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Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz
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Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz

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Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz

Quantitative Legal Prediction - Presentation @ Santa Clara Law - March 2013 - By Daniel Martin Katz

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  • 1. Quantitative Legal Prediction -Or- How I Learned to Stop Worrying andPrepare for the Future of the Legal Services Industry) Daniel Martin Katz Michigan State University - College of Law
  • 2. Today I Would Like to Sketch(In Part) Where I Believe Our Industry is Heading
  • 3. Simply Put
  • 4. Data Driven LawPractice
  • 5. Before Talking About the Law Business
  • 6. Some Broad Trends
  • 7. This is the Era of “Big Data”Increasing Computing PowerDecreasing Data Storage CostsFundamentally Altering the Scope of Scientific Inquiry and Technical Possibility
  • 8. Highlighting the Data Deluge 2008 2009 2010
  • 9. Highlighting the Data Deluge 2011 2011
  • 10. What is Drivingthe Big DataRevolution?
  • 11. Moore’s law!
  • 12. And HowBig is‘Big’?
  • 13. How Much Data Is a Petabyte?
  • 14. How Much Data Is a Petabyte?
  • 15. Kryder’s law !
  • 16. How Much Data Is a Petabyte?
  • 17. How Much Data Is a Petabyte?
  • 18. How Much Data Is a Petabyte?
  • 19. How Much Data Is a Petabyte?
  • 20. Okay But ...
  • 21. Data is only half the story
  • 22. Computation andArtificial Intelligence
  • 23. The Artificial Intelligence Revolution is On
  • 24. The Artificial Intelligence Revolution is On
  • 25. The Artificial Intelligence Revolution is On
  • 26. The Artificial Intelligence Revolution is On ....But it is not what we thought
  • 27. ‘Soft’ Artificial Intelligence
  • 28. “Practically every financial transaction,from someone buying a cup of coffee tosomeone trading a trillion dollars ofcredit default derivatives, is done insoftware ....Health care and education, in my view,are next up for fundamental software-based transformation. My venturecapital firm is backing aggressive start-ups in both of these gigantic and criticalindustries.We believe both of these industries,which historically have been highlyresistant to entrepreneurial change, areprimed for tipping by great new software-centric entrepreneurs ...Companies in every industry need toassume that a software revolution iscoming.”
  • 29. The First ResponseI Typically Encounter
  • 30. You Cannot Replace The Things I Do ...
  • 31. With a Computer
  • 32. It is Useful
  • 33. To Consider Industries
  • 34. Where Human Reasoning
  • 35. Was Paramount
  • 36. Finance was an Industry
  • 37. Where Human Reasoning
  • 38. Reigned Supreme
  • 39. But Not Anymore ...
  • 40. The Rise of the Quants...
  • 41. 50%+ of Trades on NYSE
  • 42. http://www.cbsnews.com/video/watch/?id=6945451n
  • 43. How About This One ...
  • 44. 2004 DarpaGrand Challenge
  • 45. Goal:Build a Driverless Car that Could Travel 150 miles
  • 46. Winning Vehicle Traveled only Eight Miles
  • 47. Fast Forward to 2012 ...
  • 48. Now The Business of Law
  • 49. Remember Industry It is Not A Binary Proposition
  • 50. Displacing20%-30% of the Work Load is Damn Pretty Significant
  • 51. 100  Lawyers 85  Lawyers/Legal  Service  Jobs 70  Lawyers  in  ‘Safe’  Employment   70  Lawyers 30  Lawyers  in  Employment   10  Law  +  Tech              Susceptible  to  Automation 5    Tech  +  Law   30%  Reduction  in  Traditional  Law  Jobs 15%  Reduction  in  Law  Related  Employment Arbitrage  Oppurtunies  For  Helping  Move  Across  the  Spectrum
  • 52. 100  Lawyers 85  Lawyers/Legal  Service  Jobs 70  Lawyers  in  ‘Safe’  Employment   70  Lawyers 30  Lawyers  in  Employment   10  Law  +  Tech              Susceptible  to  Automation 5    Tech  +  Law   30%  Reduction  in  Traditional  Law  Jobs 15%  Reduction  in  Law  Related  Employment Arbitrage  Opportunities  For  Helping  Move  Across  the  Spectrum
  • 53. Some Applicable Terms That Will Drive TheFuture of the Industry
  • 54. And Will Be Part of What it Means to“Think Like a Lawyer”
  • 55. Natural Language ProcessingKnowledge Representation Feature Extraction Feature Selection Machine Learning Classification Clustering
  • 56. http://www.drewconway.com/zia/?p=2378
  • 57. So What is theNext Big Thing... ?
  • 58. Quantitative Legal Prediction
  • 59. The Age ofQuantitative Legal Prediction 2011
  • 60. The Age ofQuantitative Legal Prediction 2011
  • 61. The Age ofQuantitative Legal Prediction 2012
  • 62. Coming Soon to SSRN!Quantitative Legal Prediction- or -How I Learned to Stop Worrying and StartPreparing for the Data Driven Future of theLegal Services IndustryDaniel Martin KatzAssistant Professor of LawMichigan State University 2013 Forthcoming
  • 63. Two Key Ideas About Prediction
  • 64. (1) Inverse Problem(2) System Dynamics
  • 65. Hypothesis Testing is the Core ofMainstream Science
  • 66. Deduction
  • 67. PopperianFalsification
  • 68. Partial orComplete Induction
  • 69. Is the Alternative
  • 70. In Case YouDid not Know
  • 71. This is anInductive Age
  • 72. This is the Age of Aspirational Spelling(Spelling is 1.0 Thinking)
  • 73. (1) Induce a PlausibleModel from Existing Data
  • 74. (2) Validate Model
  • 75. Either: Out of SampleForward Prediction Or Both
  • 76. (2) System Dynamics
  • 77. Imagine Two Different Complex Systems
  • 78. Weather
  • 79. Tides
  • 80. vs. TIDES ALMANAC Easy/ Difficult /Predictable Chaotic
  • 81. Formal Treatment of the question of prediction inalternative Domains
  • 82. MY THESIS
  • 83. Human Prediction isA Hallmark of the Legal Services Industry
  • 84. The Race for theFuture of this Industry
  • 85. To Mimic the Behavior “Expert Reasoners”
  • 86. but do soat highly aggregated scale
  • 87. What Do I Mean?
  • 88. Humans are AmazingPattern Detectors
  • 89. But Aggregation is the Question ...
  • 90. How Does a HumanReasoner Evaluate 10,000 100,000 1,000,000 Data Points?
  • 91. Truth is They Don’t
  • 92. Truth is They Don’t #Heuristics
  • 93. Quantitative Legal Prediction
  • 94. It Has Already Begun ...
  • 95. And It Will Continue to Move Up The Value Chain ...
  • 96. E-Discovery
  • 97. E-Discovery
  • 98. Turns outThese Were FormerlyEntry Level Law Jobs that Have Became
  • 99. An IBM Job An EMC JobA Symantec Job
  • 100. Just Remember there was a Day When E-Discovery was not mainstream
  • 101. And Now It Dominates Our Industry
  • 102. And Now It Dominates Our Industry
  • 103. It Is About to Be Reset
  • 104. But Another Form ofPredictive Technology...
  • 105. Predictive Coding
  • 106. Predictive Coding Will Move Across the Machine Learning SpectrumSupervised Semi- Unsupervised Supervised Present Future
  • 107. Legal Procurement &Legal Supply Chain Mgmt.
  • 108. Legal Supply Chain Mgmt. (High End of Market)Data and Logistics =General Counsels as Maestros managing the global legal supply chain
  • 109. Legal Procurement (High End of Market)General Counsels asLegal ProcurementSpecialistsTyMetrix -Using $40 billion inLegal Spend Data toHelp GC’s Look forArbitrageOpportunities, ValuePropositions in HiringLaw Firms
  • 110. Legal Procurement (High End of Market)Driving Downyour Legal BillsYeah there is anApp for That City Firm Size Partner Calculate Experience http://tymetrix.com/mobile_apps/
  • 111. Predicting JudicialDecisions
  • 112. Model LeveragesClassification Tree (Tool fromMachine Learning)
  • 113. But This Was ~10 Years Ago
  • 114. But This is aGreat Example
  • 115. But What Does the Market Really Care About?
  • 116. Predicting Outcomesin Disputes
  • 117. Disputes v. Decisions
  • 118. Disputes, Filings, etc.
  • 119. Bargaining in theShadow of the Law
  • 120. What is the Client’s First Question?
  • 121. do i have a case?
  • 122. how is that assessment generated?
  • 123. How Does the Human Reasoner Arrive at Their Conclusion?
  • 124. Pattern Detection High Dimensional Similarity MatchingAnalogical Reasoning etc.
  • 125. Mental Models vsAggregated Data
  • 126. TheImmediate Future =
  • 127. standard client memo +statistical portrait ofLots of ‘similar’ cases
  • 128. Examples
  • 129. IPLITIGATION / M&A Valuation
  • 130. https://lexmachina.com/
  • 131. https://lexmachina.com/June 6, 2012
  • 132. Securities FraudLitigation
  • 133. predictive model of securities fraudclass action lawsuits
  • 134. predicts both thelikelihood of settlement and the expected settlement amount
  • 135. uses only variables that are known at the day of filing
  • 136. There Are ManyOther Additional Examples ...
  • 137. “The softwareidentifies standardand terms incontracts, and itsbenchmarkingtools showlawyers how theircurrent documentcompares to thestandard.”
  • 138. The VC CommunityIs Turning to Legal
  • 139. A number ofventure capitalistshave invested inthe company,including SiliconValley’s SequoiaCapital whichinvested $7 millionin 2007 ....Reported saleprice between $35million and $40million.Final Number waslikely between$80 - $100 million
  • 140. And There isLots More in this Space ...
  • 141. Law Schools Can HelpSupport Legal Innovation
  • 142. Here is the Laboratory that I Co-Founded ...
  • 143. We Are CollectingAll of Leaders in this space
  • 144. some of whom nowemploy my students :)
  • 145. Richard Susskind Renee Knake Adam Wyner John Sheridan Monica GoyalJune 29, 2012 Mark Smith James Peters Kevin Doolan Jack G. Conrad Geoff Wild Chris Kenny Ajaz Ahmed Richard Cohen Natalie Campbell Daniel Katz
  • 146. Osama Omar Cara Christopher Hussain Yousef Silvia James David Rany Daniel Karnig Renee GeoffAbu-Dehays Christidis Dwyer Grout Hadi Hamza Hodges Peters Yates Sader Katz Kerkonian Knake Wild (many more speakers to be confirmed)ReInvent Law DubaiA Conference on Law, Technology, Innovation and EntrepreneurshipMonday, December 10, 2012 Keynote Speaker:1 to 6 p.m.DIFC Centre for Excellence, Lecture Theater, Level 1 Hala FadelLawyers, innovators, entrepreneurs, students, developers, and all who are interestedin the future of law, technology, or entrepreneurship are encouraged to attend.For more information and to register, visit www.ReInventLawDubai.com.Register today! Registration is free, but seats are limited.Sponsored by Michigan State University College of Law’s graduate programs in DubaiVisit www.law.msu.edu/llm/dubai to learn more about Michigan State Law’s LL.M. and M.J. degree programs in Dubai.Earn an advanced degree in as little as two years, part-time, at MSU Dubai’s Knowledge Village campus.
  • 147. ReInvent Law TM Dubai 2012
  • 148. ReInvent Law TM Dubai 2012
  • 149. ReInvent Law TM March 8, 2013 SPONSORED BY: SiliconValley 2013 www.ReInventLawSiliconValley.com david estrada josh becker charley moore james peters raj abhyanker Hon. Ann Aiken bill henderson karnig kerkonian andy daws tim stanley nicole auerbach tony laistephanie kimbro silvia hodges jason mendelson ed walters Deven Desai henry jones renee knake mark sherman sol irvine kingsley martin ajaz ahmed richard granatkevin colangelo chris stone daniel martin katz sean mcgrath michael bommarito ron dolin ray bayley josh blackman john murdock iii marci harris colin rule michael poulshock ... And Even More Speakers To Be Announced
  • 150. ReInvent Law TMSiliconValley 2013www.ReInventLawSiliconValley.com
  • 151. STUDY ABROAD !"#$"#110001010100010101000 0101110101010100101001100100101010 1111100110001010100010101000111110011000101 TECHNOLOGY INNOVATION DEREGULATION ENTREPRENEURSHIP1000101010001111100110001010100 1000111110011000101001010100011111001100 100010101000111110011000100010 100011111001100010 10001010100011111 21stCenturyLawPractice.com Intensive Two Week Summer Program for June 2nd - June 18th Law Students, Technologists and Practicing Lawyers
  • 152. ReInvent Law TM Laboratory ReInvent.com #ReInventLawCurrent Course Offerings:21st Century Law Practice London Summer ProgramEntrepreneurial LawyeringLegal Information Engineering & TechnologyQuantitative Methods for LawyersElectronic Discovery Daniel Martin KatzLaw Practice Innovation Co-DirectorVirtual Law PracticeTentative Future Course Offerings:Economics of the Legal Service & Product MarketLegal Process OutsourcingDesign Thinking for Lawyers Renee Newman KnakeLitigation: Data, Theory & Practice Co-DirectorSupply Chain ManagementProject ManagementPredictive Analytics for LawyersTechnology Aided Document Assembly Sponsored By:Computer Programming for LawyersArtificial Intelligence & Law
  • 153. TMReInvent LawChannel ReInventChannel.com Launch Date = April 1, 2013 ~
  • 154. ReInvent Law ReInvent Law TM TM London 2013 New York 2013 June 2013 Fall 2013 More Free Events Coming Soon! ReInvent.com #ReInventLaw
  • 155. There are among the Bigresearch & development Questions in our Industry
  • 156. My Research Group is Actively Engaged in Research that is Relevant to Developing Future Legal/Govt Information Products
  • 157. Here Are a FewThings from Our Lab Campaign Contribution Networks Electronic3D HD Visualization of Supreme World Court Citation Network Treaty Index Six Degrees of Marbury v. Madison The United States Code
  • 158. Legal Language Explorer Indexing 450,000+ Cases
  • 159. BLOGComputationalLegalStudies.com
  • 160. There are SeriousTechnical Questions In Here ...
  • 161. But this is Also Very Practical
  • 162. Lawyers are in thePrediction Business (in Part)
  • 163. Technology Has Already Disrupted Law ...
  • 164. There Is Going to Be Lots More
  • 165. In Other Words,
  • 166. Welcome To Law’sInformation Revolution
  • 167. And Yes There Is Goingto Be Math (& Computing) on the Exam

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