Metricon 06. Leading Indicators in Information security. John Nye August 1, 2006
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1 Metricon 06 Leading Indicators in Information security John Nye August 1, 2006
2 Leading Indicators In Medicine Body temperature Elevated values indicate probable illness and severity Temperature alone can not diagnose the illness Characteristics Inexpensive to collect Accurately diagnose the presence of the condition May or may not reveal the nature of the condition 2
3 Leading Indicators in Information Security Are there easily measured system attributes that predict an insecure configuration? For example, does having a large number of open ports correlate to having an insecure environment? Application Evaluate an environment for its degree of vulnerability/risk to determine if additional investment is warranted (for example conducting a full vulnerability assessment) 3
4 Symantec Attack Center 4
5 SYMC Attack Center The Data Set Scans conducted between April, 2005 and July, 2006 Adoption of the tool has been increasing Most scan results are relatively recent 449 Scans Conducted Mostly External Penetration Tests Nessus Set Selection We Eliminated: Suspected test scans (i.e. we were testing the AC, not a client) Scans that weren t used to produce a report 5
6 Methodology - Identifying Leading Indicators Performed initial analysis using scans as the set Vulnerability Score = sum of vulnerability severities divided by host count (calculated for each scan) Scans ranked into quartiles based on vulnerability scores Vulnerability Saturation = count of instances of a particular vulnerability divided by host count (calculated for each quartile) Plotted each vulnerability s saturation from quartile to quartile and examined the results 6
7 Eliminating Vulnerabilities as Potential Leading Indicators Vulnerability eliminated from consideration if: Highest quartile saturation did not exceed 2% Saturation didn t increase with environment s vulnerability Particular to a type of environment, not generic to most environments (i.e. Web vulnerabilities) Real Problems with the Data Set 11 th hour Internal Network Scans Had to eliminate most vulnerable quartile completely from the analysis because it contained multiple (and not-easily identified) scans conducted from within an enterprise perimeter Probably eliminated several of the most vulnerable external scans in doing so 7
8 Findings (By Nessus Vuln ID) Potential Leading Indicators Vulnerability Saturation Quartile All non-web scanner findings with a final saturation > 2% identified during remote penetration tests. 8
9 Top General Indicators Leading Indicators (Preliminary Study) 0.3 Vulnerability Saturation Host Responds to Syn/Fin ICMP Timestamp Request OS Identified Quartile 9
10 Top Web Indicators Leading Web Indicators (Preliminary Study) 0.6 SSL2.0 Vulnerability Saturation Web Mirror Possible missing IIS Service Pack HTTP Trace Enabled HTTP: Does not reply with 404 HTTP Directory Enumeration HTTP Server Type and Version Quartile HTTP Server Type and Version 10
11 Correlation: Scans vs. Project Reports Leading Indicators (Small Data Set) Vulnerability Saturation FTP Banner (10092) HTTP Server Type and Version (10107) ICMP Timestamp Request (10114) HTTP Directory Enumeration (11032) HTTP Trace Enabled (11213) Possible Missing IIS Service Pack (11874) Quartile All data is from external penetration tests Small sample space Top 8 general and top 8 Web vulnerabilities depicted (only 6 of the 16 were present in this data set. 11
12 Next Steps Clean up the data set Quartile ranking of project reports doesn t match that of Scans Mix of internal and external scan data Small sample set of project reports Upgrade the math Statistical regression Multi-vulnerability analysis Repeat analysis for different types of environment Internal vs. External, Web vs. Generic, etc. Implement the analysis directly in the Attack Center 12
13 Dangers with Leading Indicators The leading indicator itself can not be used as a diagnosis Gaming the system Administrators may attempt to resolve only those vulnerabilities that are used as leading indicators. 13
14 Questions? Thank You. John Nye Consulting Services Technical Lead T M
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