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Data Driven
Asset Management
Data-Driven Asset Management
Michael Roytman
Data Scientist, Kenna
THESIS
What the data doesn’t say
augment from data
Less Tools
Less Data
Less Model Complexity
More Impact
Less Data Scientists
Say “Big Data”
One More Time
Cautionary Tales
“It don’t matta if you win by an
inch or a mile - winning’s
winning.”
-Vin Diesel, The Fast and the Furious, 2001
Winner, Best Movie, MTV Movie Awards
Everyone is a Data Scientist
Don’t Save For
Tomorrow What You Can
Do In Excel Today.
Take Only What You Need
Transparency, et al.
Probability A Vuln Having Property X Has Observed Breaches
RANDOMVULN
CVSS 10
CVSS 9
CVSS 8
CVSS 6
CVSS 7
CVSS 5
CVSS 4
Has Patch
0.000 0.010 0.020 0.030 0.040
Probability A Vuln Having Property X Has Observed Breaches
RandomVuln
CVSS 10
Exploit DB
Metasploit
MSP+EDB
0.0 0.1 0.2 0.2 0.3
Know What You’re After
www.risk.io
@mroytman
Holler!
Holler! @mroytman www.kennasecurity.com/jobs

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Less Is More: Behind the Data at Kenna, by Data Scientist Michael Roytman