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Measure 
What You Fix:
!
Asset Management 
Is Broken
Michael Roytman
Data Scientist, Risk I/O
It is far better to grasp the
universe as it really is than to
persist in delusion, however
satisfying and reassuring.
- Carl Sagan
Risk =
More Can Happen
Than Will.
2. CVSS Score Reduction
Bad Remediation Metrics
1. Vulnerability Density
Part 1:
!
Fix What Matters
I Love It When You Call Me Big Data
50,000,000 Live Vulnerabilities
1,500,000 Assets
2,000 Organizations
I Love It When You Call Me Big Data
3,000,000 Breaches
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
Part 2:
!
Measure 
What You Fix
Measure What You FIx: Asset Risk Management Done Right
#DoingItWrong
Jet Engine x Peanut Butter SHINY!=
Current State of Remediation Performance Tracking
Where We Want To Be
Measure What You FIx: Asset Risk Management Done Right
Data
1.Active Breaches
!
2.Metasploit Module
!
3. ExploitDB Entry
!
4. Popular Target
Measure What You FIx: Asset Risk Management Done Right
Framework
Estimate likelihood of breach event
for each vulnerability.
Framework
An asset is only as safe as the
riskiest vulnerability on that asset.
Measure What You FIx: Asset Risk Management Done Right
Model
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Breached In The Wild?
Metasploit Module Exists?
ExploitDB Entry?
Popular Target?
Less Risky
Model
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Better?
Model
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Asset
Model
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Asset
Model
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Asset Asset Asset
Model
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Actively
Breached
Meta
sploit
Exploit
DB
Popular
Target
Vuln
Asset = 5 Asset = 10 Asset = 4.375
Where Were Going, We Dont Need Peanut Butter
Where Were Going, We Dont Need Peanut Butter
An Engine Not A Camera
risk.io/jobs
@mroytman
WE HAVE 
JOBS

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Measure What You FIx: Asset Risk Management Done Right