Demographic & interest targeting. Interests Gender Age Range 21-42 Awareness Consideration Preference Buy Loyalty Advocacy
  • 81. Reach a relevant audience by targeting specific job titles, functions and skills. Job title targeting. Awareness Consideration Preference Buy Loyalty Advocacy Job Title Industry Skills
  • 82. All customers are NOT equal. 20% 60% 20% Non-Profitable Customers Profitable Customers Very Profitable Customers Numberofcustomers Time #clickstobricks | @mrketingsignals | @search_magician
  • 84. Location extensions on your search ads. Show them where the location is whilst they are searching online Awareness Consideration Preference Buy Loyalty Advocacy
  • 85. Awareness Consideration Preference Buy Loyalty Advocacy Show adverts in the local map pack. Increase the visibility of your local business within Google Maps. The easiest way to the top of the map pack.
  • 86. Awareness Consideration Preference Buy Loyalty Advocacy Drive store visits direct from PLA ads. Label adverts when the user can visit a store and see the physical product.
  • 87. Awareness Consideration Preference Buy Loyalty Advocacy Local inventory listings from PLA ads. Let local users know that your shop has the items that they're looking for, at the moment they search.
  • 88. Physical customers can be encouraged to mention the store they visited in their online review. Adds another layer of trust to influence others to visit. QR code on a receipt and a voucher? Online reviews via physical customers Awareness Consideration Preference Buy Loyalty Advocacy
  • 89. Whilst they are at the shops. #clickstobricks | @mrketingsignals | @search_magician
  • 92. Direct the user straight to a phone call, skipping the website visit. Also show the physical location to drive footfall Click to call ads. Awareness Consideration Preference Buy Loyalty Advocacy
  • 93. Encourage footfall into your local business with a specific message or offer within your Google Maps listing. Promoted pins. Awareness Consideration Preference Buy Loyalty Advocacy
  • 94. Local awareness ads. Reach Facebook and Instagram users who are within a certain radius to drive footfall to your physical locations. Awareness Consideration Preference Buy Loyalty Advocacy
  • 95. Reach Facebook and Instagram users who are currently at a certain location by dropping a pin on the precise coordinates of the physical location. One of the most under used tactics in most campaigns. Social pin drops. Awareness Consideration Preference Buy Loyalty Advocacy
  • 96. Minimum targeting = 1KM Laser target users. Awareness Consideration Preference Buy Loyalty Advocacy
  • 97. Minimum targeting = 1KM Add exclusion zones to the mix... Minimum targeting = your house! Or A competitor's business. Or an event you are attending where your potential clients may be. Laser target users. Awareness Consideration Preference Buy Loyalty Advocacy
  • 98. Here is the beautiful end result. Run special offers - Maybe use a rival business name as the voucher code. Perfect to steal competitor and drive local footfall Laser target users. Awareness Consideration Preference Buy Loyalty Advocacy
  • 99. Give users a reason to visit your locations. #clickstobricks | @mrketingsignals | @search_magician
  • 100. #clickstobricks | @mrketingsignals | @search_magician
  • 101. #clickstobricks | @mrketingsignals | @search_magician
  • 102. #clickstobricks | @mrketingsignals | @search_magician
  • 103. #clickstobricks | @mrketingsignals | @search_magician
  • 104. Measuring Success. #clickstobricks | @mrketingsignals | @search_magician
  • 105. Ad platforms provide us with tools. Offline Conversion Tracking / Store Visits Report (GA) Customer data must be shared. #clickstobricks | @mrketingsignals | @search_magician Offline Event Tracking
  • 106. #clickstobricks | @mrketingsignals | @search_magician
  • 107. Ad platforms provide us with tools. 1. A logged-in Google/Facebook user clicks on a search/social ad before visiting store. 2. Customer information gathered via loyalty scheme, product activations or e-receipts. 3. Transaction data with associated customer data is uploaded to Google Ads/Facebook. 4. Transaction data is matched with search/social ad click from logged-in user. Instore Purchase Attribution #clickstobricks | @mrketingsignals | @search_magician
  • 108. Customer match needed We only get a positive result if the data we collect matches what the ad platforms hold. Most people only have 1 email address and phone number.
  • 109. #clickstobricks | @mrketingsignals | @search_magician
  • 110. Key identifiers to collect. Email Address Telephone Number Customer Number #clickstobricks | @mrketingsignals | @search_magician
  • 111. Voucher generated online to be used offline. #clickstobricks | @mrketingsignals | @search_magician
  • 112. Some food for thought….. Would it be worth offering a voucher code in store in order to track those customers who are “showrooming” you? #clickstobricks | @mrketingsignals | @search_magician
  • 113. Loyalty cards work. People love free stuff. #clickstobricks | @mrketingsignals | @search_magician
  • 114. e-Receipts. Use the “green” angle and help save the planet. Easy and non-obtrusive method of data collection. Can be used in a variety of different high street settings. No guarantee they give you their correct email address.
  • 115. Follow up contact. More convenient for the customer to be reminded. Grants permission to contact them with special offers and discounts. Easy and non-obtrusive method of data collection. Very high chance they will give you the correct details.
  • 116. You are giving the customer something in exchange for data Grants permission to contact them - cross sell products. Easy and non-obtrusive method of data collection. No guarantee they give you their correct email address. Offer free Wifi.
  • 117. Attribute footfall in your real world locations to online marketing activity. Too many privacy concerns for this to work at the moment. Beacon project. Awareness Consideration Preference Buy Loyalty Advocacy
  • 118. It is not an easy journey. #clickstobricks | @mrketingsignals | @search_magician
  • 119. It is not an easy journey. #clickstobricks | @mrketingsignals | @search_magician
  • 120. I hope I have taught you all at least 1 thing today. Download this presentation: http://seo.im/clickstobricks @mrketingsignals | @search_magician