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Honor Among Thieves A Common’s Analysis of Cybercrime Economics Sadia Afroz, Vaibhav Garg, Damon McCoy, Rachel Greenstadt

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Page 1: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Honor Among ThievesA Common’s Analysis of Cybercrime Economics

Sadia Afroz, Vaibhav Garg, Damon McCoy, Rachel Greenstadt

Page 2: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Tragedy of the commons

Page 3: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Underground forum

What is the relationship?

Farmers and cows

Page 4: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

• Cybercrime is limited resource economy

• Underground forums facilitate sharing of stolen resources

Page 5: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

== Underground forums

== members of the forums

== members of the forums

Page 6: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Why is this important?

• Well-defined criteria to estimate sustainability in the physical world

• Are cybercrime communities sustainable?

Page 7: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

• Sustainable communities are more economically efficient

• Can we make these communities unsustainable?

Why would we care?

Page 8: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

• Ostrom’s framework for sustainable community:

- Low cost of monitoring

- Moderate rates of change of the resource/ resource consumers

- Frequent communication between resource members

- Low costs of enforcement

- Exclusion

Framework for sustainability

Page 9: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

• Which underground forums meet these criteria?

• Are these forums successful?

Page 10: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Data5 forums

10

Page 11: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Data5 leaked forums

11

Page 12: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Data5 leaked forums

(Russian)

12

Page 13: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Data5 leaked forums

(Russian)

Antichat(May 2002-Jun 2010)

13

Page 14: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Data5 leaked forums

(Russian)

Antichat(May 2002-Jun 2010)

14

(English)

BadHackerZ(Nov 2003-May 2008)

BlackHat(Oct 2005-Mar 2008)

Page 15: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Data5 leaked forums

(Russian)

Antichat(May 2002-Jun 2010)

15

(English)

BadHackerZ(Nov 2003-May 2008)

BlackHat(Oct 2005-Mar 2008)

(German)

Carders(Feb 2009- Dec 2010)

L33tCrew(May 2007-Nov 2009)

Page 16: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

0

12,500

25,000

37,500

50,000

Antichat BadhackerZ Blackhat Carders L33tCrew

9,306

3,0974,2293,026

15,165

9,5285,3284,4895,123

25,871

Members

Active members Lurkers16

Page 17: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

What is a successful forum?

• Long lasting and engaged

• “Small world”

Page 18: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Small world

2. Distance between any two members is small

1. Members are part of a connected group

Page 19: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

What is a successful forum?

• Except BadhackerZ all shows “small world” effect

• BadhackerZ is an unsuccessful forum

• The rest of forums are successful

Page 20: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Low cost of monitoring

• 3 ways of monitoring:

- admins and mods

- automated filtering

- community driven

Page 21: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Low cost of monitoring

- BadhackerZ had admins and mods

- Rest of the forums used all ways

Page 22: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Moderate rates of change of the resource consumers

0

25

50

75

100

2002-01 2003-07 2005-01 2006-07 2008-01 2009-07

% m

embe

rs

Time (year-month)

Antichat BadhackerZ Blackhat Carders L33tCrew

Page 23: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Frequent communication between resource members

0

25

50

75

100

2002-01 2003-07 2005-01 2006-07 2008-01 2009-07

% p

rivat

e po

sts

Time (year-month)

Antichat BadhackerZ Blackhat Carders L33tCrew

0

25

50

75

100

2002-01 2003-07 2005-01 2006-07 2008-01 2009-07

% p

ublic

pos

ts

Time (year-month)

Antichat BadhackerZ Blackhat Carders L33tCrew

Page 24: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Low cost of Enforcement

• Bots

• Community driven: special threads for complaints

• Punishment is either monetary or temporary/permanent bans

Page 25: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

• Anybody can join!

• But access is restricted based on rank

Exclusion

Page 26: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Summary

• Successful/sustainable forums have:

- Easy monitoring

- Moderate increase in members

- Frequent communication

- Limited privileged access

- Strict enforcement

Page 27: Honor Among Thieves - ICSI | ICSIsadia/papers/talk-ecrime13.pdf · BlackHat (Oct 2005-Mar 2008) Data 5 leaked forums (Russian) Antichat (May 2002-Jun 2010) 15 (English) BadHackerZ

Future work

• Analyze more forums

• Use different measures of success

• Identify economically efficient ways to dismantle underground communities