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Fake Call Traffic Detection

         Keith Sequeira
           MSIS 5633
 Analysis using Tableau Desktop
Background
• Verizon - Database Analyst

• Invoice Validation

• Auto Dialers - fake traffic
Auto Dialers
• Fake call traffic generation

• Software

• Hardware
Data
• Call Detail Records (CDR)
• Vendor 1 – 1 Month – Bill cycle – Oct 2011
• Vendor 2 – 1 Month – Bill cycle – May 2011
  – 3 Parts – split randomly
Edit Data
• Tools - MS Access
• Created fields
• Limited data by date
Tableau Desktop
• From Phone Number
• To Phone Number
• Billable Time
Vendor 1 – Auto Dialer
• Flat distribution of Billable Time
  – NOT NORMAL
Vendor 1 - Basic Statistics
• Mean – 0.1594
• Standard Deviation – 0.1531
• Variance – 0.02343
Vendor 2 – Part 1
• Suspected Auto Dialer
  – Flat distribution of Billable Time
     • NOT NORMAL
Vendor 2- Part 1 - Basic Statistics
• Mean – 2.091
• Standard Deviation – 5.631
• Variance – 31.70
Vendor 2 – Part 2
• Suspected Auto Dialer
  – Even distribution of Billable Time
     • NORMAL
Vendor 2- Part 2 - Basic Statistics
• Mean – 4.433
• Standard Deviation – 10.01
• Variance – 100.2
Vendor 2 – Part 3
• Suspected Auto Dialer
  – Flat distribution of Billable Time
     • NOT NORMAL
Vendor 2- Part 3 - Basic Statistics
• Mean – 5.774
• Standard Deviation – 11.79
• Variance – 139.0
Conclusion
• HIGH VOLUME

  – Same FROM number

  – Same TO number

  – Same Billable Time
Conclusion
• High likelihood of Fake Call Generation

• Need more research

• Thank you

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Keith sequeira fake traffic detection

  • 1. Fake Call Traffic Detection Keith Sequeira MSIS 5633 Analysis using Tableau Desktop
  • 2. Background • Verizon - Database Analyst • Invoice Validation • Auto Dialers - fake traffic
  • 3. Auto Dialers • Fake call traffic generation • Software • Hardware
  • 4. Data • Call Detail Records (CDR) • Vendor 1 – 1 Month – Bill cycle – Oct 2011 • Vendor 2 – 1 Month – Bill cycle – May 2011 – 3 Parts – split randomly
  • 5. Edit Data • Tools - MS Access • Created fields • Limited data by date
  • 6. Tableau Desktop • From Phone Number • To Phone Number • Billable Time
  • 7. Vendor 1 – Auto Dialer • Flat distribution of Billable Time – NOT NORMAL
  • 8. Vendor 1 - Basic Statistics • Mean – 0.1594 • Standard Deviation – 0.1531 • Variance – 0.02343
  • 9. Vendor 2 – Part 1 • Suspected Auto Dialer – Flat distribution of Billable Time • NOT NORMAL
  • 10. Vendor 2- Part 1 - Basic Statistics • Mean – 2.091 • Standard Deviation – 5.631 • Variance – 31.70
  • 11. Vendor 2 – Part 2 • Suspected Auto Dialer – Even distribution of Billable Time • NORMAL
  • 12. Vendor 2- Part 2 - Basic Statistics • Mean – 4.433 • Standard Deviation – 10.01 • Variance – 100.2
  • 13. Vendor 2 – Part 3 • Suspected Auto Dialer – Flat distribution of Billable Time • NOT NORMAL
  • 14. Vendor 2- Part 3 - Basic Statistics • Mean – 5.774 • Standard Deviation – 11.79 • Variance – 139.0
  • 15. Conclusion • HIGH VOLUME – Same FROM number – Same TO number – Same Billable Time
  • 16. Conclusion • High likelihood of Fake Call Generation • Need more research • Thank you