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Parker's Big Adventure in the Land of Digital Data | Seattle Interactive 2019

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Parker's Big Adventure in the Land of Digital Data | Seattle Interactive 2019

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As the amount of personal data we produce continues to grow, so does the sophistication of the technology used to collect it. However, this ever-expending ecosystem of customer data is becoming so complex that few people actually understand how it all works, creating a widening divide between the data haves and haven-nots. To level the playing field, we’ll explain how customer data is used for personalization and targeted marketing in words that even a 5-year-old can understand—literally. In this session, we’ll tell the story of Parker, a data manifestation who travels through the strange world of the digital information on a journey to find his way home. Along the way, we’ll explain concepts like Customer Data Platforms (CDPs), predictive modeling, data on-boarding and more. It’s a story the whole family can enjoy, including technologists, marketers and privacy advocates.

As the amount of personal data we produce continues to grow, so does the sophistication of the technology used to collect it. However, this ever-expending ecosystem of customer data is becoming so complex that few people actually understand how it all works, creating a widening divide between the data haves and haven-nots. To level the playing field, we’ll explain how customer data is used for personalization and targeted marketing in words that even a 5-year-old can understand—literally. In this session, we’ll tell the story of Parker, a data manifestation who travels through the strange world of the digital information on a journey to find his way home. Along the way, we’ll explain concepts like Customer Data Platforms (CDPs), predictive modeling, data on-boarding and more. It’s a story the whole family can enjoy, including technologists, marketers and privacy advocates.

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Parker's Big Adventure in the Land of Digital Data | Seattle Interactive 2019

  1. 1. A coming of age story about identity in a big data world. Parker’s Big Adventure in the Land of Digital Data By Jake Bennett Illustrations By Mari Pierce-Quinonez
  2. 2. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC.
  3. 3. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Chapter 1 Parker is Born
  4. 4. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Meet Parker. Parker is the digital identity for a biological human.
  5. 5. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Parker is very excited. Right now is his one-second birthday!
  6. 6. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Parker’s human just started browsing on the Outdoor Mart eCommerce site to buy a new pair of running shoes.
  7. 7. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 0g2d5426h Now, whenever Parker’s human returns to the site, they’ll always know it’s Parker. Parker was born when the site placed an anonymous “cookie” in his human’s browser.
  8. 8. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Not much is known about Parker since he’s only a few seconds old. But as his human starts clicking on pages for running gear, Parker is soon assigned to a segment: You’re a: “Runner”
  9. 9. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 0g2d5426h You’re a: “Runner” Now I’m almost somebody!
  10. 10. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Having found the running shoes he’s been looking for, Parker’s human starts to check out…
  11. 11. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. John Doe john.doe@email.com First Name Last Name Email 5555-444-333-2222Credit Card Parker’s human enters personally identifiable information (PII), linking Parker to his human, but never completes the purchase. 123 McGraw St.Address Seattle, WA 98199City/State Buy Now!
  12. 12. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Chapter 2 Parker Meets Mr. CDP
  13. 13. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 1010101 0101010 Soon, Parker finds himself in a strange place: OutdoorMart.com’s big data fields. 1010101 0101010 1010101 0101010 Whoa! Where am I?
  14. 14. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. I’m Customer Data Platform. But you can call me CDP. Hello. Who are you?
  15. 15. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. I’ve been waiting for you Parker. You see, my duty is to round up all the different identities for your human. Whoa. He knows who I am.
  16. 16. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. You mean, there are more Parkers like me out there?
  17. 17. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Why, yes. There are many. Would you like to meet them? You bet I would!
  18. 18. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Meet Offline Parker. He was created when your human purchased a t-shirt in Outdoor Mart’s brick- and-mortar store. PII Value Credit Card 5555-444-333-2222 Zip Code 98199 Purchases Athletic T-Shirt
  19. 19. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Meet Loyalty Parker. He was born when your human signed up for Outdoor Mart’s loyalty program. PII Value Email john.doe@email.com Zip Code 98199 Loyalty ID 123-ABC-456 Favorite Sport Trailing Running
  20. 20. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. And you are eCommerce Parker. You were born when your human started to buy shoes online. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe Email john.doe@email.com Segments Runner
  21. 21. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. To perform this trick, I go through all of Outdoor Mart’s customer data to find all the different Parkers. As a CDP, I have 3 important jobs. The first is to perform a difficult trick called identity resolution.
  22. 22. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. And then I combine them all to create one, unified profile for Parker.
  23. 23. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Meet unified Parker! This Parker allows marketers to provide humans with the best personalized customer journeys. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running
  24. 24. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Chapter 3 Parker Visits the Wizard
  25. 25. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. But now it’s time for you to visit the Data Science Wizard. She is going to read your future.
  26. 26. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Next, Parker visits the Data Science Wizard. She can read a digital identity’s data and tell their future. Hello Parker. Show me your data and I’ll tell you your future with my magic model.
  27. 27. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. By looking at the data of thousands of digital identities, and their eventual outcomes, the model learns to read the data and predict the future. My model uses a magic trick called Machine Learning.
  28. 28. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Here’s my data. What does my future hold??? PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running
  29. 29. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Lifetime Value $12,900 Propensity to Buy High
  30. 30. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. You now have two predictive attributes. They say your human is likely to buy something soon and that he will spend a lot with Outdoor Mart in the future. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High
  31. 31. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. But now it’s time for you to go. You need to visit with Mr. CDP one more time.
  32. 32. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Home Value $750,000 Education College Political Affiliation Democrat Marital Status Married Outdoor Spend $2,300 Sidebar: Third-Party Data Append Data Field Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High 3rd Party Data
  33. 33. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Home Value $750,000 Education College Political Affiliation Democrat Marital Status Married Outdoor Spend $2,300 Sidebar: California Consumer Privacy Act (CCPA) Data Field Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High 3rd Party Data Append
  34. 34. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Chapter 4 Parker Gets Activated
  35. 35. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Hello, Parker. It’s good to see you again. Hello Mr. CDP. What’s in store for me now?
  36. 36. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Shephard Well, as a CDP, I have 3 jobs. As you already know, my first job, is Identity Resolution.
  37. 37. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Shephard My second one is to perform a trick called segmentation.
  38. 38. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Wait…I hear a data analyst coming now! To perform segmentation, I wait for a marketer or data analyst to give me specific orders to gather a set of customers.
  39. 39. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. CDP, I’m working on a re-engagement campaign. Give me all the customers where: Propensity to Churn = High Last Purchase = 6 months ago
  40. 40. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. CDP, I’m working on a re-engagement campaign. Give me all the customers where: Propensity to Churn = High Last Purchase = 6 months ago
  41. 41. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. CDP, I’m working on a re-engagement campaign. Give me all the customers where: Propensity to Churn = High Last Purchase = 6 months ago
  42. 42. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. CDP, I’m running a replenishment campaign. Give me all the customers where: Product Purchased = Running socks Last Purchase = 1 year ago
  43. 43. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Nobody has picked me yet for a segment? Am I not a high-value Identity?
  44. 44. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. In fact…I hear a marketer coming for you now! Don’t worry Parker. You are a part of a very high value audience.
  45. 45. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. CDP, I’m running a cart abandonment campaign for high-value customers
  46. 46. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Give me all the customers where: Lifetime Value = More than $10,000 Browsed Product = Shoe Last Purchase = NOT Shoe
  47. 47. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Give me all the customers where: Lifetime Value = More than $10,000 Browsed Product = Shoe Last Purchase = NOT Shoe That’s me!
  48. 48. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Give me all the customers where: Lifetime Value = More than $10,000 Browsed Product = Shoe Last Purchase = NOT Shoe That’s me!
  49. 49. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. As a CDP, my third and final job is to perform a trick called activation.
  50. 50. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. To perform activation, I send the segment to different marketing channels, like email, mobile, and web.
  51. 51. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. You’re getting sent to a Data Management Platform for a paid media placement.
  52. 52. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. .CSV Okay, identities, hop into the .CSV text file and get ready to be exported!
  53. 53. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. .CSV Hold on tight!
  54. 54. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Chapter 5 Parker’s Homecoming
  55. 55. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. .CSV
  56. 56. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Hello. Who are you all?
  57. 57. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. We are a cookie graph. We are special cookies that live in humans’ browsers.
  58. 58. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. We track when humans visit certain websites, and store non-PII, demographic data about them We know when humans visit certain websites, and we are used to track anonymized, demographic data about them.
  59. 59. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Can you help me get back to my human? I’ve been away a long time.
  60. 60. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. To help you get back home, we need to find your matching cookie. Now where could he be???
  61. 61. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Hello Parker. I’m Wise Old Pixel. I’m also known as 8p2g53. I’m a cookie in your human’s browser.
  62. 62. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Lifetime Value $12,900 Propensity to Buy High PII Value Last Name Doe Email john.doe@email.com We’re a match!
  63. 63. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Outdoor Mart has asked me to notify an Ad Server when your human visits a site that they have purchased advertising on. We have a special surprise for him!
  64. 64. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. You must be patient Parker. We need to wait until your human visits one of the pages that Outdoor Mart has purchased advertising on. When will I get to see my human again? I can hardly wait.
  65. 65. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. I see your human! He’s visiting the Running News website. Time to get to work!
  66. 66. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Hey ad server! It’s 8p2g53 here. The human on Running News is a high- lifetime-value shopper from Seattle who started buying a shoe, but never completed checkout.
  67. 67. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Thanks 8p2g53. Let’s go.
  68. 68. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 5 tips for your first marathon Running NewsThe Running News website has an open slot to place an online ad.
  69. 69. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 5 tips for your first marathon Running NewsWhich advertiser is willing to pay the most for this slot? ?
  70. 70. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 5 tips for your first marathon Running NewsThe website calls the ad server, with cookie 8p2g53 in tow. ?
  71. 71. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 5 tips for your first marathon Running NewsThe ad server sends the impression to an ad exchange for real-time bidding. Bidders Outdoor Mart ? ABC Motor Co. ? XYZ Bank SOLD ?
  72. 72. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 5 tips for your first marathon Running News Outdoor Mart Get a 20% discount! Visit our Pacific Place store. Buy Now!
  73. 73. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 5 tips for your first marathon Running News Outdoor Mart Get a 20% discount! Visit our Pacific Place store. Buy Now! Hi human! It’s me Parker! Click here!
  74. 74. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Yay! I’m reunited with my human!
  75. 75. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Sidebar: Third-party cookies WANTED For crimes against privacy
  76. 76. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Chapter 6 The Dramatic Conclusion
  77. 77. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. But a click is not a conversion. What about buying that shoe? OutdoorMart.com
  78. 78. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. How do I help my human to complete checkout? OutdoorMart.com
  79. 79. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe State Washington Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High Put an API on it! OutdoorMart.com
  80. 80. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe State Washington Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High Connect a Personalization Engine to it! OutdoorMart.com
  81. 81. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe State Washington Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High Image of local mountains OutdoorMart.com
  82. 82. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe State Washington Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High OutdoorMart.com The trail beckons. Get your mud on with a new pair of shoes! Interest-specific messaging
  83. 83. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. OutdoorMart.com The trail beckons. Get your mud on with a new pair of shoes! PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe State Washington Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High Last shoe browsed
  84. 84. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. OutdoorMart.com The trail beckons. Get your mud on with a new pair of shoes! PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe State Washington Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High Discount for high CLV, likely to buy 20% off! Instant Checkout
  85. 85. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. PII Value Credit Card 5555-444-333-2222 Started Purchase Running Shoes First Name John Last Name Doe State Washington Email john.doe@email.com Loyalty ID 123-ABC-456 Purchases Athletic T-Shirt Segments Runner Favorite Sport Trail Running Lifetime Value $12,900 Propensity to Buy High OutdoorMart.com The trail beckons. Get your mud on with a new pair of shoes! Instant Checkout 20% off! Highly optimized Highly personalized
  86. 86. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Parker needs a new pair of shoes. OutdoorMart.com The trail beckons. Get your mud on with a new pair of shoes! Instant Checkout 20% off!
  87. 87. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC.
  88. 88. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. And Parker and his human lived happily ever after.
  89. 89. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Epilogue
  90. 90. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Better, tailored experiences = Better ROI
  91. 91. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 24:1 Return on Ad Spend Personalized Paid Media Based on actual customer data from CDP provider Amperity, for granular, targeted ads on Facebook for a major sports brand.
  92. 92. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 202% increase in conversion Personalized Calls-to-Action (CTAs) According to a study by CRM provider HubSpot, based on more than 330,000 CTAs (Calls-to-Action) for a 6-month period
  93. 93. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 240% increase in open rate Personalized Email Based on actual customer results from Customer Data Platform provider Amperity
  94. 94. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. 26% increase in revenue Personalized E-commerce According a study by Salesforce based on the analysis of over 150 B2C e-commerce sites and 150M shoppers
  95. 95. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. The End
  96. 96. Jake Bennett MarTech Architect Digital Experience Ashley Kline User Experience Architect Experience Design Jim Le CDP/Analytics Expert Digital Experience Mari Pierce-Quinonez Data Scientist Data & Analytics Thank You!!
  97. 97. @jakebenn linkedin.com/in/jakebennett © Copyright 2019 Slalom, LLC. Thank you to our brave creatures for teaching us about: • Digital identities • Anonymous cookies • Segments • Personally identifiable information (PII) • California Consumer Privacy Act (CCPA) • Customer data platforms (CDP) • Third-party data • Identity resolution • Unified profiles • Machine learning • Predictive attributes • Segmentation • Data management platforms • Personalization engines • Cross channel activation • Cookie graphs • Ad servers • Real-time bidding • APIs • Personalization Engines
  98. 98. 98 Q&A

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