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Determinants of Recidivism in Rhode Island’s 2009 Prison Population Vlad Konopelko, Lucian Drobot, Alex Gemma, David Rodin, Bill Garneau
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Topic RI Recidivism study Recidivist = Repeat offender – 28% returned with new sentence – 34% were awaiting trial – 47% are for new crime rest for probation and parole violation Important to everyone Data availability
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Objective Determine which factors impacts repeat offenders Identify factors that can be influenced through policies
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Research History “The Best Ones Come Out First! Early Release from Prison and Recidivism A Regression Discontinuity Approach” Olivier Marie 2009 Building Criminal Capital vs Specific Deterrence: The Effect of Incarceration Length on Recidivism. David S. Abrams 2010
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Data Set Starting Data Set – 450,000 data points – 150 variables – 3700 Variables Ending Data Set – 47,000 data points – 28 Variables – 1670 Subjects
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Removed Variables Redundant Variables – Length of stay, Total stay, % Time served Variables Insignificant to Our Study – Addresses, birthdays, admittance dates, etc… Incomplete records – 2000 Inmates did not have all the data points
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Condensing the Data Age Bracket – 32 and Below – 33 and Above Employment – Under/Unemployed – Employed / Outside of workforce Housing Status – Homeless/ Living in a shelter – Program Transitional/ Temporary/Permanently residents Education – High school/GED + – Below high school and no GED
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Logistic Regression Model
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Determine estimated odds ratio Determine estimated probability of an event of interest
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Model Results VariableBS.E.WalddfSig.Exp(B) Step 1 Total Sentence-.001.00023.9501.000.999 Constant-.622.07275.4341.000.537 Step 2 Age-.022.00616.0501.000.978 Total Sentence-.001.00022.2061.000.999 Constant.092.190.2331.6291.096 Step 3 Age-.025.00619.9421.000.975 Total Sentence-.001.00022.1811.000.999 Citizenship.806.20515.4581.0002.240 Constant-.534.2534.4491.035.586 Step 4 Age-.028.00622.9491.000.973 Total Sentence-.001.00022.9011.000.999 Housing Status.336.1594.4701.0351.399 Citizenship.811.20615.5661.0002.250 Constant-.500.2543.8751.049.607
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32 and Under VariableBS.E.WalddfSig.Exp(B) Age-.046.0205.3511.021.955 Felony or Misdemeanor -.427.1567.4981.006.652 Education.394.1615.9391.0151.482 HousingStatus.505.2543.9411.0471.657 Citizenship.804.24410.9071.0012.235 Constant-.162.513.1001.752.851
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Key Indicators
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Policies 1 5 out of 28 variables – Single vs married For all: – Age: The higher the age the less likelihood. – Citizenship: US citizen are more likely to return
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Policies 2 For below 33: 1.Felony vs misdemeanor Early parole for misdemeanor convicts. 2.Below GED or High school vs High school/GED Offer education. 3.Age admitted Programs targeting young convicts. 4.Housing vs Homeless Invest in programs around housing.
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