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#SMX #31B @hoffman8
Quantifying the Value of Your Marketing Efforts
Navigating B2B
Attribution
#SMX #31B @hoffman8
That One Slide
• Director of Digital Marketing & MarTech
at ZirMed
• Travel Enthusiast
• Loves cat memes. Okay, any memes.
• Twitter: @Hoffman8
#SMX #31B @hoffman8
One of the toughest things
about B2B Marketing is tying
the results back to the
channels.
#SMX #31B @hoffman8
• Which attribution method is the right attribution method?
• How can we quantify the value of leads?
• How should we leverage closed-loop data?
Tracking Results is Tricky
#SMX #31B @hoffman8
• Sales cycles have several touchpoints
• Decisions are made by teams
• Sales cycles can be long
• Sales (often) happen offline
B2B Tracking is Even Tougher
#SMX #31B @hoffman8
• CPL goals are set
• Emphasis is placed on
efficiency
So Focus is Placed Elsewhere
Lower CPL = Higher Budget
#SMX #31B @hoffman8
• Lowest CPLs ≠ highest quality
• Incorrect prioritization of
campaigns & channels
• Revenue constrained due to
efficiency focus
But CPL Can Give False Positives
#SMX #31B @hoffman8
Attribution Is Getting Some Bad Press
“Attribution is a joke”
“Attribution is a fallacy”
“Attribull****”
“Attribution is foolish”
#SMX #31B @hoffman8
If you are tracking
conversions, you are
using an attribution
model.
#SMX #31B @hoffman8
Why Does Attribution Get a Bad Rap?
Can Be Inaccurate If:
• Trying to add data together from multiple platforms
• Multiple sources can be used to validate each other
• All channels aren’t accounted for
• The lookback window is off
• Cross-device tracking isn’t in place
#SMX #31B @hoffman8
Navigating B2B Attribution
1. Define what we need to track
2. Determine the source of truth
3. Determine the attribution modeling source
4. Choose an attribution model
5. Supplement with early indicators
6. Put the data to work
#SMX #31B @hoffman8
To Determine Where You Should Go,
You Must Know Where You’ve Been
#SMX #31B @hoffman8
Make Sure To Set Up Your “Trail Markers”
Ensure there is a consistent
method for tracking all
channels & corresponding
touch points.
#SMX #31B @hoffman8
Examples:
Tradeshows:
Discussion vs. Booth
Visit vs. Attendee List
Emails:
Sent vs. Open vs.
Click vs. Conversion
SDRs:
All Outreach vs
Responses
#SMX #31B @hoffman8
Map Out Your Trail Markers
1. List all of your channels
2. Identify what will be considered a “touch point” for each
3. Begin to think about how this information can be captured and
tracked
#SMX #31B @hoffman8
Set Up Your Call Tracking
• Track calls by source with dynamic ringpools & static numbers
• Integrate call tracking into our CRM
• Integrate call tracking into campaign reports
#SMX #31B @hoffman8
Best Way
Best Avenue
Choosing Your Navigational Tools
#SMX #31B @hoffman8
Aggregating the Data
#SMX #31B @hoffman8
Identified
Marketing
Touchpoints
Your Main
Data
Source
#SMX #31B @hoffman8
• Can it track everything we want to track?
• What integrations exist?
• How will I report out of this platform?
• Does it require an additional tool?
• How long will we maintain this platform?
• If not long-term, can the data be transitioned to a new platform?
• Can we commit to keeping it up to date?
Things to Ask When Deciding Where To Store the Data
#SMX #31B @hoffman8
Our Platform of Choice
#SMX #31B @hoffman8
Our Platform of Choice
Marketing
Attribution Platform
#SMX #31B @hoffman8
Why I don’t Advocate for Google Analytics as the Primary
Data Source for Attribution
So much information missing:
• Offline sales
• Account-level information
#SMX #31B @hoffman8
Benefits of a Data Source That Connects to Customer
Data
• Decisions made on teams
• Connect to offline sales
• Mobilizing the data
• Device tracking
#SMX #31B @hoffman8
Joan registered for a
webinar via social
Sally clicked through
an email
John downloaded a
whitepaper via PPC
Account-Based Attribution
Acme Organization
#SMX #31B @hoffman8
Connecting Clicks to Bricks
• Decisions made on teams
• Connect to offline sales
• Mobilizing the data
• Device tracking
#SMX #31B @hoffman8
Leveraging the Data
• Decisions made on teams
• Connect to offline sales
• Making the data actionable
• Device tracking
#SMX #31B @hoffman8
Content they’ve
engaged with
Channel that
drove traffic
Products
purchased &
shown interest in
Contact info &
info for other
account contacts
#SMX #31B @hoffman8
Connecting Activity Between Devices
• Decisions made on teams
• Connect to offline sales
• Mobilizing the data
• Device tracking
#SMX #31B @hoffman8
If identity stitching is in place, cross-device tracking can
(start to) take care of itself
#SMX #31B @hoffman8
Your Primary Data Source Might Also
beYour Attribution Platform but it
Doesn’t Have to Be
#SMX #31B @hoffman8
Platforms to Check Out
#SMX #31B @hoffman8
Attribution Platform Considerations
• Expiration of Touches (Lookback window)
• Integrations & Additional Tracking Elements
• Ability to filter the data
• Additional reporting options:
• Lead velocity
• Close rates & funnel visualization
#SMX #31B @hoffman8
Building Your Attribution
Model Upon Your Single
Source of Truth Allows
You To Quantify The Value
of Your Efforts
#SMX #31B @hoffman8
Mapping the Model to the Use Case
#SMX #31B @hoffman8
Most Common Attribution Models
First-Touch Last-Touch
Linear
(EvenlyWeighted)
Position-Based
(U-Shaped)
Time Decay
Attributes all credit
to the first touch
Attributes all credit
to the last touch
Evenly attributes
all credit across all
touches
Attributes the
most credit to the
first and last
touches, evenly
distributing the
rest of the credit to
the middle touches
Attributes credit
based upon
recency of touches
#SMX #31B @hoffman8
Choosing The Right Attribution Model
#SMX #31B @hoffman8
High Funnel
Mid-Funnel
Taking a Global Look at Attribution
Low
Funnel
Evenly Weighted
Position Based
Time Decay
Data Driven or Custom
#SMX #31B @hoffman8
When to Use Each of These
Low
Funnel
Evenly Weighted
Position Based
Time Decay
Data Driven or Custom
• Buying cycle is long
• Nurture plays a big role
• Emphasis on first & last touch
• Small emphasis on nurture
• Buying cycle is short; or
• Focus is on low-funnel
• If you have the data and resources
#SMX #31B @hoffman8
FirstTouch
LastTouch
High Funnel
Mid-Funnel
Zeroing in On Paths
Low
Funnel
#SMX #31B @hoffman8
FirstTouch
High Funnel
Mid-Funnel
Zeroing in On Paths
Low
Funnel
• Evaluating high funnel campaigns
• Focus on growth
#SMX #31B @hoffman8
LastTouch
High Funnel
Mid-Funnel
Zeroing in On Paths
Low
Funnel • Evaluating low funnel campaigns
• Focus on efficiency
#SMX #31B @hoffman8
IfYour Attribution
Model isYour Map,
Think of Google
Analytics asYour
Compass.
#SMX #31B @hoffman8
Leveraging Micro-Conversions
What is their
current buying
cycle stage?
#SMX #31B @hoffman8
Leveraging Micro-Conversions
What is their
current buying
cycle stage?
What problem
are they solving?
#SMX #31B @hoffman8
Leveraging Micro-Conversions
What is their
current buying
cycle stage?
What problem
are they solving?
What is needed
to get to the
next step in the
buying cycle?
#SMX #31B @hoffman8
Micro-Conversions
Video eBook
White
paper
Case Study Infographic
Blog Posts Fact Sheet FAQ
Webinar
ByThe
Numbers
Sheet
#SMX #31B @hoffman8
Using Micro-Conversions to Drive the Funnel
High Funnel
Mid-Funnel
Low
Funnel
• Leverage paid social & display
• Drive high-funnel content views
• Leverage retargeting & email
• Drive mid-funnel content
• Leverage retargeting, paid search
& email
• Drive low-funnel content
#SMX #31B @hoffman8
Google Analytics’ Last Click Model Works Here
Infographic
Webinar
Case
Study
Each campaign has a direct response
goal to measure.
• Analyzing on-page conversion rates
& traffic sources
• Creating audiences to connect the
dots between channels
Meanwhile PullingThe Content Engagement
Data into Salesforce for Big-Picture Attribution
#SMX #31B @hoffman8
Even With All The Best Planning and
Tools, It’s Possible to Lose Data
#SMX #31B @hoffman8
• Even with identity stitching, normal cookie-tracking
imperfections still apply
• Cross-device tracking issues are minimized but still not perfect
• Post-Impression attribution
Nearly Unavoidable Challenges
#SMX #31B @hoffman8
Additional Impact Tests for high funnel media
Identify a list of people
#SMX #31B @hoffman8
Additional Impact Tests for high funnel media
Divide the list at random.
#SMX #31B @hoffman8
Additional Impact Tests for high funnel media
Show ads to the randomly selected recipients
Your Fantastic,
Convincing Ad Here
Maybe
Even
Here
#SMX #31B @hoffman8
Additional Impact Tests for high funnel media
Send the whole list a targeted follow-up communication.
---------------------------
---------------------------
------------------
---------------------------
---------------------------
-------------------------.
Logo
Irresistible CTA
Killer Offer
#SMX #31B @hoffman8
Additional Impact Tests for high funnel media
Measure the Lift in Subsequent Engagement. Rinse & Repeat.
#SMX #31B @hoffman8
Imperfections Notwithstanding,
There’s Still Value in the Outcome
#SMX #31B @hoffman8
• Incorporating offline campaigns
• Accounting for team-based decisions
• Connecting (offline) sales to marketing touches
• Setting the correct lookback window
• Quantifying the value of leads
Problems That Can be Solved For:
#SMX #31B @hoffman8
Navigating B2B Attribution
Set UpYourTrail
Markers
ChooseYour
Navigational
System(s)
MapYour Model
to the Use Case
Don’t Forget
Your Compass
#SMX #31B @hoffman8
1. Make a comprehensive list of channels to track
• What metric(s) will be considered a touch?
• How will it be tracked?
2. Choose your source-of-truth.
• Access to customer data, identity stitching and integrations for tracking purposes.
• Commitment to consistently maintaining (preferably long-term)
3. Choose your attribution platform
• Review settings for lookback, filtering, tracking & integration
• Review modeling capabilities and visualizations
4. Know when to use each attribution model
5. Set up micro-conversions for early indicators
6. Mobilize the data to propel sales & cross-sell
Action Items
#SMX #31B @hoffman8
And When You’ve Reached
Your Destination…
#SMX #31B @hoffman8
Put Your Learnings to Use
1. Base decisions on ROI
and revenue generation.
2. Budget accordingly.
#SMX #31B @hoffman8
LEARN MORE: UPCOMING @SMX EVENTS
THANK YOU!
SEE YOU AT THE NEXT #SMX

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Navigating B2B Attribution - SMX East 2017 - Amy Bishop

  • 1. #SMX #31B @hoffman8 Quantifying the Value of Your Marketing Efforts Navigating B2B Attribution
  • 2. #SMX #31B @hoffman8 That One Slide • Director of Digital Marketing & MarTech at ZirMed • Travel Enthusiast • Loves cat memes. Okay, any memes. • Twitter: @Hoffman8
  • 3. #SMX #31B @hoffman8 One of the toughest things about B2B Marketing is tying the results back to the channels.
  • 4. #SMX #31B @hoffman8 • Which attribution method is the right attribution method? • How can we quantify the value of leads? • How should we leverage closed-loop data? Tracking Results is Tricky
  • 5. #SMX #31B @hoffman8 • Sales cycles have several touchpoints • Decisions are made by teams • Sales cycles can be long • Sales (often) happen offline B2B Tracking is Even Tougher
  • 6. #SMX #31B @hoffman8 • CPL goals are set • Emphasis is placed on efficiency So Focus is Placed Elsewhere Lower CPL = Higher Budget
  • 7. #SMX #31B @hoffman8 • Lowest CPLs ≠ highest quality • Incorrect prioritization of campaigns & channels • Revenue constrained due to efficiency focus But CPL Can Give False Positives
  • 8. #SMX #31B @hoffman8 Attribution Is Getting Some Bad Press “Attribution is a joke” “Attribution is a fallacy” “Attribull****” “Attribution is foolish”
  • 9. #SMX #31B @hoffman8 If you are tracking conversions, you are using an attribution model.
  • 10. #SMX #31B @hoffman8 Why Does Attribution Get a Bad Rap? Can Be Inaccurate If: • Trying to add data together from multiple platforms • Multiple sources can be used to validate each other • All channels aren’t accounted for • The lookback window is off • Cross-device tracking isn’t in place
  • 11. #SMX #31B @hoffman8 Navigating B2B Attribution 1. Define what we need to track 2. Determine the source of truth 3. Determine the attribution modeling source 4. Choose an attribution model 5. Supplement with early indicators 6. Put the data to work
  • 12. #SMX #31B @hoffman8 To Determine Where You Should Go, You Must Know Where You’ve Been
  • 13. #SMX #31B @hoffman8 Make Sure To Set Up Your “Trail Markers” Ensure there is a consistent method for tracking all channels & corresponding touch points.
  • 14. #SMX #31B @hoffman8 Examples: Tradeshows: Discussion vs. Booth Visit vs. Attendee List Emails: Sent vs. Open vs. Click vs. Conversion SDRs: All Outreach vs Responses
  • 15. #SMX #31B @hoffman8 Map Out Your Trail Markers 1. List all of your channels 2. Identify what will be considered a “touch point” for each 3. Begin to think about how this information can be captured and tracked
  • 16. #SMX #31B @hoffman8 Set Up Your Call Tracking • Track calls by source with dynamic ringpools & static numbers • Integrate call tracking into our CRM • Integrate call tracking into campaign reports
  • 17. #SMX #31B @hoffman8 Best Way Best Avenue Choosing Your Navigational Tools
  • 20. #SMX #31B @hoffman8 • Can it track everything we want to track? • What integrations exist? • How will I report out of this platform? • Does it require an additional tool? • How long will we maintain this platform? • If not long-term, can the data be transitioned to a new platform? • Can we commit to keeping it up to date? Things to Ask When Deciding Where To Store the Data
  • 21. #SMX #31B @hoffman8 Our Platform of Choice
  • 22. #SMX #31B @hoffman8 Our Platform of Choice Marketing Attribution Platform
  • 23. #SMX #31B @hoffman8 Why I don’t Advocate for Google Analytics as the Primary Data Source for Attribution So much information missing: • Offline sales • Account-level information
  • 24. #SMX #31B @hoffman8 Benefits of a Data Source That Connects to Customer Data • Decisions made on teams • Connect to offline sales • Mobilizing the data • Device tracking
  • 25. #SMX #31B @hoffman8 Joan registered for a webinar via social Sally clicked through an email John downloaded a whitepaper via PPC Account-Based Attribution Acme Organization
  • 26. #SMX #31B @hoffman8 Connecting Clicks to Bricks • Decisions made on teams • Connect to offline sales • Mobilizing the data • Device tracking
  • 27. #SMX #31B @hoffman8 Leveraging the Data • Decisions made on teams • Connect to offline sales • Making the data actionable • Device tracking
  • 28. #SMX #31B @hoffman8 Content they’ve engaged with Channel that drove traffic Products purchased & shown interest in Contact info & info for other account contacts
  • 29. #SMX #31B @hoffman8 Connecting Activity Between Devices • Decisions made on teams • Connect to offline sales • Mobilizing the data • Device tracking
  • 30. #SMX #31B @hoffman8 If identity stitching is in place, cross-device tracking can (start to) take care of itself
  • 31. #SMX #31B @hoffman8 Your Primary Data Source Might Also beYour Attribution Platform but it Doesn’t Have to Be
  • 33. #SMX #31B @hoffman8 Attribution Platform Considerations • Expiration of Touches (Lookback window) • Integrations & Additional Tracking Elements • Ability to filter the data • Additional reporting options: • Lead velocity • Close rates & funnel visualization
  • 34. #SMX #31B @hoffman8 Building Your Attribution Model Upon Your Single Source of Truth Allows You To Quantify The Value of Your Efforts
  • 35. #SMX #31B @hoffman8 Mapping the Model to the Use Case
  • 36. #SMX #31B @hoffman8 Most Common Attribution Models First-Touch Last-Touch Linear (EvenlyWeighted) Position-Based (U-Shaped) Time Decay Attributes all credit to the first touch Attributes all credit to the last touch Evenly attributes all credit across all touches Attributes the most credit to the first and last touches, evenly distributing the rest of the credit to the middle touches Attributes credit based upon recency of touches
  • 37. #SMX #31B @hoffman8 Choosing The Right Attribution Model
  • 38. #SMX #31B @hoffman8 High Funnel Mid-Funnel Taking a Global Look at Attribution Low Funnel Evenly Weighted Position Based Time Decay Data Driven or Custom
  • 39. #SMX #31B @hoffman8 When to Use Each of These Low Funnel Evenly Weighted Position Based Time Decay Data Driven or Custom • Buying cycle is long • Nurture plays a big role • Emphasis on first & last touch • Small emphasis on nurture • Buying cycle is short; or • Focus is on low-funnel • If you have the data and resources
  • 40. #SMX #31B @hoffman8 FirstTouch LastTouch High Funnel Mid-Funnel Zeroing in On Paths Low Funnel
  • 41. #SMX #31B @hoffman8 FirstTouch High Funnel Mid-Funnel Zeroing in On Paths Low Funnel • Evaluating high funnel campaigns • Focus on growth
  • 42. #SMX #31B @hoffman8 LastTouch High Funnel Mid-Funnel Zeroing in On Paths Low Funnel • Evaluating low funnel campaigns • Focus on efficiency
  • 43. #SMX #31B @hoffman8 IfYour Attribution Model isYour Map, Think of Google Analytics asYour Compass.
  • 44. #SMX #31B @hoffman8 Leveraging Micro-Conversions What is their current buying cycle stage?
  • 45. #SMX #31B @hoffman8 Leveraging Micro-Conversions What is their current buying cycle stage? What problem are they solving?
  • 46. #SMX #31B @hoffman8 Leveraging Micro-Conversions What is their current buying cycle stage? What problem are they solving? What is needed to get to the next step in the buying cycle?
  • 47. #SMX #31B @hoffman8 Micro-Conversions Video eBook White paper Case Study Infographic Blog Posts Fact Sheet FAQ Webinar ByThe Numbers Sheet
  • 48. #SMX #31B @hoffman8 Using Micro-Conversions to Drive the Funnel High Funnel Mid-Funnel Low Funnel • Leverage paid social & display • Drive high-funnel content views • Leverage retargeting & email • Drive mid-funnel content • Leverage retargeting, paid search & email • Drive low-funnel content
  • 49. #SMX #31B @hoffman8 Google Analytics’ Last Click Model Works Here Infographic Webinar Case Study Each campaign has a direct response goal to measure. • Analyzing on-page conversion rates & traffic sources • Creating audiences to connect the dots between channels Meanwhile PullingThe Content Engagement Data into Salesforce for Big-Picture Attribution
  • 50. #SMX #31B @hoffman8 Even With All The Best Planning and Tools, It’s Possible to Lose Data
  • 51. #SMX #31B @hoffman8 • Even with identity stitching, normal cookie-tracking imperfections still apply • Cross-device tracking issues are minimized but still not perfect • Post-Impression attribution Nearly Unavoidable Challenges
  • 52. #SMX #31B @hoffman8 Additional Impact Tests for high funnel media Identify a list of people
  • 53. #SMX #31B @hoffman8 Additional Impact Tests for high funnel media Divide the list at random.
  • 54. #SMX #31B @hoffman8 Additional Impact Tests for high funnel media Show ads to the randomly selected recipients Your Fantastic, Convincing Ad Here Maybe Even Here
  • 55. #SMX #31B @hoffman8 Additional Impact Tests for high funnel media Send the whole list a targeted follow-up communication. --------------------------- --------------------------- ------------------ --------------------------- --------------------------- -------------------------. Logo Irresistible CTA Killer Offer
  • 56. #SMX #31B @hoffman8 Additional Impact Tests for high funnel media Measure the Lift in Subsequent Engagement. Rinse & Repeat.
  • 57. #SMX #31B @hoffman8 Imperfections Notwithstanding, There’s Still Value in the Outcome
  • 58. #SMX #31B @hoffman8 • Incorporating offline campaigns • Accounting for team-based decisions • Connecting (offline) sales to marketing touches • Setting the correct lookback window • Quantifying the value of leads Problems That Can be Solved For:
  • 59. #SMX #31B @hoffman8 Navigating B2B Attribution Set UpYourTrail Markers ChooseYour Navigational System(s) MapYour Model to the Use Case Don’t Forget Your Compass
  • 60. #SMX #31B @hoffman8 1. Make a comprehensive list of channels to track • What metric(s) will be considered a touch? • How will it be tracked? 2. Choose your source-of-truth. • Access to customer data, identity stitching and integrations for tracking purposes. • Commitment to consistently maintaining (preferably long-term) 3. Choose your attribution platform • Review settings for lookback, filtering, tracking & integration • Review modeling capabilities and visualizations 4. Know when to use each attribution model 5. Set up micro-conversions for early indicators 6. Mobilize the data to propel sales & cross-sell Action Items
  • 61. #SMX #31B @hoffman8 And When You’ve Reached Your Destination…
  • 62. #SMX #31B @hoffman8 Put Your Learnings to Use 1. Base decisions on ROI and revenue generation. 2. Budget accordingly.
  • 63. #SMX #31B @hoffman8 LEARN MORE: UPCOMING @SMX EVENTS THANK YOU! SEE YOU AT THE NEXT #SMX

Notes de l'éditeur

  1. Quotes that I’ve recently seen regarding attribution – some are warranted. It’s true that attribution isn’t perfect but there are things that can be done to minimize common attribution problems.
  2. A thought to consider- if you are tracking conversions you ARE using an attribution model. Most likely last-click by default, so if you’re going to use a model anyway – you may as well try to make it as accurate as possible.
  3. All platforms have their own ways of attributing, if you pull from them separately and try to combine them, you will double-count.
  4. All platforms have their own ways of attributing, if you pull from them separately and try to combine them, you will double-count
  5. Attribution models are based upon “touches” so you have to define what a “touch” is in each scenario.
  6. As paid search marketers, many of us haven’t had to think about these things but in order for attribution to be accurate – it has to be consistent. As such, there has to be a standardization for the way that each channel will be tracked. What will count as a touch? In order for attribution to be correct – all channels have to be considered.
  7. It’s important to have a platform that can pull in all – or at least NEARLY all – of your marketing data.
  8. Of course there is a relationship between the touchpoints that you want to track and what your source of truth is able to track so….
  9. These are questions you should consider when choosing your source of truth. If there’s something that cannot be tracked via this platform - what integrations exist to help ensure that the data does make it into the platform? Ideally this is a platform that you can commit to keeping up to date and that you don’t intend to move away from in the near future.
  10. For us, that platform is Salesforce. We already have processes in place for marketing, operations, and sales to maintain salesforce – it’s so heavily engrained in our business that it almost certainly won’t be going anywhere anytime soon.
  11. But Salesforce is notoriously bad for marketing attribution, and as such, our marketing attribution platform sits on top of our source of truth. So your source of truth doesn’t have to be your attribution platform – although it can be. If we ever decided to scrap our marketing attribution platform, we could – and we could implement a new one, because almost all of the data would still be accessible from Salesforce. At least the most important data.
  12. Google Analytics has a lot of benefits – and it is better than nothing. There’s also, certainly a place for Google analytics and we’ll get to that later. I’m going to go out on a limb and say that Google Analytics is one of the reasons that attribution gets a bad rap because people use it as-is to try to do cross-channel attribution and the data just isn’t all there.
  13. In B2B, many decisions are made by teams.
  14. Let’s say each of these people on the buying team take different actions. If your source of truth or attribution platform doesn’t have a way of connecting them as a team, it would only give credit to the person that ultimately purchased, which wouldn’t attribute credit to the other channels that contributed.
  15. Because many sales happen offline, it’s important to have a model that connects the end-result to the marketing mix
  16. Plus now you have all of this data in one place to help progress the sale, or to cross-sell
  17. Device tracking still isn’t perfect but
  18. This can be accomplished through certain attribution platforms and marketing automation systems with integrations into your source-of-truth or attribution platform
  19. Some platforms to check out for closed loop reporting
  20. Things to consider when choosing an attribution platform
  21. Things to consider when choosing an attribution platform
  22. Now to dig into the models themselves – which one is the right one?
  23. Trick question – they are all the right one and they’re all the wrong one. It just depends on what you need it for.
  24. If you’re taking a global look, you should use a multi-touch model to fairly account for all touches
  25. When to use each
  26. When to use each
  27. There’s still a role for Google Analytics