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Confidential and Proprietary
Fraud is a giant, growing problem in the US
● In 2012 alone, merchants lost $3.5 billion to fraud1
● 12.7 million Americans were victims of identity theft in 20142
1 Cybersource, Online Fraud Management Benchmarks
2 Javelin, Future-proofing Card Authorization
Confidential and Proprietary
Sift Science processes tetrabytes of data from
thousands of websites to predict fraud
● 40 million events ingested
● 7 million risk scores calculated
● 70,000 labels created
…. every day
…. for more than 2,000 domains
Confidential and Proprietary
We wondered...
who’s committing fraud how they’re doing it where it’s happening
what would our data have to say about:
Confidential and Proprietary
How we crunched the numbers
We focused a year’s worth of data (August 2014 - August 2015), taking a
sample of 1.3 million transactions with shipping or billing address in the
U.S.
We computed the fraud rate as the number of fraud users as a fraction of
all users.
So, what did we find?
.
Confidential and Proprietary
The Fraudiest Person In America
● Male
● Identifying as 85-90 years old
● Buying something worth $0-
20
● Buying something with a
billing address in Alaska
● Shipping something to
Delaware
Confidential and Proprietary
The Fraudiest Person in America doesn’t really exist.
He’s a composite of separate strong fraud signals, not a single individual.
Just remember...
(So don’t assume that an 88-year-old
Alaskan buying a shirt for his
granddaughter in Delaware is a
fraudster…)
Confidential and Proprietary
The Fraudiest Behavior in America
● 3am is the fraudiest time of
day (regardless of time zone)
● Users with 2-4 accounts linked
to a single device are 8x more
likely to be fraudsters
● Accounts less than 3 days old
are 3x more likely to be fraudy
● Purchases worth less than $20
are 2x more likely to be
fraudulent
Confidential and Proprietary
The Fraudiest States in America
● Delaware, Florida, and
Nevada have the highest
fraud rates by shipping
address
● Alaska, Delaware, and
Arizona have the highest
fraud rates by billing address
Confidential and Proprietary
The main takeaway
Tackling fraud is complex, and fraudsters are good at masquerading as legitimate
users.
Machine learning technologies give you the power to unearth hidden fraudsters
and predict fraud before it happens.
Want to know more?
Read the full United States of Fraud report
Discover how we can help your business at siftscience.com

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The United States of Fraud

  • 1.
  • 2. Confidential and Proprietary Fraud is a giant, growing problem in the US ● In 2012 alone, merchants lost $3.5 billion to fraud1 ● 12.7 million Americans were victims of identity theft in 20142 1 Cybersource, Online Fraud Management Benchmarks 2 Javelin, Future-proofing Card Authorization
  • 3. Confidential and Proprietary Sift Science processes tetrabytes of data from thousands of websites to predict fraud ● 40 million events ingested ● 7 million risk scores calculated ● 70,000 labels created …. every day …. for more than 2,000 domains
  • 4. Confidential and Proprietary We wondered... who’s committing fraud how they’re doing it where it’s happening what would our data have to say about:
  • 5. Confidential and Proprietary How we crunched the numbers We focused a year’s worth of data (August 2014 - August 2015), taking a sample of 1.3 million transactions with shipping or billing address in the U.S. We computed the fraud rate as the number of fraud users as a fraction of all users. So, what did we find? .
  • 6. Confidential and Proprietary The Fraudiest Person In America ● Male ● Identifying as 85-90 years old ● Buying something worth $0- 20 ● Buying something with a billing address in Alaska ● Shipping something to Delaware
  • 7. Confidential and Proprietary The Fraudiest Person in America doesn’t really exist. He’s a composite of separate strong fraud signals, not a single individual. Just remember... (So don’t assume that an 88-year-old Alaskan buying a shirt for his granddaughter in Delaware is a fraudster…)
  • 8. Confidential and Proprietary The Fraudiest Behavior in America ● 3am is the fraudiest time of day (regardless of time zone) ● Users with 2-4 accounts linked to a single device are 8x more likely to be fraudsters ● Accounts less than 3 days old are 3x more likely to be fraudy ● Purchases worth less than $20 are 2x more likely to be fraudulent
  • 9. Confidential and Proprietary The Fraudiest States in America ● Delaware, Florida, and Nevada have the highest fraud rates by shipping address ● Alaska, Delaware, and Arizona have the highest fraud rates by billing address
  • 10. Confidential and Proprietary The main takeaway Tackling fraud is complex, and fraudsters are good at masquerading as legitimate users. Machine learning technologies give you the power to unearth hidden fraudsters and predict fraud before it happens.
  • 11. Want to know more? Read the full United States of Fraud report Discover how we can help your business at siftscience.com