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Adopting the Gold Standard:
A/B Testing and Randomised
Controlled Trials for Evidence-
based Judicial Policy-making
Arthur Dyevre
Tilburg-Vanderbilt
25 June 2021
Courts make policy when:
I Deciding over rules of procedure
Courts make policy when:
I Deciding over rules of procedure
I Internal organisation
Courts make policy when:
I Deciding over rules of procedure
I Internal organisation
I Spelling out doctrines
Courts make policy when:
I Deciding over rules of procedure
I Internal organisation
I Spelling out doctrines
I Administrative and constitutional review
Courts make policy when:
I Deciding over rules of procedure
I Internal organisation
I Spelling out doctrines
I Administrative and constitutional review
I Judicial discretion
1 Outline
1 Evidence-based Judicial Decision Making
2 The Gold Standard
3 What Makes Field RCTs the Gold Standard?
4 Field RCTs and A/B Testing in Law
5 Potential Scope
6 Conclusion
3 Adopting the Gold Standard
Evidentiary basis for evaluation of judicial policy interventions:
I Intuition
Evidentiary basis for evaluation of judicial policy interventions:
I Intuition
I Expert opinion
Evidentiary basis for evaluation of judicial policy interventions:
I Intuition
I Expert opinion
I Observational studies
Evidentiary basis for evaluation of judicial policy interventions:
I Intuition
I Expert opinion
I Observational studies
I Randomised experiments?
2 Outline
1 Evidence-based Judicial Decision Making
2 The Gold Standard
3 What Makes Field RCTs the Gold Standard?
4 Field RCTs and A/B Testing in Law
5 Potential Scope
6 Conclusion
5 Adopting the Gold Standard
2 A/B Testing
3 Outline
1 Evidence-based Judicial Decision Making
2 The Gold Standard
3 What Makes Field RCTs the Gold Standard?
4 Field RCTs and A/B Testing in Law
5 Potential Scope
6 Conclusion
11 Adopting the Gold Standard
I Internal validity
I Internal validity
I External validity
3 Vignette. Group 1
Suppose you are presiding over a human rights case. Adam K. was arrested in possession of
explosives as part of a police crackdown on an international terrorist network. Police and intelligence
experts anticipated an imminent attack. In the hope of foiling the terrorist plot, police officers proceeded
to interrogate Adam K., trying to bring him to reveal the names and whereabouts of his accomplices.
Extensive interrogation sessions, only interrupted by short pauses, were held. As a result, Adam K. was
effectively deprived of sleep for 72 hours, time during which he was fed a frugal meal (equivalent of
1200 calories in nutritional value) only every 12 hours. For reasons unknown to police authorities, the
attack did not take place. Yet, according to the police, the interrogation led to the arrest of another
terrorist suspect who was found in possession of large quantities of triacetone triperoxyde, a primary
explosive commonly used in improvised explosive devices. Adam K.’s lawyer argues that police treatment
amounted to torture under the European Convention of Human Rights. The police, however, argue
that the interrogation procedure was not disproportionate and solely motivated by the compelling desire
to protect national security. Proportionality requires that a governmental act be suitable, necessary and
reasonable considering the competing interests at hand. Does the manner in which the police interrogated
Adam K. amount to torture?
3 Vignette: Group 2
Suppose you are presiding over a human rights case. Adam K. was arrested in possession of
explosives as part of a police crackdown on an international terrorist network. Police and intelligence
experts anticipated an imminent attack. In the hope of foiling the terrorist plot, police officers proceeded
to interrogate Adam K., trying to bring him to reveal the names and whereabouts of his accomplices.
Extensive interrogation sessions, only interrupted by short pauses, were held. As a result, Adam K. was
effectively deprived of sleep for 72 hours, time during which he was fed a frugal meal (equivalent of
1200 calories in nutritional value) only every 12 hours. For reasons unknown to police authorities, the
attack did not take place. Yet, according to the police, the interrogation led to the arrest of another
terrorist suspect who was found in possession of large quantities of triacetone triperoxyde, a primary
explosive commonly used in improvised explosive devices. Adam K.’s lawyer argues that police treatment
amounted to torture under the European Convention of Human Rights. The police, however, argue that
the interrogation procedure was not disproportionate and solely motivated by the compelling desire to
protect national security. Article 3 ECHR states: “No one shall be subjected to torture or to inhuman or
degrading treatment or punishment.” Does the manner in which the police interrogated Adam K. amount
to torture?
3 Please rank factors with strong influence on judicial
decision making
3 Reported ideology
3 Treatment Effect
3 Randomisation
3 Causal Inference in Observational Studies
3 In the field
4 Outline
1 Evidence-based Judicial Decision Making
2 The Gold Standard
3 What Makes Field RCTs the Gold Standard?
4 Field RCTs and A/B Testing in Law
5 Potential Scope
6 Conclusion
21 Adopting the Gold Standard
4 Field Randomized Controlled Trials in Law
I First field RCT: Gaudet et al. (1933)
4 Field Randomized Controlled Trials in Law
I First field RCT: Gaudet et al. (1933)
I According to Greiner & Matthews (2016): about 50 field RCTs in
law since 1933
4 Field Randomized Controlled Trials in Law
I First field RCT: Gaudet et al. (1933)
I According to Greiner & Matthews (2016): about 50 field RCTs in
law since 1933
I Resistance to RCTs in legal community
4 Field Randomized Controlled Trials in Law
I First field RCT: Gaudet et al. (1933)
I According to Greiner & Matthews (2016): about 50 field RCTs in
law since 1933
I Resistance to RCTs in legal community
I Hypothesised reasons for differential with medicine:
advocacy-centred character of legal practice
4 Obstacles to RCTs in Law
I "It’s impossible"
4 Obstacles to RCTs in Law
I "It’s impossible"
I "The stakes are too high"
4 Obstacles to RCTs in Law
I "It’s impossible"
I "The stakes are too high"
I "We already know it"
4 Obstacles to RCTs in Law
I "It’s impossible"
I "The stakes are too high"
I "We already know it"
I "It’s unethical"
4 Obstacles to RCTs and A/B Testing in Law
5 Outline
1 Evidence-based Judicial Decision Making
2 The Gold Standard
3 What Makes Field RCTs the Gold Standard?
4 Field RCTs and A/B Testing in Law
5 Potential Scope
6 Conclusion
25 Adopting the Gold Standard
I Rules of procedures and judicial resource management
I Rules of procedures and judicial resource management
I Online and alternative dispute resolution
I Rules of procedures and judicial resource management
I Online and alternative dispute resolution
I Decision support systems
I Rules of procedures and judicial resource management
I Online and alternative dispute resolution
I Decision support systems
I Discretionary remedies
I Rules of procedures and judicial resource management
I Online and alternative dispute resolution
I Decision support systems
I Discretionary remedies
I Doctrines?
6 Outline
1 Evidence-based Judicial Decision Making
2 The Gold Standard
3 What Makes Field RCTs the Gold Standard?
4 Field RCTs and A/B Testing in Law
5 Potential Scope
6 Conclusion
29 Adopting the Gold Standard
6 Conclusion: Striking Gold?
I Field RCTs and A/B testing rare in law
6 Conclusion: Striking Gold?
I Field RCTs and A/B testing rare in law
I Ethical and cultural challenges
6 Conclusion: Striking Gold?
I Field RCTs and A/B testing rare in law
I Ethical and cultural challenges
I But clearly room for more
6 Conclusion: Striking Gold?
I Field RCTs and A/B testing rare in law
I Ethical and cultural challenges
I But clearly room for more
I Thanks!

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Adopting the Gold Standard: A/B Testing and Randomized Controlled Trials for Evidence-based Judicial Policy Making

  • 1. Adopting the Gold Standard: A/B Testing and Randomised Controlled Trials for Evidence- based Judicial Policy-making Arthur Dyevre Tilburg-Vanderbilt 25 June 2021
  • 2. Courts make policy when: I Deciding over rules of procedure
  • 3. Courts make policy when: I Deciding over rules of procedure I Internal organisation
  • 4. Courts make policy when: I Deciding over rules of procedure I Internal organisation I Spelling out doctrines
  • 5. Courts make policy when: I Deciding over rules of procedure I Internal organisation I Spelling out doctrines I Administrative and constitutional review
  • 6. Courts make policy when: I Deciding over rules of procedure I Internal organisation I Spelling out doctrines I Administrative and constitutional review I Judicial discretion
  • 7. 1 Outline 1 Evidence-based Judicial Decision Making 2 The Gold Standard 3 What Makes Field RCTs the Gold Standard? 4 Field RCTs and A/B Testing in Law 5 Potential Scope 6 Conclusion 3 Adopting the Gold Standard
  • 8. Evidentiary basis for evaluation of judicial policy interventions: I Intuition
  • 9. Evidentiary basis for evaluation of judicial policy interventions: I Intuition I Expert opinion
  • 10. Evidentiary basis for evaluation of judicial policy interventions: I Intuition I Expert opinion I Observational studies
  • 11. Evidentiary basis for evaluation of judicial policy interventions: I Intuition I Expert opinion I Observational studies I Randomised experiments?
  • 12. 2 Outline 1 Evidence-based Judicial Decision Making 2 The Gold Standard 3 What Makes Field RCTs the Gold Standard? 4 Field RCTs and A/B Testing in Law 5 Potential Scope 6 Conclusion 5 Adopting the Gold Standard
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  • 18. 3 Outline 1 Evidence-based Judicial Decision Making 2 The Gold Standard 3 What Makes Field RCTs the Gold Standard? 4 Field RCTs and A/B Testing in Law 5 Potential Scope 6 Conclusion 11 Adopting the Gold Standard
  • 20. I Internal validity I External validity
  • 21. 3 Vignette. Group 1 Suppose you are presiding over a human rights case. Adam K. was arrested in possession of explosives as part of a police crackdown on an international terrorist network. Police and intelligence experts anticipated an imminent attack. In the hope of foiling the terrorist plot, police officers proceeded to interrogate Adam K., trying to bring him to reveal the names and whereabouts of his accomplices. Extensive interrogation sessions, only interrupted by short pauses, were held. As a result, Adam K. was effectively deprived of sleep for 72 hours, time during which he was fed a frugal meal (equivalent of 1200 calories in nutritional value) only every 12 hours. For reasons unknown to police authorities, the attack did not take place. Yet, according to the police, the interrogation led to the arrest of another terrorist suspect who was found in possession of large quantities of triacetone triperoxyde, a primary explosive commonly used in improvised explosive devices. Adam K.’s lawyer argues that police treatment amounted to torture under the European Convention of Human Rights. The police, however, argue that the interrogation procedure was not disproportionate and solely motivated by the compelling desire to protect national security. Proportionality requires that a governmental act be suitable, necessary and reasonable considering the competing interests at hand. Does the manner in which the police interrogated Adam K. amount to torture?
  • 22. 3 Vignette: Group 2 Suppose you are presiding over a human rights case. Adam K. was arrested in possession of explosives as part of a police crackdown on an international terrorist network. Police and intelligence experts anticipated an imminent attack. In the hope of foiling the terrorist plot, police officers proceeded to interrogate Adam K., trying to bring him to reveal the names and whereabouts of his accomplices. Extensive interrogation sessions, only interrupted by short pauses, were held. As a result, Adam K. was effectively deprived of sleep for 72 hours, time during which he was fed a frugal meal (equivalent of 1200 calories in nutritional value) only every 12 hours. For reasons unknown to police authorities, the attack did not take place. Yet, according to the police, the interrogation led to the arrest of another terrorist suspect who was found in possession of large quantities of triacetone triperoxyde, a primary explosive commonly used in improvised explosive devices. Adam K.’s lawyer argues that police treatment amounted to torture under the European Convention of Human Rights. The police, however, argue that the interrogation procedure was not disproportionate and solely motivated by the compelling desire to protect national security. Article 3 ECHR states: “No one shall be subjected to torture or to inhuman or degrading treatment or punishment.” Does the manner in which the police interrogated Adam K. amount to torture?
  • 23. 3 Please rank factors with strong influence on judicial decision making
  • 27. 3 Causal Inference in Observational Studies
  • 28. 3 In the field
  • 29. 4 Outline 1 Evidence-based Judicial Decision Making 2 The Gold Standard 3 What Makes Field RCTs the Gold Standard? 4 Field RCTs and A/B Testing in Law 5 Potential Scope 6 Conclusion 21 Adopting the Gold Standard
  • 30. 4 Field Randomized Controlled Trials in Law I First field RCT: Gaudet et al. (1933)
  • 31. 4 Field Randomized Controlled Trials in Law I First field RCT: Gaudet et al. (1933) I According to Greiner & Matthews (2016): about 50 field RCTs in law since 1933
  • 32. 4 Field Randomized Controlled Trials in Law I First field RCT: Gaudet et al. (1933) I According to Greiner & Matthews (2016): about 50 field RCTs in law since 1933 I Resistance to RCTs in legal community
  • 33. 4 Field Randomized Controlled Trials in Law I First field RCT: Gaudet et al. (1933) I According to Greiner & Matthews (2016): about 50 field RCTs in law since 1933 I Resistance to RCTs in legal community I Hypothesised reasons for differential with medicine: advocacy-centred character of legal practice
  • 34. 4 Obstacles to RCTs in Law I "It’s impossible"
  • 35. 4 Obstacles to RCTs in Law I "It’s impossible" I "The stakes are too high"
  • 36. 4 Obstacles to RCTs in Law I "It’s impossible" I "The stakes are too high" I "We already know it"
  • 37. 4 Obstacles to RCTs in Law I "It’s impossible" I "The stakes are too high" I "We already know it" I "It’s unethical"
  • 38. 4 Obstacles to RCTs and A/B Testing in Law
  • 39. 5 Outline 1 Evidence-based Judicial Decision Making 2 The Gold Standard 3 What Makes Field RCTs the Gold Standard? 4 Field RCTs and A/B Testing in Law 5 Potential Scope 6 Conclusion 25 Adopting the Gold Standard
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  • 42. I Rules of procedures and judicial resource management
  • 43. I Rules of procedures and judicial resource management I Online and alternative dispute resolution
  • 44. I Rules of procedures and judicial resource management I Online and alternative dispute resolution I Decision support systems
  • 45. I Rules of procedures and judicial resource management I Online and alternative dispute resolution I Decision support systems I Discretionary remedies
  • 46. I Rules of procedures and judicial resource management I Online and alternative dispute resolution I Decision support systems I Discretionary remedies I Doctrines?
  • 47. 6 Outline 1 Evidence-based Judicial Decision Making 2 The Gold Standard 3 What Makes Field RCTs the Gold Standard? 4 Field RCTs and A/B Testing in Law 5 Potential Scope 6 Conclusion 29 Adopting the Gold Standard
  • 48. 6 Conclusion: Striking Gold? I Field RCTs and A/B testing rare in law
  • 49. 6 Conclusion: Striking Gold? I Field RCTs and A/B testing rare in law I Ethical and cultural challenges
  • 50. 6 Conclusion: Striking Gold? I Field RCTs and A/B testing rare in law I Ethical and cultural challenges I But clearly room for more
  • 51. 6 Conclusion: Striking Gold? I Field RCTs and A/B testing rare in law I Ethical and cultural challenges I But clearly room for more I Thanks!