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Taming
Advanced Analytics
Implementations
at EA Scale
#DigitalVelocity15
Ani Lopez
Measurement Strategist
@AniLopez
Pamplona
Barcelona
Vancouver
@AniLopez
• Former web developer / project manager / SEO
• Measurement strategist working for agencies or in-house
@AniLopez
• Aug 2013 Joined EA’s DI as Technical Solutions Architect
• Feb 2015 Full time employee as Measurement Strategist
Digital
Intelligence
Team
EA’s Landscape
Why analytics is so important to our business
Gaming industry was simpler way back
Transition from physical to digital distribution
Multi-platform
PCs Consoles
Mobile
Devices
Online
Multi-device game experience
Product publishing cycle has evolved
Revenue = (Units sold x Price) - (Production + Distribution + Marketing) Cost
1993
New monetization opportunities
Base Game FIFA + Ultimate Team
New monetization opportunities
New monetization opportunities
Freemium + in-game micro-transactions
Why analytics is so important to us
Attract
Engage
Convert
Retain
Advocate
• Measurement tools have become more sophisticated
• We can measure pretty much everything
• Do we have a more accurate picture?
• Not in the videogame industry
• Connecting the dots is challenging
• Analytics even moreimportant!!!
EA Scale
What we deal with
What we deal with
+35 properties 1 e-commerce
New
+10 Production & Analysis teams
• Business Intelligence
• CRM / DBs managers
• Campaign Managers
• Producers
• Programmers
• QAengineers
• UX experts
• Ops
• Data Analysts
What we deal with
Programmers
+1,300 tags: Measurement, A/B Testing, Heat Mapping, Marketing
+5 Billion hits a month sent to GA via Tealium
Monday first hour
Wednesday noon
Friday late afternoon
Projects
Let’s get to the meat of the matter
1. Migrate from SiteCatalyst to Google Analytics
2. Global Revenue Attribution Project
3. Migrate from ClassicGA to Universal
4. House Cleaning
5. Customer Data Integration
6. Ongoing Standardization
7. Executing and TrackingSemantic SEO
1. Migrate from SiteCatalyst to GA Premium
Issues
• Poor adoption of the tool
• Complicated implementation
• Not flexible enough for our changing environment
• Very expensive
1. Migrate from SiteCatalyst to GA Premium
Solution
1. Migrate from SiteCatalyst to GA Premium
• Optimal adoption of the tool
• Very flexible implementation
• Remarkableamount of money saved
that we invested in brainpower
ROI
1. Migrate from SiteCatalyst to Google Analytics
2. Global Revenue Attribution Project
3. Migrate from ClassicGA to Universal
4. House Cleaning
5. Customer Data Integration
6. Ongoing Standardization
7. Executing and TrackingSemantic SEO
2. Global Revenue Attribution
Source
Campaign
Medium
+35 websites 1 E-commerce
Issues
• GA accounts at franchise sites with no transactional data
• Origin GA account (e-commerce) with no original attribution
2. Global Revenue Attribution
Campaigns
GA Account
Campaigndata
No revenue data
GA Account
No campaign data
Revenue data
Solution
• Cross-domain tracking from franchise sites towards Origin
2. Global Revenue Attribution
Source
Campaign
Medium Franchise GA tracker Franchise GA tracker
Origin GAtracker
Extended Session
Solution
• Cross-domain tracking from franchise sites towards Origin
2. Global Revenue Attribution
Campaign data
Revenue data
Campaign data
Revenue data
2. Global Revenue Attribution
• Muchbetter analysis about what
increases revenue&saves money
• Noprogrammers required,
all donevia Tealium
ROI
1. Migrate from SiteCatalyst to Google Analytics
2. Global Revenue Attribution Project
3. Migrate from ClassicGA to Universal
4. House Cleaning
5. Customer Data Integration
6. Ongoing Standardization
7. Executing and TrackingSemantic SEO
Scenario
• When we migrated from SiteCatalyst to GA, Universal was in beta
• Universal Analytics got out of beta April 2014
• Classic GA is not an option anymore, Universal is way better
Issues
• Large number of tags to replace
• Even larger amount of JavaScript code in extensions to review
• Legacy sketchy implementations
• Countless hours of QA
• “Non-Stop production” environment
3. Migrate from Classic GA to Universal
Solution
3. Migrate from Classic GA to Universal
And the patience
of a loving mother
3. Migrate from Classic GA to Universal
3. Migrate from Classic GA to Universal
• All the benefits of UniversalAnalytics
• No programmersrequired
Moremoney saved!!!
ROI
What I mean by “No programmers”
Before Tealium
• Digital Intelligence sent specifications to programmers
• They implement alongside their regular stuff (more workload)
• QA testing
• DI validated
This means
• Resistance
• Lots of back and forth
• Less time to test
• Higher risk of inconsistent data collection
What I mean by “No programmers”
With Tealium
• Programmers do their stuff at their own pace
• DI implements tracking
• DI + QA test
This means
• Earlier integration of tracking in the project
• Agile implementations
• Perfect data collection
• Everybody happy!!
• (Requires certain technical knowledge though)
1. Migrate from SiteCatalyst to Google Analytics
2. Global Revenue Attribution Project
3. Migrate from ClassicGA to Universal
4. House Cleaning
5. Customer Data Integration
6. Ongoing Standardization
7. Executing and TrackingSemantic SEO
4. House Cleaning
Everything tends to chaos
After a year and a half
• Are all Tealium profiles active?
• What happens with the marketing tags when campaigns are over?
• Who has access to the tool and what level?
@tomomichu
4. House Cleaning
Solution
• Hired extra brain power for a short gig
• Audited all profiles and removed
orphaned tags, load rules, and data layers
• Reviewed / revoked user permissions
65 users now, very few publish to Prod
• Audited privacy practices and updating
profiles to meet compliance
• Developed governance and user guidelines
4. House Cleaning
• Lessmargin forerrors
• Tighter governance
• Privacypolicy enforcement
• Moneysaved!!
ROI
1. Migrate from SiteCatalyst to Google Analytics
2. Global Revenue Attribution Project
3. Migrate from ClassicGA to Universal
4. House Cleaning
5. Customer Data Integration
6. Ongoing Standardization
7. Executing and TrackingSemantic SEO
5. Customer Data Integration
“Full customer journey” but how do we get to know the customer*?
Stitching the pieces
• Before we know customer at a personal level
• When they register and give us their details
• Whether they buy or not
• In-game data. How, what, when they play
• Campaign evaluation
• Product quality / User satisfaction
5. Customer Data Integration
Solution
Encourage then to register
5. Customer Data Integration
Solution
Facilitate log-in
Automated cross properties
5. Customer Data Integration
In Tealium
• CRM makes it available on our properties after login
• It’s passed to Tealium’s Data Layer
• Mapped to tags that attach info to rest of data they collect
Outside Tealium
• Data exported from different tag vendors
• Data captured from other sources like
social media
• Warehoused / mix and match
• Better understanding of
customer cycle/ ecosystem
• Increasesrevenue andsaves money
ROI
5. Customer Data Integration
1. Migrate from SiteCatalyst to Google Analytics
2. Global Revenue Attribution Project
3. Migrate from ClassicGA to Universal
4. House Cleaning
5. Customer Data Integration
6. Ongoing Standardization
7. Executing and TrackingSemantic SEO
6. Ongoing Standardization
Issues
• Entropy
We already know everything tends to chaos already
• Frantic production rhythm
There is never a good moment to come up with standards
• Teams change / technologies / business models evolve
There is never a unique standard
• Lack of buy-in from stakeholders
“Best” is often times trampled by circumstances or egos
6. Ongoing Standardization
Solution
• Learned from errors
• Introduced standardization during:
• Migration from Classic GA to Universal
• House cleaning
• Got decision makers involved, educated
and presented with evidence
6. Ongoing Standardization
What did we standardize?
• Best practices around implementing measurement strategies
• Code in extensions: GA function wrappers
• Naming conventions
• Tealium elements: Data Points, Load Rules, Tags, Extensions
• GA elements: Events, Custom Dimensions
• Less margin forerrors
• Easier deployments
• All that savesmoney
ROI
5. Customer Data Integration
1. Migrate from SiteCatalyst to Google Analytics
2. Global Revenue Attribution Project
3. Migrate from ClassicGA to Universal
4. House Cleaning
5. Customer Data Integration
6. Ongoing Standardization
7. Executing and TrackingSemantic SEO
7. Semantic SEO
What is got to do SEO and Tealium?
The EA Content Service is a flexible, API-driven mechanism that, in conjunction with
a model that defines different content types and elements, allows content to be
published on any platform and consumed on any device.
AaronBradley
@aaranged
7. Semantic SEO
How we tell better to Search Engines what our site is all about?
They now read “JSON for Linking Data” or JSON-LD
7. Semantic SEO
Learnmore > http://www.seoskeptic.com/json-ld-big-day-at-google/
EA ContentService
7. Semantic SEO
Consequence is “SERPs domination”
7. Semantic SEO
• Moreand better organic traffic
• Deeper contentanalysis
• Significant increases in revenue
ROI
Wrapping Up
How Tealium Helps
• Centralized control
Who does what and where (Dev, QA, Prod)
• Performance
Task separation, everyone focused on what they do best
• Agility
Ability to react quickly to last minute changes
• Scalability
Marketing campaigns growing across
products / properties / territories
What I’ve learned
• Taming chaos is your job
Don’t chicken out of it!
• Everything evolves including measurement strategies
Don’t panic, question everything and adapt
• No tool is perfect
But support and commitment should. Be demanding
• No tool, or set of them, is going to provide a 100%
complete vision of the customer journey
• No tool is going to solve the biggest issue
Lack of measurement strategy
ROI
What we deal with (recap)
• +35 properties
• 1 e-commerce (across several platforms)
• +10 production teams
• Quite a few Data Analysts, BIs, DB managers
• +1,300 measurement and marketing tags
• +5 billion monthly hits via Tealium (only Google Analytics)
• Advanced tracking implementations
• How many people required to manage all that?
Allthis chaoswrangled byonlyone guyand
No programmer
was harmed in the making
of these implementations
Thanks
Questions?
Wait!!
Game License
Giveaway

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"Taming Advanced Analytics Implementations at EA Scale" - Electronic Arts, Digital Velocity 2015

  • 1.
  • 8. @AniLopez • Former web developer / project manager / SEO • Measurement strategist working for agencies or in-house
  • 9. @AniLopez • Aug 2013 Joined EA’s DI as Technical Solutions Architect • Feb 2015 Full time employee as Measurement Strategist Digital Intelligence Team
  • 10. EA’s Landscape Why analytics is so important to our business
  • 11. Gaming industry was simpler way back
  • 12. Transition from physical to digital distribution
  • 15. Product publishing cycle has evolved Revenue = (Units sold x Price) - (Production + Distribution + Marketing) Cost 1993
  • 16. New monetization opportunities Base Game FIFA + Ultimate Team
  • 18. New monetization opportunities Freemium + in-game micro-transactions
  • 19. Why analytics is so important to us Attract Engage Convert Retain Advocate • Measurement tools have become more sophisticated • We can measure pretty much everything • Do we have a more accurate picture?
  • 20. • Not in the videogame industry • Connecting the dots is challenging • Analytics even moreimportant!!!
  • 21. EA Scale What we deal with
  • 22. What we deal with +35 properties 1 e-commerce
  • 23. New +10 Production & Analysis teams • Business Intelligence • CRM / DBs managers • Campaign Managers • Producers • Programmers • QAengineers • UX experts • Ops • Data Analysts What we deal with
  • 25. +1,300 tags: Measurement, A/B Testing, Heat Mapping, Marketing
  • 26. +5 Billion hits a month sent to GA via Tealium
  • 30. Projects Let’s get to the meat of the matter
  • 31. 1. Migrate from SiteCatalyst to Google Analytics 2. Global Revenue Attribution Project 3. Migrate from ClassicGA to Universal 4. House Cleaning 5. Customer Data Integration 6. Ongoing Standardization 7. Executing and TrackingSemantic SEO
  • 32. 1. Migrate from SiteCatalyst to GA Premium Issues • Poor adoption of the tool • Complicated implementation • Not flexible enough for our changing environment • Very expensive
  • 33. 1. Migrate from SiteCatalyst to GA Premium Solution
  • 34. 1. Migrate from SiteCatalyst to GA Premium • Optimal adoption of the tool • Very flexible implementation • Remarkableamount of money saved that we invested in brainpower ROI
  • 35. 1. Migrate from SiteCatalyst to Google Analytics 2. Global Revenue Attribution Project 3. Migrate from ClassicGA to Universal 4. House Cleaning 5. Customer Data Integration 6. Ongoing Standardization 7. Executing and TrackingSemantic SEO
  • 36. 2. Global Revenue Attribution Source Campaign Medium +35 websites 1 E-commerce
  • 37. Issues • GA accounts at franchise sites with no transactional data • Origin GA account (e-commerce) with no original attribution 2. Global Revenue Attribution Campaigns GA Account Campaigndata No revenue data GA Account No campaign data Revenue data
  • 38.
  • 39. Solution • Cross-domain tracking from franchise sites towards Origin 2. Global Revenue Attribution Source Campaign Medium Franchise GA tracker Franchise GA tracker Origin GAtracker Extended Session
  • 40. Solution • Cross-domain tracking from franchise sites towards Origin 2. Global Revenue Attribution Campaign data Revenue data Campaign data Revenue data
  • 41. 2. Global Revenue Attribution • Muchbetter analysis about what increases revenue&saves money • Noprogrammers required, all donevia Tealium ROI
  • 42. 1. Migrate from SiteCatalyst to Google Analytics 2. Global Revenue Attribution Project 3. Migrate from ClassicGA to Universal 4. House Cleaning 5. Customer Data Integration 6. Ongoing Standardization 7. Executing and TrackingSemantic SEO
  • 43. Scenario • When we migrated from SiteCatalyst to GA, Universal was in beta • Universal Analytics got out of beta April 2014 • Classic GA is not an option anymore, Universal is way better Issues • Large number of tags to replace • Even larger amount of JavaScript code in extensions to review • Legacy sketchy implementations • Countless hours of QA • “Non-Stop production” environment 3. Migrate from Classic GA to Universal
  • 44. Solution 3. Migrate from Classic GA to Universal
  • 45. And the patience of a loving mother 3. Migrate from Classic GA to Universal
  • 46. 3. Migrate from Classic GA to Universal • All the benefits of UniversalAnalytics • No programmersrequired Moremoney saved!!! ROI
  • 47. What I mean by “No programmers” Before Tealium • Digital Intelligence sent specifications to programmers • They implement alongside their regular stuff (more workload) • QA testing • DI validated This means • Resistance • Lots of back and forth • Less time to test • Higher risk of inconsistent data collection
  • 48. What I mean by “No programmers” With Tealium • Programmers do their stuff at their own pace • DI implements tracking • DI + QA test This means • Earlier integration of tracking in the project • Agile implementations • Perfect data collection • Everybody happy!! • (Requires certain technical knowledge though)
  • 49. 1. Migrate from SiteCatalyst to Google Analytics 2. Global Revenue Attribution Project 3. Migrate from ClassicGA to Universal 4. House Cleaning 5. Customer Data Integration 6. Ongoing Standardization 7. Executing and TrackingSemantic SEO
  • 50. 4. House Cleaning Everything tends to chaos After a year and a half • Are all Tealium profiles active? • What happens with the marketing tags when campaigns are over? • Who has access to the tool and what level?
  • 51. @tomomichu 4. House Cleaning Solution • Hired extra brain power for a short gig • Audited all profiles and removed orphaned tags, load rules, and data layers • Reviewed / revoked user permissions 65 users now, very few publish to Prod • Audited privacy practices and updating profiles to meet compliance • Developed governance and user guidelines
  • 52. 4. House Cleaning • Lessmargin forerrors • Tighter governance • Privacypolicy enforcement • Moneysaved!! ROI
  • 53. 1. Migrate from SiteCatalyst to Google Analytics 2. Global Revenue Attribution Project 3. Migrate from ClassicGA to Universal 4. House Cleaning 5. Customer Data Integration 6. Ongoing Standardization 7. Executing and TrackingSemantic SEO
  • 54. 5. Customer Data Integration “Full customer journey” but how do we get to know the customer*? Stitching the pieces • Before we know customer at a personal level • When they register and give us their details • Whether they buy or not • In-game data. How, what, when they play • Campaign evaluation • Product quality / User satisfaction
  • 55. 5. Customer Data Integration Solution Encourage then to register
  • 56. 5. Customer Data Integration Solution Facilitate log-in Automated cross properties
  • 57. 5. Customer Data Integration In Tealium • CRM makes it available on our properties after login • It’s passed to Tealium’s Data Layer • Mapped to tags that attach info to rest of data they collect Outside Tealium • Data exported from different tag vendors • Data captured from other sources like social media • Warehoused / mix and match
  • 58. • Better understanding of customer cycle/ ecosystem • Increasesrevenue andsaves money ROI 5. Customer Data Integration
  • 59. 1. Migrate from SiteCatalyst to Google Analytics 2. Global Revenue Attribution Project 3. Migrate from ClassicGA to Universal 4. House Cleaning 5. Customer Data Integration 6. Ongoing Standardization 7. Executing and TrackingSemantic SEO
  • 60. 6. Ongoing Standardization Issues • Entropy We already know everything tends to chaos already • Frantic production rhythm There is never a good moment to come up with standards • Teams change / technologies / business models evolve There is never a unique standard • Lack of buy-in from stakeholders “Best” is often times trampled by circumstances or egos
  • 61. 6. Ongoing Standardization Solution • Learned from errors • Introduced standardization during: • Migration from Classic GA to Universal • House cleaning • Got decision makers involved, educated and presented with evidence
  • 62. 6. Ongoing Standardization What did we standardize? • Best practices around implementing measurement strategies • Code in extensions: GA function wrappers • Naming conventions • Tealium elements: Data Points, Load Rules, Tags, Extensions • GA elements: Events, Custom Dimensions
  • 63. • Less margin forerrors • Easier deployments • All that savesmoney ROI 5. Customer Data Integration
  • 64. 1. Migrate from SiteCatalyst to Google Analytics 2. Global Revenue Attribution Project 3. Migrate from ClassicGA to Universal 4. House Cleaning 5. Customer Data Integration 6. Ongoing Standardization 7. Executing and TrackingSemantic SEO
  • 65. 7. Semantic SEO What is got to do SEO and Tealium? The EA Content Service is a flexible, API-driven mechanism that, in conjunction with a model that defines different content types and elements, allows content to be published on any platform and consumed on any device. AaronBradley @aaranged
  • 66. 7. Semantic SEO How we tell better to Search Engines what our site is all about? They now read “JSON for Linking Data” or JSON-LD
  • 67. 7. Semantic SEO Learnmore > http://www.seoskeptic.com/json-ld-big-day-at-google/ EA ContentService
  • 68. 7. Semantic SEO Consequence is “SERPs domination”
  • 69. 7. Semantic SEO • Moreand better organic traffic • Deeper contentanalysis • Significant increases in revenue ROI
  • 71. How Tealium Helps • Centralized control Who does what and where (Dev, QA, Prod) • Performance Task separation, everyone focused on what they do best • Agility Ability to react quickly to last minute changes • Scalability Marketing campaigns growing across products / properties / territories
  • 72. What I’ve learned • Taming chaos is your job Don’t chicken out of it! • Everything evolves including measurement strategies Don’t panic, question everything and adapt • No tool is perfect But support and commitment should. Be demanding • No tool, or set of them, is going to provide a 100% complete vision of the customer journey • No tool is going to solve the biggest issue Lack of measurement strategy
  • 73. ROI
  • 74. What we deal with (recap) • +35 properties • 1 e-commerce (across several platforms) • +10 production teams • Quite a few Data Analysts, BIs, DB managers • +1,300 measurement and marketing tags • +5 billion monthly hits via Tealium (only Google Analytics) • Advanced tracking implementations • How many people required to manage all that?
  • 76.
  • 77. No programmer was harmed in the making of these implementations

Notas do Editor

  1. Mention AudienceStream