Bias in Judicial Decisionmaking: 
A Test of the `Liberation Hypothesis' 
Rhys Hester 
Post-Doctoral Research Fellow 
Robina Institute of Criminal Law and Criminal Justice 
University of Minnesota Law School 
Todd K. Hartman 
Lecturer in Quantitative Methods 
Sheeld Methods Institute 
t.k.hartman@sheeld.ac.uk 
http://tkhartman.staff.shef.ac.uk/ 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Brief Bio: My Research Interests 
Political Psychology / Behaviour (Individual-level) 
1 Intergroup Relations and Identity 
Prejudice / Inequality 
(e.g., Racial, Ethnic, Partisan, Economic, and Religious 
Groups) 
2 Attitudes and Persuasion 
Framing, Campaigns, Information-Processing, and Analogies 
Quantitative Research Methods 
Survey Research 
Experimental Design and Analysis 
Structural Equation Modeling 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Global Incarceration Rates 
Source: International Centre for Prison Studies
U.S. Outpaces World in Prison Population
U.S. Outpaces World in Prison Population
Incarcerated Population Increases Over Time
Incarceration Rate Increases Over Time
Justice Blind?
Minorities Disproportionately Imprisoned
Research Question 
Given that racial disparities exist in the U.S. justice system, 
when are they most likely to occur? 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Research Question 
Given that racial disparities exist in the U.S. justice system, 
when are they most likely to occur? 
Criminal Sentencing Decisions 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Theory 
`Liberation Hypothesis' [Kalven  Zeisel (1966)] 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Theory 
`Liberation Hypothesis' [Kalven  Zeisel (1966)] 
Clear evidence; favours one side 
Jurors constrained; decisionmaking on relevant case facts 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Theory 
`Liberation Hypothesis' [Kalven  Zeisel (1966)] 
Clear evidence; favours one side 
Jurors constrained; decisionmaking on relevant case facts 
Ambiguous evidence; no easy favourite 
Jurors 'liberated' to consider extra-legal factors 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Hypothesis 
Adapted to Criminal Sentencing Decisions (i.e., Judges) 
When Is Public Scrutiny Lowest? 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Hypothesis 
Adapted to Criminal Sentencing Decisions (i.e., Judges) 
When Is Public Scrutiny Lowest? 
Severity of Crime: Minor vs. Major Crimes 
[Spohn  Cederblom (1991); Spohn  DeLone (2000)] 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Hypothesis 
Adapted to Criminal Sentencing Decisions (i.e., Judges) 
When Is Public Scrutiny Lowest? 
Severity of Crime: Minor vs. Major Crimes 
[Spohn  Cederblom (1991); Spohn  DeLone (2000)] 
Severity of Crime AND Oender 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Hypothesis 
Adapted to Criminal Sentencing Decisions (i.e., Judges) 
When Is Public Scrutiny Lowest? 
Severity of Crime: Minor vs. Major Crimes 
[Spohn  Cederblom (1991); Spohn  DeLone (2000)] 
Severity of Crime AND Oender 
For minor oenses, Blacks more likely to be sentenced to 
longer prison terms than whites. 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Hypothesis 
Adapted to Criminal Sentencing Decisions (i.e., Judges) 
When Is Public Scrutiny Lowest? 
Severity of Crime: Minor vs. Major Crimes 
[Spohn  Cederblom (1991); Spohn  DeLone (2000)] 
Severity of Crime AND Oender 
For minor oenses, Blacks more likely to be sentenced to 
longer prison terms than whites. 
Blacks with limited criminal history more likely to be 
incarcerated than whites. 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
What Evidence? Testing the Liberation Hypothesis 
N = 17,643 Cases 
South Carolina Circuit Courts 
All Criminal Cases for FY 2001 
Non-guidelines State 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Pro
le: South Carolina 
Pop.: 4.8 m 
White = 64% 
Black = 28% 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Pro
le: South Carolina 
Population: 4.8 m 
White = 64% 
Black = 28% 
Prison Pop.: 21.9 k 
White = 34% 
Black = 64% 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Measures: Overview 
Prison Sentence Decision 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Measures: Overview 
Prison Sentence Decision 
Case Characteristics 
Oense Seriousness (1-5) 
Commitment Score (1-12) 
Type of Crime (Violent, Drug, Property, Other) 
Guilty at Trial (v. Plea) 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Measures: Overview 
Prison Sentence Decision 
Case Characteristics 
Oense Seriousness (1-5) 
Commitment Score (1-12) 
Type of Crime (Violent, Drug, Property, Other) 
Guilty at Trial (v. Plea) 
Offender Characteristics 
Criminal History (1-5) 
Gender (Male v. Female) 
Age (15-81 yrs. old) 
Race (Black v. White) 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Measures: Outcome Variable 
Prison Sentence Decision 
(2-stage) 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Measures: Outcome Variable 
Prison Sentence Decision 
(2-stage) 
Binary Decision to Incarcerate 
(Yes /No) 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Measures: Outcome Variable 
Prison Sentence Decision 
(2-stage) 
Binary Decision to Incarcerate 
(Yes /No) 
If yes (hurdle), expected 
minimum prison sentence 
(in months) 
Range: 1 month to 360 
months (30 years) 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Distribution of Prison Sentence DV
Measures: Key Independent Variable (Moderator #1) 
Oense Seriousness - SC Classi
cation Scheme 
1 Misdemeanors (15%) 
Vandalism, Political Intimidation 
2 Class F Felonies (46%) 
Stalking, Illegal Conduct at Elections 
3 Class E Felonies (20%) 
Harm to a Child, Reckless Homicide 
4 Class D Felonies (11%) 
Burglary, Distribution of Meth 
5 Class A, B, C, or Exempt Felonies (8%) 
Murder, Kidnapping, Armed Robbery 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Measures: Key Independent Variable (Moderator #2) 
Criminal History 
(SC Sentencing Commission) 
1 None (37%) 
2 Minimal (33%) 
3 Moderate (17%) 
4 Considerable (6%) 
5 Extensive (7%) 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Analytic Strategy 
Prison Sentence 
Count in Months 
Positive Integer (y  0) 
Skewed Distribution 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
Analytic Strategy 
Prison Sentence 
Count in Months 
Positive Integer (y  0) 
Skewed Distribution 
Modeling Strategy 
1 Linear Regression (OLS) 
2 Event Count Models 
Poisson 
Negative Binomial 
3 Zero-In
ated  `Hurdle' 
Models 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking
HRM: Comparison of Event Count Models
Results: Average Marginal Eects of Predicted Sentence
Results: Average Marginal Eects of Pr(Prison)
Marginal Eect of Being Black on Pr(Prison)
Marginal Eect of Being Black on Pr(Prison)
Marginal Eect of Being Black on Sentence Length
Marginal Eect of Being Black on Sentence Length
Conclusion 
Support for the `Liberation Hypothesis' (`When?' Question) 
Black Oenders Are More Likely (than Whites) to Be 
Incarcerated... 
...at lower levels of Criminal History 
Todd K. Hartman, SMI Bias in Judicial Decisionmaking

Racial Bias in Criminal Sentencing

  • 1.
    Bias in JudicialDecisionmaking: A Test of the `Liberation Hypothesis' Rhys Hester Post-Doctoral Research Fellow Robina Institute of Criminal Law and Criminal Justice University of Minnesota Law School Todd K. Hartman Lecturer in Quantitative Methods Sheeld Methods Institute t.k.hartman@sheeld.ac.uk http://tkhartman.staff.shef.ac.uk/ Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 2.
    Brief Bio: MyResearch Interests Political Psychology / Behaviour (Individual-level) 1 Intergroup Relations and Identity Prejudice / Inequality (e.g., Racial, Ethnic, Partisan, Economic, and Religious Groups) 2 Attitudes and Persuasion Framing, Campaigns, Information-Processing, and Analogies Quantitative Research Methods Survey Research Experimental Design and Analysis Structural Equation Modeling Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 3.
    Global Incarceration Rates Source: International Centre for Prison Studies
  • 4.
    U.S. Outpaces Worldin Prison Population
  • 5.
    U.S. Outpaces Worldin Prison Population
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
    Research Question Giventhat racial disparities exist in the U.S. justice system, when are they most likely to occur? Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 11.
    Research Question Giventhat racial disparities exist in the U.S. justice system, when are they most likely to occur? Criminal Sentencing Decisions Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 12.
    Theory `Liberation Hypothesis'[Kalven Zeisel (1966)] Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 13.
    Theory `Liberation Hypothesis'[Kalven Zeisel (1966)] Clear evidence; favours one side Jurors constrained; decisionmaking on relevant case facts Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 14.
    Theory `Liberation Hypothesis'[Kalven Zeisel (1966)] Clear evidence; favours one side Jurors constrained; decisionmaking on relevant case facts Ambiguous evidence; no easy favourite Jurors 'liberated' to consider extra-legal factors Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 15.
    Hypothesis Adapted toCriminal Sentencing Decisions (i.e., Judges) When Is Public Scrutiny Lowest? Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 16.
    Hypothesis Adapted toCriminal Sentencing Decisions (i.e., Judges) When Is Public Scrutiny Lowest? Severity of Crime: Minor vs. Major Crimes [Spohn Cederblom (1991); Spohn DeLone (2000)] Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 17.
    Hypothesis Adapted toCriminal Sentencing Decisions (i.e., Judges) When Is Public Scrutiny Lowest? Severity of Crime: Minor vs. Major Crimes [Spohn Cederblom (1991); Spohn DeLone (2000)] Severity of Crime AND Oender Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 18.
    Hypothesis Adapted toCriminal Sentencing Decisions (i.e., Judges) When Is Public Scrutiny Lowest? Severity of Crime: Minor vs. Major Crimes [Spohn Cederblom (1991); Spohn DeLone (2000)] Severity of Crime AND Oender For minor oenses, Blacks more likely to be sentenced to longer prison terms than whites. Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 19.
    Hypothesis Adapted toCriminal Sentencing Decisions (i.e., Judges) When Is Public Scrutiny Lowest? Severity of Crime: Minor vs. Major Crimes [Spohn Cederblom (1991); Spohn DeLone (2000)] Severity of Crime AND Oender For minor oenses, Blacks more likely to be sentenced to longer prison terms than whites. Blacks with limited criminal history more likely to be incarcerated than whites. Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 20.
    What Evidence? Testingthe Liberation Hypothesis N = 17,643 Cases South Carolina Circuit Courts All Criminal Cases for FY 2001 Non-guidelines State Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 21.
  • 22.
    le: South Carolina Pop.: 4.8 m White = 64% Black = 28% Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 23.
  • 24.
    le: South Carolina Population: 4.8 m White = 64% Black = 28% Prison Pop.: 21.9 k White = 34% Black = 64% Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 25.
    Measures: Overview PrisonSentence Decision Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 26.
    Measures: Overview PrisonSentence Decision Case Characteristics Oense Seriousness (1-5) Commitment Score (1-12) Type of Crime (Violent, Drug, Property, Other) Guilty at Trial (v. Plea) Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 27.
    Measures: Overview PrisonSentence Decision Case Characteristics Oense Seriousness (1-5) Commitment Score (1-12) Type of Crime (Violent, Drug, Property, Other) Guilty at Trial (v. Plea) Offender Characteristics Criminal History (1-5) Gender (Male v. Female) Age (15-81 yrs. old) Race (Black v. White) Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 28.
    Measures: Outcome Variable Prison Sentence Decision (2-stage) Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 29.
    Measures: Outcome Variable Prison Sentence Decision (2-stage) Binary Decision to Incarcerate (Yes /No) Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 30.
    Measures: Outcome Variable Prison Sentence Decision (2-stage) Binary Decision to Incarcerate (Yes /No) If yes (hurdle), expected minimum prison sentence (in months) Range: 1 month to 360 months (30 years) Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 31.
  • 32.
    Measures: Key IndependentVariable (Moderator #1) Oense Seriousness - SC Classi
  • 33.
    cation Scheme 1Misdemeanors (15%) Vandalism, Political Intimidation 2 Class F Felonies (46%) Stalking, Illegal Conduct at Elections 3 Class E Felonies (20%) Harm to a Child, Reckless Homicide 4 Class D Felonies (11%) Burglary, Distribution of Meth 5 Class A, B, C, or Exempt Felonies (8%) Murder, Kidnapping, Armed Robbery Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 34.
    Measures: Key IndependentVariable (Moderator #2) Criminal History (SC Sentencing Commission) 1 None (37%) 2 Minimal (33%) 3 Moderate (17%) 4 Considerable (6%) 5 Extensive (7%) Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 35.
    Analytic Strategy PrisonSentence Count in Months Positive Integer (y 0) Skewed Distribution Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 36.
    Analytic Strategy PrisonSentence Count in Months Positive Integer (y 0) Skewed Distribution Modeling Strategy 1 Linear Regression (OLS) 2 Event Count Models Poisson Negative Binomial 3 Zero-In ated `Hurdle' Models Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 37.
    HRM: Comparison ofEvent Count Models
  • 38.
    Results: Average MarginalEects of Predicted Sentence
  • 39.
    Results: Average MarginalEects of Pr(Prison)
  • 40.
    Marginal Eect ofBeing Black on Pr(Prison)
  • 41.
    Marginal Eect ofBeing Black on Pr(Prison)
  • 42.
    Marginal Eect ofBeing Black on Sentence Length
  • 43.
    Marginal Eect ofBeing Black on Sentence Length
  • 44.
    Conclusion Support forthe `Liberation Hypothesis' (`When?' Question) Black Oenders Are More Likely (than Whites) to Be Incarcerated... ...at lower levels of Criminal History Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 45.
    Conclusion Support forthe `Liberation Hypothesis' (`When?' Question) Black Oenders Are More Likely (than Whites) to Be Incarcerated... ...at lower levels of Criminal History Black Oenders Receive Longer Prison Sentences (than Whites)... ...at lower levels of Oense Seriousness Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 46.
    Normative Implications BiasOccurs When `No One Is Looking' Black Minor Oenders More Likely (than Whites) to Be Brought Into the Criminal Justice System 1 Loss of Civil Rights 2 Future Marred by Criminal Record (jobs, housing, etc.) 3 Destabilizes Family Unit 4 Voter Disenfranchisement Todd K. Hartman, SMI Bias in Judicial Decisionmaking
  • 47.