Effects of Correctional Programming and Post-Release Employment on Recidivism
This is an adaptation from an Extended Abstract created for a course in my Graduate program. This is sample data with no information on its source or the methods used for the study. For the research design course, I developed a hypothetical methods section to demonstrate competency in survey/experiment design and related data analysis. data source
# read in data from excel
RECIDIVISM <- read_excel("Recidivism_data.xlsx", "Sheet1")
# select variables of relevance to this study
main_vars <- dplyr::select(RECIDIVISM, "Program_Attendances", "Percent_Days_Employed", "Recidivism_Within_3years")
# code no recidivism as 0 and recidivism as 1
main_vars$Recidivism_Within_3years[main_vars$Recidivism_Within_3years == "FALSE"] <- "0"
main_vars$Recidivism_Within_3years[main_vars$Recidivism_Within_3years == "TRUE"] <- "1"
# add column that codes 0 for no program participation and 1 for program participation regardless of # of programs attended
main_vars <- transform(main_vars,Program_Participation=Program_Attendances)
main_vars$Program_Participation[main_vars$Program_Participation > 1] <- "1"
main_vars <- dplyr::select(main_vars, "Program_Participation", "Percent_Days_Employed", "Recidivism_Within_3years")
Background
Recidivism is at the center of discussions surrounding the criminal justice system and system-involved individuals. Recidivism is generally considered as reoffending or returning to criminal behavior following release from incarceration. Before considering variables that may reduce recidivism rates, it is first important to understand the scope of the system and of recidivism, as well as the reduction tools that previous research has already explored.
Most recent data indicates that there are nearly two million individuals incarcerated across the United States in local jails, state and federal prisons, and juvenile detention centers (Bertram, 2022). While this number has been declining in the past few years, rates of recidivism remain high. The Bureau of Justice Statistics reported that 68% of individuals were rearrested at least once within three years of release and 82% within ten years (Sipes, 2022). With such a high prison population and recidivism rates, the tangible costs on running the system are approximately $182 billion annually, and the extensive costs on individuals, families, and communities are immeasurable.
Since the turn of the century, researchers have begun focusing on factors that may contribute to reduced recidivism. In a cost-benefits analysis on the funding of prison education programs, Esperian (2010) reviewed numerous studies from the early 2000’s on educational programming for inmates and found significant reduction in recidivism. The researcher indicated effective programming has the potential to eliminate prison warehousing altogether.
Ellison and colleagues (2017) performed a meta-analysis on the impacts of educational programming and employment attainment on recidivism. The researchers determined that across eighteen studies, prison education programming related to a decrease in one’s likelihood of recidivism by approximately 30%. The analysis included five studies on post-release employment, which produced a 24% increase in one’s likelihood of securing employment when program participation was present. The researchers emphasized the need for larger-scale studies and greater specification of variables (Ellison et al, 2017).
The Vera Institute of Justice (Vera) is supporting and tracking participants in the Second Chance Pell Experimental Sites Initiative (SCP), which launched in 2015. In 2020, the FAFSA Simplification Act lifted the ban on Pell Grant eligibility for incarcerated people, which was enacted in 1994. Vera sites Blumenstyk’s (2020) research indicating that by 2027, nearly 70% of U.S. jobs will require education higher than a high school diploma. Vera notes that only 6% of the prison population has attained at least an Associate’s degree, compared to 37% of the general population. An older study found that 60% of inmates’ literacy level does not surpass that of a sixth-grade level (Gagliano, 1989). Vera found that access to postsecondary education in prison relates to increased self-worth, personal and professional development, greater preparedness for reentry, and subsequent economic savings for the system (Vera Institute of Justice, 2022). Furthermore, increasing an offender’s potential for post-release employment contributes to one’s ability to develop sustained prosocial connections (Duwe, 2014).
While previous research has established a clear relationship between education and both employment attainment and recidivism reduction, a larger-scale and updated study is needed. Additionally, there is not research investigating the relationship between the three variables together. The goal of this study is to continue evaluating program participation in relation to recidivism and to consider employment as a mediating variable in the reduction of recidivism. It is important to understand factors that contribute to reduced recidivism and tools that can be applied by the system to help inmates establish a stronger foundation for release. Based upon previous research, including that detailed above, it is expected that participation in educational programming will be associated with reduced recidivism through increased rates of employment.
# display all data
main_vars %>% summarise_all(na.omit) %>% kable(col.names = c("Program Participation", "Proportion Days Employed", "Recidivism w/i 3 Years")) %>% kable_styling() %>% scroll_box(width = "100%", height = "500px")
| Program Participation | Proportion Days Employed | Recidivism w/i 3 Years |
|---|---|---|
| 1 | 0.488562092 | 0 |
| 0 | 0.42523364499999999 | 1 |
| 1 | 0 | 1 |
| 1 | 1 | 0 |
| 1 | 0.20356234100000001 | 1 |
| 0 | 0.67425200200000002 | 0 |
| 0 | 0 | 1 |
| 0 | 0.46944644099999999 | 0 |
| 0 | 0 | 1 |
| 0 | 0.35971223000000002 | 1 |
| 1 | 1 | 1 |
| 1 | 0 | 1 |
| 0 | 0 | 0 |
| 1 | 1 | 1 |
| 1 | 0 | 0 |
| 1 | 0.33892617400000002 | 0 |
| 1 | 0.54585152800000003 | 1 |
| 0 | 0.45213849299999997 | 1 |
| 0 | 0.918575064 | 0 |
| 0 | 0.79473684200000005 | 1 |
| 1 | 1 | 0 |
| 1 | 1 | 0 |
| 1 | 0 | 0 |
| 0 | 0.99137931000000001 | 0 |
| 0 | 0.196428571 | 1 |
| 0 | 1 | 1 |
| 1 | 0.80645161300000001 | 0 |
| 1 | 0 | 1 |
| 0 | 0.89535534400000005 | 0 |
| 0 | 0 | 1 |
| 1 | 0.71428571399999996 | 1 |
| 1 | 1 | 0 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 0.65409836099999996 | 0 |
| 0 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 1 |
| 0 | 0.98141263899999998 | 0 |
| 1 | 1 | 1 |
| 0 | 0.88644688599999999 | 0 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | 0.50617283999999996 | 1 |
| 1 | 0.98576512500000002 | 0 |
| 1 | 1 | 0 |
| 1 | 0.73475609799999997 | 1 |
| 1 | 1 | 0 |
| 1 | 6.4458371E-2 | 0 |
| 0 | 0 | 1 |
| 1 | 0.28625954199999998 | 1 |
| 0 | 0 | 0 |
| 1 | 0.94579439300000001 | 0 |
| 1 | 0 | 1 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 1 | 0.21146616500000001 | 1 |
| 1 | 0 | 1 |
| 1 | 0.22064777299999999 | 0 |
| 0 | 0 | 0 |
| 0 | 0.314496314 | 0 |
| 1 | 0.95481927700000002 | 0 |
| 1 | 0.25410476900000001 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 0 | 0 | 0 |
| 1 | 0.18641259299999999 | 0 |
| 0 | 0.708029197 | 1 |
| 0 | 1 | 0 |
| 1 | 0.96480582500000001 | 0 |
| 0 | 0 | 0 |
| 1 | 0.94326241099999997 | 1 |
| 0 | 0 | 1 |
| 1 | 0.25577812 | 0 |
| 1 | 0.38120104399999999 | 1 |
| 1 | 0.60556464799999998 | 0 |
| 1 | 0.87893081799999995 | 0 |
| 0 | 1.242236E-2 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | 0.22799422799999999 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 1 |
| 0 | 1 | 0 |
| 0 | 0.85983827499999999 | 1 |
| 0 | 7.1763916999999997E-2 | 1 |
| 1 | 0.89408528200000004 | 0 |
| 1 | 0.87631975900000003 | 0 |
| 0 | 0.2890625 | 1 |
| 1 | 0.651072125 | 1 |
| 0 | 1 | 1 |
| 1 | 1 | 1 |
| 1 | 0.153036437 | 1 |
| 1 | 0.173202614 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 0 | 1 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 0 | 0.97442143699999995 | 0 |
| 0 | 0.67391304299999999 | 1 |
| 0 | 1 | 1 |
| 1 | 0 | 0 |
| 0 | 0 | 0 |
| 1 | 0.45937813399999999 | 1 |
| 0 | 0.39520958099999998 | 1 |
| 0 | 0.473520249 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 0.27518959900000001 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 0 |
| 0 | 0.159137577 | 1 |
| 1 | 0.48488830500000002 | 1 |
| 0 | 0.31837606800000001 | 0 |
| 0 | 0.81188118799999998 | 1 |
| 0 | 0.61739130399999997 | 0 |
| 0 | 0.81538461500000003 | 0 |
| 0 | 0.66592427600000004 | 1 |
| 0 | 1 | 1 |
| 0 | 0 | 0 |
| 1 | 0.97079276800000003 | 1 |
| 1 | 1 | 0 |
| 1 | 0.41148325400000002 | 1 |
| 1 | 0.109181141 | 1 |
| 1 | 1 | 1 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 0.457112413 | 1 |
| 1 | 0.74291498 | 0 |
| 1 | 0.29661399500000002 | 1 |
| 1 | 1 | 0 |
| 0 | 1 | 1 |
| 0 | 1 | 1 |
| 0 | 1 | 1 |
| 0 | 0 | 0 |
| 1 | 1 | 0 |
| 0 | 0 | 0 |
| 1 | 0 | 1 |
| 0 | 1 | 0 |
| 1 | 0.92421441800000004 | 1 |
| 0 | 1 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 1 | 1 | 0 |
| 1 | 0.71328671300000002 | 1 |
| 1 | 0 | 0 |
| 1 | NA | 0 |
| 0 | 0.32947976899999998 | 0 |
| 1 | 0 | 1 |
| 1 | 0.55555555599999995 | 1 |
| 0 | 0 | 0 |
| 0 | 0.99594155799999995 | 0 |
| 1 | 1 | 1 |
| 1 | 3.7111334000000003E-2 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 1 | 0.40677966100000001 | 0 |
| 1 | 0.38438438400000002 | 1 |
| 1 | 0.54452926199999996 | 1 |
| 1 | 0.18042813499999999 | 1 |
| 1 | 0 | 1 |
| 1 | 0.30932703700000003 | 1 |
| 0 | 0 | 1 |
| 1 | 0.47288503300000001 | 1 |
| 1 | 0.83941605799999996 | 1 |
| 0 | 1 | 1 |
| 0 | 0 | 1 |
| 1 | 0.95067817499999996 | 1 |
| 1 | 0 | 1 |
| 1 | 0.145768025 | 0 |
| 1 | 0 | 0 |
| 0 | 1 | 1 |
| 0 | 0 | 1 |
| 1 | 0.79265658699999997 | 0 |
| 0 | 0.75516224200000004 | 1 |
| 0 | 1 | 1 |
| 0 | 1 | 1 |
| 0 | 0 | 0 |
| 1 | 1 | 1 |
| 1 | 0 | 1 |
| 1 | 0.425191816 | 1 |
| 1 | 1 | 1 |
| 0 | 1 | 1 |
| 1 | 1 | 0 |
| 0 | 1 | 1 |
| 1 | 0 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 1 | 0 |
| 0 | 0.76296296299999999 | 1 |
| 1 | 0.45945945900000001 | 0 |
| 0 | 0.35251798600000001 | 1 |
| 1 | 0.22495274100000001 | 0 |
| 0 | 0.76805555599999997 | 0 |
| 0 | 1 | 1 |
| 0 | 0 | 0 |
| 1 | 0.15546874999999999 | 0 |
| 0 | 0.99393939399999998 | 0 |
| 0 | 0 | 0 |
| 0 | 1 | 0 |
| 1 | 0.56989247300000001 | 1 |
| 0 | 1 | 0 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 1 | 1 | 0 |
| 1 | 0.99873257299999996 | 0 |
| 1 | 0 | 0 |
| 0 | 0 | 0 |
| 1 | 1 | 0 |
| 1 | 0.99676375399999995 | 0 |
| 0 | 0 | 0 |
| 1 | 0.997920998 | 1 |
| 0 | 0 | 1 |
| 1 | 0.56414219499999996 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0.86306099000000003 | 0 |
| 1 | 0.70506912399999999 | 1 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 0.45316455700000002 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 1 | 0.65471923499999995 | 0 |
| 1 | 0.43548387100000002 | 1 |
| 0 | 0.65269461100000004 | 1 |
| 0 | 1 | 0 |
| 0 | 0.36879432600000001 | 1 |
| 0 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0.43176178700000001 | 1 |
| 1 | 0.894988067 | 1 |
| 1 | 6.8965517000000004E-2 | 1 |
| 1 | 0.29510309299999998 | 1 |
| 1 | 0.99814814799999996 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | 1 | 1 |
| 1 | 0.97103004299999995 | 0 |
| 0 | 0 | 0 |
| 1 | 0.58119658100000005 | 1 |
| 0 | 0.91235059799999996 | 1 |
| 1 | 0.77188940100000003 | 1 |
| 1 | 0 | 1 |
| 0 | 0.172774869 | 1 |
| 1 | 0.900621118 | 0 |
| 1 | 0.31539108500000002 | 0 |
| 1 | 0.95861405200000005 | 1 |
| 1 | 0 | 0 |
| 1 | 1 | 1 |
| 1 | 0.254950495 | 1 |
| 0 | 1 | 1 |
| 0 | 1 | 1 |
| 0 | 0.479569892 | 1 |
| 1 | 0 | 1 |
| 1 | 0.97801364700000004 | 0 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 0.21181001299999999 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 0 | 1 |
| 1 | 1.4775725999999999E-2 | 1 |
| 1 | 0.34732824400000001 | 1 |
| 1 | 0.16666666699999999 | 0 |
| 1 | 0.66918429000000001 | 1 |
| 1 | 0.99696048599999998 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 0.91502379300000003 | 0 |
| 1 | 0 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 1 | 0.92757996399999998 | 1 |
| 1 | 0.451530612 | 1 |
| 1 | 0.60352422900000002 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 0.92953668 | 1 |
| 0 | 1 | 1 |
| 1 | 3.5983264000000001E-2 | 1 |
| 0 | 0 | 1 |
| 0 | 0.735955056 | 0 |
| 0 | 0.54545454500000001 | 1 |
| 1 | 5.6390977000000002E-2 | 1 |
| 1 | 1 | 1 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 1 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 0.76626826000000003 | 1 |
| 0 | 0.89827255299999997 | 1 |
| 0 | 0.87259615400000001 | 1 |
| 0 | 0.868085106 | 1 |
| 1 | 0 | 1 |
| 1 | 1 | 0 |
| 0 | 0.71627907000000002 | 0 |
| 1 | 1 | 0 |
| 0 | 0.162580645 | 1 |
| 0 | 1 | 1 |
| 1 | 0.909090909 | 1 |
| 1 | 0.95338983099999997 | 1 |
| 1 | 0 | 1 |
| 1 | 1 | 1 |
| 0 | 1 | 1 |
| 0 | 0.99144079900000004 | 1 |
| 0 | 2.919708E-3 | 1 |
| 0 | 1 | 1 |
| 1 | 0.99554896100000001 | 1 |
| 1 | 0.82431736200000005 | 0 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 0 | 0.64383561600000005 | 1 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 0 | 1 | 0 |
| 0 | 0 | 0 |
| 0 | 0.73863636399999999 | 0 |
| 0 | 0.22055820300000001 | 1 |
| 1 | 0 | 1 |
| 1 | 0.91525423699999997 | 1 |
| 1 | 0.68761904799999995 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 0 | 1 | 0 |
| 0 | 0 | 0 |
| 0 | 0.996318115 | 0 |
| 0 | 1 | 1 |
| 1 | 0 | 0 |
| 1 | 0 | 1 |
| 1 | 0.17733990099999999 | 0 |
| 0 | 0.81642512099999998 | 1 |
| 0 | 0.21192053 | 1 |
| 1 | 1 | 0 |
| 1 | 0.30242825600000001 | 1 |
| 1 | 0.89724770600000003 | 1 |
| 0 | 0 | 1 |
| 1 | 0.109090909 | 1 |
| 0 | 0.68571428599999995 | 1 |
| 0 | 0.35384615400000002 | 1 |
| 1 | 2.4020228000000001E-2 | 0 |
| 0 | 1 | 1 |
| 1 | 0.76865671599999996 | 1 |
| 0 | 0.99618320599999999 | 0 |
| 0 | NA | 0 |
| 1 | 0.45680546900000002 | 0 |
| 1 | 0 | 1 |
| 0 | 1 | 1 |
| 0 | 9.2797783999999994E-2 | 1 |
| 0 | 0 | 1 |
| 0 | 0.25358851700000001 | 1 |
| 0 | 1 | 1 |
| 1 | 0 | 0 |
| 0 | 0 | 0 |
| 0 | 0.33197831999999999 | 1 |
| 1 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 0 | 0.96986301399999997 | 0 |
| 1 | 1 | 0 |
| 1 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 1.848429E-3 | 1 |
| 1 | 0 | 1 |
| 1 | 0.12859884799999999 | 0 |
| 1 | 0.322580645 | 1 |
| 1 | 0.786324786 | 1 |
| 0 | 0.53321364500000001 | 1 |
| 0 | 0.99441964299999996 | 0 |
| 1 | 7.5868373000000003E-2 | 1 |
| 0 | 1 | 1 |
| 0 | 0.63616557699999998 | 1 |
| 0 | 1 | 0 |
| 0 | 0.95262267300000003 | 0 |
| 1 | 0 | 1 |
| 1 | 0.87671232899999996 | 1 |
| 1 | 0.55027932999999996 | 0 |
| 1 | 0.519830028 | 0 |
| 1 | 0 | 1 |
| 0 | 0.51068883600000003 | 1 |
| 0 | 0.54987212299999999 | 1 |
| 0 | 0 | 1 |
| 1 | 0.489795918 | 1 |
| 0 | 0.96029411799999997 | 0 |
| 0 | 0.46 | 1 |
| 0 | 0.77858880799999997 | 0 |
| 1 | 0.84431137700000003 | 1 |
| 0 | 0.76305220900000004 | 0 |
| 0 | 0.88181818199999995 | 1 |
| 0 | 0.25239234399999999 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | 0 | 0 |
| 0 | 0.95811518299999998 | 1 |
| 1 | 0.97310757000000003 | 0 |
| 0 | 1 | 1 |
| 1 | 0.89655172400000005 | 1 |
| 1 | 1 | 1 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 1 |
| 0 | 1 | 0 |
| 1 | 0.98795180699999996 | 1 |
| 0 | 0 | 1 |
| 0 | 0.69580419599999999 | 0 |
| 0 | 7.8204200000000001E-2 | 1 |
| 1 | 0 | 0 |
| 0 | 0.84107579499999996 | 0 |
| 1 | 0 | 1 |
| 1 | 0.69918699200000001 | 0 |
| 0 | 7.5187969999999998E-3 | 1 |
| 0 | 0.74696545299999995 | 0 |
| 1 | NA | 0 |
| 1 | 0 | 1 |
| 1 | 0.220708447 | 1 |
| 0 | 0 | 0 |
| 1 | 1 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 1 | 1 |
| 0 | 0 | 1 |
| 0 | NA | 0 |
| 1 | 0.96131968099999998 | 0 |
| 1 | 0.43031123100000002 | 1 |
| 1 | 0.117717004 | 1 |
| 0 | 1 | 1 |
| 1 | 1 | 0 |
| 0 | 0.155647383 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 0.81005586600000001 | 1 |
| 1 | 0.99588477399999997 | 1 |
| 1 | 0.66528066500000005 | 0 |
| 1 | 0.56482861399999995 | 1 |
| 0 | 0.72388059699999996 | 1 |
| 1 | 0.90803765400000003 | 0 |
| 1 | 0.59002169199999999 | 1 |
| 0 | 0.11264181500000001 | 1 |
| 0 | 0 | 1 |
| 0 | 0.220190198 | 1 |
| 0 | 0 | 1 |
| 1 | 0.63257575799999999 | 0 |
| 1 | 0.92370572200000001 | 1 |
| 1 | 0.78086871599999996 | 0 |
| 0 | 0.20582877999999999 | 0 |
| 0 | 1 | 1 |
| 1 | 0.19482496199999999 | 1 |
| 0 | 0.38155802900000002 | 1 |
| 0 | 0.60481586399999998 | 0 |
| 0 | 0 | 0 |
| 0 | 0.76699593300000002 | 0 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | 0 | 1 |
| 0 | 0.79674796699999995 | 0 |
| 1 | 0.22801302900000001 | 1 |
| 0 | 1 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 0 | 0.88939566699999995 | 0 |
| 1 | 0.93872549000000005 | 0 |
| 0 | 0 | 0 |
| 0 | 0.99812850900000005 | 0 |
| 1 | 4.5954045999999998E-2 | 1 |
| 1 | 0 | 1 |
| 0 | 0.96698113200000002 | 1 |
| 0 | 0 | 1 |
| 0 | 0.17 | 0 |
| 0 | 0.428571429 | 1 |
| 1 | 0.40384615400000001 | 1 |
| 0 | 0.46327683600000003 | 1 |
| 1 | 0 | 0 |
| 0 | 1 | 1 |
| 0 | 0.62222222199999999 | 1 |
| 0 | 0 | 1 |
| 0 | 0.14621409899999999 | 1 |
| 0 | 0.849187935 | 0 |
| 0 | 0.84463276799999998 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 0 | 1 | 1 |
| 0 | 0.814663951 | 0 |
| 1 | 0.68275862099999995 | 0 |
| 0 | 9.0370370000000005E-2 | 1 |
| 1 | 1 | 0 |
| 0 | 1 | 1 |
| 0 | 1 | 1 |
| 0 | 0.222222222 | 1 |
| 0 | 0.64864864899999997 | 1 |
| 1 | 1 | 0 |
| 1 | 0 | 0 |
| 1 | 0 | 1 |
| 0 | 1 | 0 |
| 1 | 0.84908789399999995 | 1 |
| 1 | 1 | 1 |
| 1 | 1 | 0 |
| 1 | 0.75614366700000002 | 0 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | NA | 0 |
| 1 | 0.50598802399999998 | 1 |
| 1 | 1 | 1 |
| 1 | 0.96473354200000005 | 0 |
| 1 | 0.68361581900000001 | 1 |
| 0 | 0 | 0 |
| 1 | 0.99285714300000005 | 0 |
| 1 | 0 | 1 |
| 0 | 1 | 1 |
| 0 | 1 | 1 |
| 1 | 0 | 0 |
| 0 | 0.64646464599999998 | 1 |
| 0 | 0.64285714299999996 | 1 |
| 0 | 0.34387351799999999 | 0 |
| 1 | 0.55692307699999999 | 1 |
| 0 | NA | 0 |
| 1 | NA | 0 |
| 1 | 0 | 1 |
| 0 | 0 | 0 |
| 0 | 0.88976378 | 0 |
| 0 | 0.46280991700000002 | 1 |
| 1 | 1 | 1 |
| 1 | 1 | 0 |
| 1 | 0.670491803 | 1 |
| 1 | 0 | 1 |
| 1 | 0.55414012700000004 | 0 |
| 0 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0.119116793 | 1 |
| 0 | 0.14186046499999999 | 1 |
| 0 | 1 | 0 |
| 0 | 0.24898785400000001 | 1 |
| 1 | 0 | 1 |
| 1 | 0.71460177000000003 | 1 |
| 0 | 0.66197765799999997 | 0 |
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| 0 | 0.97133758000000003 | 1 |
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| 1 | 0.99430739999999995 | 0 |
| 0 | 0.94337016600000001 | 0 |
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| 1 | 1 | 0 |
| 0 | 0 | 0 |
| 0 | 0.821428571 | 0 |
| 0 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0.930666667 | 1 |
| 0 | 1 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 0.97633136099999995 | 0 |
| 1 | 1 | 1 |
| 1 | 0.97827903100000002 | 0 |
| 1 | 0.94711538500000003 | 0 |
| 0 | 0.75059951999999996 | 0 |
| 0 | 0.67324561400000005 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 1 |
| 0 | 0.80818414299999997 | 1 |
| 0 | 0.92140921399999998 | 0 |
| 0 | 0 | 0 |
| 1 | 0.59595959600000004 | 1 |
| 0 | 0 | 0 |
| 0 | 0 | 0 |
| 0 | 0.98915989199999999 | 0 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 1 | 0 |
| 1 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 1 | 0.86909090899999997 | 1 |
| 1 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0 | 0 |
| 0 | 1 | 1 |
| 0 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | NA | 0 |
| 0 | 0 | 0 |
| 0 | 0.37068965500000001 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0.452380952 | 1 |
| 1 | 0.365853659 | 0 |
| 0 | 0.977954145 | 0 |
| 0 | 0.48559670799999999 | 0 |
| 0 | 0.60052219299999998 | 1 |
| 1 | 0.03 | 1 |
| 0 | 0.91428571400000003 | 0 |
| 0 | 0.29523809499999998 | 1 |
| 0 | 0 | 0 |
| 0 | 0.80046403700000002 | 0 |
| 1 | 1 | 0 |
| 0 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 0.83141025599999996 | 0 |
| 1 | 0 | 1 |
| 0 | 0 | 1 |
| 1 | 0.24761255099999999 | 1 |
| 1 | 0.58461538499999999 | 1 |
| 1 | 0 | 1 |
| 1 | 1 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0.47058823500000002 | 0 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 1 |
| 0 | 0.54385964899999995 | 1 |
| 0 | 0.32743362799999998 | 1 |
| 0 | 0.73535791800000005 | 0 |
| 0 | 0 | 0 |
| 1 | 0.979514416 | 0 |
| 1 | 0.795843521 | 1 |
| 0 | 0 | 1 |
| 0 | 0.96153846200000004 | 0 |
| 0 | 0 | 0 |
| 0 | 0.399176955 | 1 |
| 1 | 0 | 1 |
| 0 | 1.4527844999999999E-2 | 1 |
| 0 | 5.9276822999999999E-2 | 0 |
| 1 | 0.29891304299999999 | 1 |
| 0 | 0.86873156299999998 | 0 |
| 0 | 0.28492501999999997 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 1 |
| 1 | 0.935727788 | 0 |
| 0 | 0 | 0 |
| 0 | 0.99624060199999998 | 0 |
| 0 | 8.1585082000000003E-2 | 1 |
| 0 | 0.25998547599999999 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 0 | 1 | 0 |
| 0 | 0 | 0 |
| 1 | 0.253275109 | 1 |
| 0 | 0 | 0 |
| 0 | 0.97350993399999997 | 0 |
| 0 | 0 | 0 |
| 0 | 0 | 0 |
| 0 | 0.407407407 | 1 |
| 0 | 7.1999999999999995E-2 | 1 |
| 1 | 1 | 0 |
| 1 | 0.92733564000000002 | 1 |
| 0 | 0.77204968900000004 | 0 |
| 1 | 0.54395604399999997 | 1 |
| 1 | 0.97810218999999998 | 0 |
| 0 | 0.76704545499999999 | 0 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | 0.41025641000000002 | 0 |
| 1 | 0.69808917199999998 | 1 |
| 0 | 0 | 1 |
| 0 | 0.30192307699999998 | 1 |
| 0 | 0 | 1 |
| 0 | 9.3466425000000006E-2 | 1 |
| 0 | 0.78096479799999996 | 1 |
| 1 | 0 | 0 |
| 1 | 0 | 1 |
| 0 | 0.10280373800000001 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 0 | 0.87960417800000001 | 0 |
| 1 | 0.98790322600000002 | 0 |
| 1 | 0 | 1 |
| 0 | 0 | 0 |
| 0 | 0.82899628299999994 | 1 |
| 0 | 1 | 0 |
| 1 | 0.33661740600000001 | 0 |
| 0 | 0.193110647 | 0 |
| 1 | 0 | 1 |
| 0 | 0 | 0 |
| 1 | 0 | 1 |
| 0 | 0.68780487800000001 | 1 |
| 0 | 9.4993581999999993E-2 | 1 |
| 0 | 0 | 1 |
| 1 | 0.38709677399999998 | 1 |
| 1 | 0 | 1 |
| 0 | 0.55222222200000004 | 1 |
| 0 | 0 | 0 |
| 1 | 0.72727272700000001 | 1 |
| 0 | 0 | 1 |
| 1 | 0.16593886499999999 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 1 | 0.99367088599999998 | 0 |
| 0 | 0.58465608499999999 | 1 |
| 1 | 0 | 0 |
| 0 | 1 | 1 |
| 1 | 0.29965156799999998 | 0 |
| 0 | 0.43337819700000002 | 1 |
| 0 | 0.17275280900000001 | 1 |
| 0 | 0 | 1 |
| 1 | 0.98723404299999995 | 0 |
| 1 | 4.4897959000000001E-2 | 1 |
| 0 | 0.39930555600000001 | 0 |
| 0 | 9.2243187000000004E-2 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 1 | 0 | 1 |
| 0 | 0 | 0 |
| 0 | 0.98497854100000004 | 0 |
| 0 | 0.70270270300000004 | 0 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 0 | 0.96363636399999997 | 0 |
| 0 | 0.64773735600000004 | 0 |
| 1 | 0 | 0 |
| 1 | 0 | 0 |
| 1 | 0 | 1 |
| 1 | 0 | 1 |
| 1 | 0.72413793100000001 | 1 |
| 0 | 0.45551601400000002 | 0 |
| 1 | 1 | 1 |
| 0 | 0 | 0 |
| 0 | 0.55342465799999996 | 0 |
| 1 | 0.27490774899999998 | 1 |
| 0 | 0.53333333299999997 | 1 |
| 0 | 0 | 0 |
| 0 | 0 | 0 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 0 | 1 | 1 |
| 0 | 0.30978260899999999 | 0 |
| 1 | 0.86904761900000005 | 1 |
| 1 | 0.155852032 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 0 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 1 | 1 |
| 1 | 0.78571428600000004 | 1 |
| 0 | 0 | 1 |
| 1 | 0.85519591100000003 | 1 |
| 0 | 3.5871617000000001E-2 | 1 |
| 0 | 0 | 0 |
| 1 | 0.99624060199999998 | 1 |
| 0 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 0.6875 | 0 |
| 1 | 0.102639296 | 1 |
| 0 | 5.2356021000000003E-2 | 0 |
| 0 | 0.53293413199999995 | 0 |
| 0 | 0 | 0 |
| 0 | 0.67916666699999995 | 0 |
| 0 | 0.45558487199999997 | 1 |
| 0 | 0.69879518100000004 | 0 |
| 1 | 0.79649890599999995 | 0 |
| 1 | 0.878638111 | 0 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 0.65580448099999999 | 1 |
| 0 | 0 | 0 |
| 1 | 1 | 0 |
| 0 | 0 | 1 |
| 1 | 0.46220472400000001 | 0 |
| 1 | 0.67809523800000004 | 1 |
| 1 | 0.265151515 | 0 |
| 1 | 0.20833333300000001 | 0 |
| 0 | 0.85654008400000003 | 1 |
| 0 | 0 | 0 |
| 0 | 0.61010260500000002 | 1 |
| 0 | 0.133684211 | 0 |
| 0 | 0 | 0 |
| 1 | 0.25923295499999999 | 1 |
| 1 | 0.66760563399999995 | 1 |
| 0 | 0.58856088600000001 | 1 |
| 0 | 0 | 1 |
| 0 | 0.430803571 | 1 |
| 0 | 0.72518457800000002 | 0 |
| 0 | 0.99691357999999997 | 0 |
| 1 | 0 | 0 |
| 0 | 3.0821918E-2 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 1 |
| 1 | 7.5949367000000004E-2 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0.163793103 | 0 |
| 0 | 0.34415584399999999 | 1 |
| 0 | 1 | 0 |
| 0 | 0.73008434899999997 | 1 |
| 0 | 1 | 1 |
| 0 | 0.49390243900000003 | 0 |
| 0 | 0.97377422999999996 | 0 |
| 1 | 0.10806175 | 0 |
| 1 | 0.98243045399999995 | 1 |
| 0 | 0 | 0 |
| 0 | 0.85496183199999998 | 1 |
| 1 | 0.277013752 | 1 |
| 0 | 0 | 0 |
| 1 | 1 | 0 |
| 0 | 0.43492586500000002 | 0 |
| 0 | 1.6393443000000001E-2 | 1 |
| 0 | 1 | 0 |
| 1 | 0.23028786000000001 | 1 |
| 1 | 1 | 1 |
| 0 | 0 | 0 |
| 0 | 0 | 0 |
| 1 | 1 | 0 |
| 1 | 0 | 1 |
| 0 | 0.893939394 | 1 |
| 1 | 0 | 1 |
| 0 | 0.79673776699999999 | 1 |
| 1 | 0.61775585700000002 | 1 |
| 1 | 8.7223587000000005E-2 | 1 |
| 1 | NA | 0 |
| 1 | 0.78696925299999998 | 0 |
| 0 | 0.93006263 | 0 |
| 0 | 0.97794117599999997 | 0 |
| 0 | 0.26605504600000002 | 1 |
| 1 | 0.74091332700000001 | 1 |
| 1 | 1 | 0 |
| 0 | 0 | 1 |
| 0 | 0.88711819400000003 | 1 |
| 1 | 0 | 1 |
| 0 | 4.5714286E-2 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0.71428571399999996 | 1 |
| 1 | 0.46511627900000002 | 1 |
| 1 | 0.99176276799999996 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 0 | 1 | 0 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 0 | 0.57474226799999995 | 0 |
| 0 | 0 | 0 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 1 | 0 | 1 |
| 1 | 0.73924050600000002 | 0 |
| 1 | 0 | 1 |
| 1 | 0.185185185 | 1 |
| 1 | 0.10518053400000001 | 1 |
| 0 | 0.18151815199999999 | 1 |
| 1 | 0.99234693900000004 | 0 |
| 0 | 0 | 0 |
| 1 | 0 | 0 |
| 1 | 0.38153846200000002 | 1 |
| 0 | 0 | 0 |
| 1 | 0.33512931000000001 | 1 |
| 0 | 0 | 1 |
| 1 | 1 | 1 |
| 1 | 0.75724637699999997 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 1 |
| 0 | 0 | 0 |
| 1 | 0.189506656 | 1 |
| 1 | 0.75709779200000005 | 1 |
| 0 | 0.71113831100000002 | 1 |
| 1 | 0 | 0 |
| 1 | 0.124454148 | 1 |
vars_numeric <- main_vars
vars_numeric <- dplyr::select(vars_numeric, "Percent_Days_Employed", "Recidivism_Within_3years", "Program_Participation")
vars_numeric$Percent_Days_Employed[vars_numeric$Percent_Days_Employed == "NA"] <- "0"
vars_numeric$Percent_Days_Employed <- as.numeric(vars_numeric$Percent_Days_Employed)
vars_numeric$Recidivism_Within_3years <- as.numeric(vars_numeric$Recidivism_Within_3years)
vars_numeric$Program_Participation <- as.numeric(vars_numeric$Program_Participation)
Summary Statistics
summary(vars_numeric)
Percent_Days_Employed Recidivism_Within_3years Program_Participation
Min. :0.0000 Min. :0.0000 Min. :0.0000
1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
Median :0.4526 Median :1.0000 Median :0.0000
Mean :0.4737 Mean :0.5769 Mean :0.4703
3rd Qu.:0.9646 3rd Qu.:1.0000 3rd Qu.:1.0000
Max. :1.0000 Max. :1.0000 Max. :1.0000 # A tibble: 2 x 2
# Groups: Program_Participation [2]
Program_Participation n
<chr> <int>
1 0 13686
2 1 12149# A tibble: 2 x 2
# Groups: Recidivism_Within_3years [2]
Recidivism_Within_3years n
<chr> <int>
1 0 10931
2 1 14904Hypotheses
Hypothesis I:
Individuals who participated in educational programming while incarcerated will have lower rates of recidivism than those who did not participate in educational programming.
Hypothesis II:
Post-release employment rate will mediate the effect of program participation on recidivism.
Method
Using a federal data base in which each state’s Department of Corrections reports all data related to inmates, 25,835 records were sampled. Random selection was used from a list of all inmate register numbers released from state prison in 2016. The sampled files were assigned an ID number, and using a surveying form, the applicable variables were recorded using data querying. Follow up collection in 2020 re-examined the ID’ed files to indicate new convictions. Recidivism is being measured as an individual being reconvicted. Some data cleaning was necessary to account for differing reporting methods on each variable across state departments.
Program attendance was reported as ordinal (‘0’ through ‘10 or more’) only by certain states. Therefore, the variable program participation was created, coding no participation as ‘0’ and any number of attendances as ‘1’. Post-release employment was reported as the proportion of days that the individual held a legal job within three years of release.
Certain states reported recidivism by number of days between release and new conviction, while others coded only by absence or presence of recidivism within three years. The items were recoded to ‘0’ for absence and ‘1’ for presence of recidivism. Recidivism is largely considered as an offender’s return to criminal behavior following incarceration, but the criteria range from rearrest to reconviction to reincarceration. Researchers suggest reconviction is the preferred measure when considering the justice system’s overall processes and intricacies (Ruggero et al., 2015). Therefore, recidivism is being defined as reconviction in this study. The duration of measurement is often either one, three, or five years. The Bureau of Justice found that most recidivism occurs within the first year of release, with 37% of the sample rearrested within the first six months of release and 57% by the first year. 68% reoffended within three years and 77% within five (Durose et al., 2014). Therefore, with less significant increases in recidivism after three years, three years provides a sufficient indication of the occurrence of recidivism without exhausting the resources that a five-year study would require.
Logistic analysis with mediating variable
Following Towards Data Science’s example
IV (Programming) on DV (Recidivism)
# total effect IV (program participation) on DV (recidivism)
# binary logistic regression
glm_IVDV <- glm(Recidivism_Within_3years ~ Program_Participation, family = binomial, data = vars_numeric)
summary(glm_IVDV)
Call:
glm(formula = Recidivism_Within_3years ~ Program_Participation,
family = binomial, data = vars_numeric)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.338 -1.282 1.025 1.076 1.076
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 0.37009 0.01739 21.282 < 2e-16 ***
Program_Participation -0.12707 0.02523 -5.037 4.74e-07 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 35202 on 25834 degrees of freedom
Residual deviance: 35176 on 25833 degrees of freedom
AIC: 35180
Number of Fisher Scoring iterations: 4confint(glm_IVDV)
2.5 % 97.5 %
(Intercept) 0.3360404 0.40420738
Program_Participation -0.1765214 -0.07762268IV (Programming) on MD (Employment)
# effect of IV (program participation) on mediator (employment rate)
glm_IVMD <- glm(Percent_Days_Employed ~ Program_Participation, data = vars_numeric)
summary(glm_IVMD)
Call:
glm(formula = Percent_Days_Employed ~ Program_Participation,
data = vars_numeric)
Deviance Residuals:
Min 1Q Median 3Q Max
-0.51220 -0.43954 -0.02571 0.48170 0.56046
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.439537 0.003628 121.14 <2e-16 ***
Program_Participation 0.072659 0.005291 13.73 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for gaussian family taken to be 0.180176)
Null deviance: 4688.5 on 25834 degrees of freedom
Residual deviance: 4654.5 on 25833 degrees of freedom
AIC: 29044
Number of Fisher Scoring iterations: 2confint(glm_IVMD)
2.5 % 97.5 %
(Intercept) 0.43242546 0.44664837
Program_Participation 0.06228888 0.08302952# rework data for density plot
IVMD_Group <- vars_numeric %>% select("Program_Participation", "Percent_Days_Employed")
IVMD_Group$Program_Participation[IVMD_Group$Program_Participation == "0"] <- "No Participation"
IVMD_Group$Program_Participation[IVMD_Group$Program_Participation == "1"] <- "Participation"
IVMD_Group <- rename(IVMD_Group, "Prop_Days_Employed" = Percent_Days_Employed)
# density plot employment rate by recidivism group
colors <- c("brown2", "deepskyblue1")
ggplot(IVMD_Group, aes(x = Prop_Days_Employed, colour = Program_Participation)) +
geom_density(lwd = 1.3) +
theme_bw() +
scale_color_manual(values = colors) +
labs(title = "Density Plot: Proportion of Days Employed",
subtitle = "By group (without and with programming)",
x = "Proportion of Days Employed",
y = "Density",
colour = "Programming")
t-test IV (Programming) and MD (Employment)
t.test(Percent_Days_Employed ~ Program_Participation, data = vars_numeric)
Welch Two Sample t-test
data: Percent_Days_Employed by Program_Participation
t = -13.77, df = 25695, p-value < 2.2e-16
alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
95 percent confidence interval:
-0.08300171 -0.06231669
sample estimates:
mean in group 0 mean in group 1
0.4395369 0.5121961 To better understand how program participation versus non-participation relates to employment rate, a t-test was conducted (since the IV is nominal with 2 categories and the DV is continuous). There is sufficient evidence to determine that the mean employment rate differs among the two groups at a statistically significant level, with t = -13.77, df = 25695, p < 2.2e-16. The 95% confidence interval is -0.08 and -0.06, suggesting the true mean of employment rate for program participants is between 6% and 8% higher than that of non-participants.
MD (Employment) on DV (Recidivism)
# effect of MD (employment rate) on DV (recidivism)
glm_MDDV <- glm(Recidivism_Within_3years ~ Percent_Days_Employed, data = vars_numeric)
summary(glm_MDDV)
Call:
glm(formula = Recidivism_Within_3years ~ Percent_Days_Employed,
data = vars_numeric)
Deviance Residuals:
Min 1Q Median 3Q Max
-0.6946 -0.4713 0.3054 0.4029 0.5539
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.694600 0.004490 154.69 <2e-16 ***
Percent_Days_Employed -0.248485 0.007048 -35.26 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for gaussian family taken to be 0.2329004)
Null deviance: 6306.0 on 25834 degrees of freedom
Residual deviance: 6016.5 on 25833 degrees of freedom
AIC: 35675
Number of Fisher Scoring iterations: 2confint(glm_MDDV)
2.5 % 97.5 %
(Intercept) 0.6857999 0.7034011
Percent_Days_Employed -0.2622990 -0.2346711# rework data for density plot
TwoGroups <- vars_numeric %>% select("Recidivism_Within_3years", "Percent_Days_Employed")
TwoGroups$Recidivism_Within_3years[TwoGroups$Recidivism_Within_3years == "0"] <- "No Recidivism"
TwoGroups$Recidivism_Within_3years[TwoGroups$Recidivism_Within_3years == "1"] <- "Recidivism"
TwoGroups <- rename(TwoGroups, "Prop_Days_Employed" = Percent_Days_Employed)
# density plot employment rate by recidivism group
colors <- c("deepskyblue1", "brown2")
ggplot(TwoGroups, aes(x = Prop_Days_Employed, colour = Recidivism_Within_3years)) +
geom_density(lwd = 1.3) +
theme_bw() +
scale_color_manual(values = colors) +
labs(title = "Density Plot: Proportion of Days Employed",
subtitle = "By group (without and with recidivism)",
x = "Proportion of Days Employed",
y = "Density",
colour = "Recidivism (3 yr)")
IV (Programming) and MD (Employment) on DV (Recidivism)
# effect of IV (program participation) on DV (recidivism) when controlling for mediator (employment rate)
glm_ALL <- glm(Recidivism_Within_3years ~ Program_Participation + Percent_Days_Employed, data = vars_numeric)
summary(glm_ALL)
Call:
glm(formula = Recidivism_Within_3years ~ Program_Participation +
Percent_Days_Employed, data = vars_numeric)
Deviance Residuals:
Min 1Q Median 3Q Max
-0.7001 -0.4705 0.2999 0.4042 0.5601
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 0.700126 0.005165 135.544 <2e-16 ***
Program_Participation -0.013063 0.006037 -2.164 0.0305 *
Percent_Days_Employed -0.247182 0.007073 -34.946 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for gaussian family taken to be 0.2328672)
Null deviance: 6306.0 on 25834 degrees of freedom
Residual deviance: 6015.4 on 25832 degrees of freedom
AIC: 35673
Number of Fisher Scoring iterations: 2confint(glm_ALL)
2.5 % 97.5 %
(Intercept) 0.69000221 0.710249904
Program_Participation -0.02489515 -0.001230108
Percent_Days_Employed -0.26104552 -0.233318930Causal mediation analysis
# causal mediation analysis
results <- mediate(glm_IVMD, glm_ALL, treat = 'Program_Participation', mediator = 'Percent_Days_Employed', boot=TRUE)
summary(results)
Causal Mediation Analysis
Nonparametric Bootstrap Confidence Intervals with the Percentile Method
Estimate 95% CI Lower 95% CI Upper p-value
ACME -0.0180 -0.0206 -0.02 <2e-16 ***
ADE -0.0131 -0.0241 0.00 0.042 *
Total Effect -0.0310 -0.0424 -0.02 <2e-16 ***
Prop. Mediated 0.5789 0.4191 0.98 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Sample Size Used: 25835
Simulations: 1000 Results and Discussion
Logistic regression was used to analyze H1, which predicted that educational program participation would be associated with decreased rates of recidivism. It was found that the odds of recidivism decreased by 11.9% (95% CI [7.5%, 16.2%]) for individuals who participated in programming while incarcerated. The negative association was found to be statistically significant at p = 0.05, with B = -0.127, SE = 0.025, and p < 0.001, which supports H1. Multiple logistic regression analysis was conducted to test H2. Correlations between IV and mediator are reported in Table 1. When adjusting for post-release employment, a much reduced but still statistically significant effect was found for program participation, B = -0.013, SE = 0.006, p = 0.031, with a 1.3% (95% CI [0.1%, 2.5%]) reduction in odds of recidivism for program participants. Employment rate also yielded a statistically significant negative association with recidivism, B = -0.247, SE = 0.007, p < 0.001, with a 21.9% (95% CI [20.8%, 23.0%]) decrease in the odds of recidivism for an individual with a post-release employment rate of 1 (100%). Mediation analysis on the regression model suggests that employment rate significantly mediates the effects of program participation on recidivism, b = -0.018, (95% CI [-0.021, -0.02]), p < 0.001. Since program participation remains significant in the model, this suggests that employment rate partially mediates the effect of program participation on recidivism, supporting H2. The proportion of the effect of the IV on the DV that goes through the mediator is 0.579.
These findings suggest that participation in educational programming while incarcerated contributes to a reduction in three-year recidivism, and higher post-release employment rates partially explain this effect. There is currently research on a number of additional variables and initiatives that may contribute to reduced recidivism, and it is likely that a combination of variables explains and could strengthen this reduction. These results are encouraging as the U.S. continues to address issues related to mass incarceration and high recidivism.
References
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