Rossi: Rossi et al.'s Criminal Recidivism Data

Description Usage Format Source References Examples

Description

This data set is originally from Rossi et al. (1980), and is used as an example in Allison (1995). The data pertain to 432 convicts who were released from Maryland state prisons in the 1970s and who were followed up for one year after release. Half the released convicts were assigned at random to an experimental treatment in which they were given financial aid; half did not receive aid.

Usage

1

Format

A data frame with 432 observations on the following 62 variables.

week

week of first arrest after release or censoring; all censored observations are censored at 52 weeks.

arrest

1 if arrested, 0 if not arrested.

fin

financial aid: no yes.

age

in years at time of release.

race

black or other.

wexp

full-time work experience before incarceration: no or yes.

mar

marital status at time of release: married or not married.

paro

released on parole? no or yes.

prio

number of convictions prior to current incarceration.

educ

level of education: 2 = 6th grade or less; 3 = 7th to 9th grade; 4 = 10th to 11th grade; 5 = 12th grade; 6 = some college.

emp1

employment status in the first week after release: no or yes.

emp2

as above.

emp3

as above.

emp4

as above.

emp5

as above.

emp6

as above.

emp7

as above.

emp8

as above.

emp9

as above.

emp10

as above.

emp11

as above.

emp12

as above.

emp13

as above.

emp14

as above.

emp15

as above.

emp16

as above.

emp17

as above.

emp18

as above.

emp19

as above.

emp20

as above.

emp21

as above.

emp22

as above.

emp23

as above.

emp24

as above.

emp25

as above.

emp26

as above.

emp27

as above.

emp28

as above.

emp29

as above.

emp30

as above.

emp31

as above.

emp32

as above.

emp33

as above.

emp34

as above.

emp35

as above.

emp36

as above.

emp37

as above.

emp38

as above.

emp39

as above.

emp40

as above.

emp41

as above.

emp42

as above.

emp43

as above.

emp44

as above.

emp45

as above.

emp46

as above.

emp47

as above.

emp48

as above.

emp49

as above.

emp50

as above.

emp51

as above.

emp52

as above.

Source

Allison, P.D. (1995). Survival Analysis Using the SAS System: A Practical Guide. Cary, NC: SAS Institute.

References

Rossi, P.H., R.A. Berk, and K.J. Lenihan (1980). Money, Work, and Crime: Some Experimental Results. New York: Academic Press.

John Fox, Marilia Sa Carvalho (2012). The RcmdrPlugin.survival Package: Extending the R Commander Interface to Survival Analysis. Journal of Statistical Software, 49(7), 1-32.

Examples

1

Example output

      week           arrest        fin           age          race    
 Min.   : 1.00   Min.   :0.0000   no :216   Min.   :17.0   black:379  
 1st Qu.:50.00   1st Qu.:0.0000   yes:216   1st Qu.:20.0   other: 53  
 Median :52.00   Median :0.0000             Median :23.0              
 Mean   :45.85   Mean   :0.2639             Mean   :24.6              
 3rd Qu.:52.00   3rd Qu.:1.0000             3rd Qu.:27.0              
 Max.   :52.00   Max.   :1.0000             Max.   :44.0              
  wexp              mar       paro          prio             educ      
 no :185   married    : 53   no :165   Min.   : 0.000   Min.   :2.000  
 yes:247   not married:379   yes:267   1st Qu.: 1.000   1st Qu.:3.000  
                                       Median : 2.000   Median :3.000  
                                       Mean   : 2.984   Mean   :3.477  
                                       3rd Qu.: 4.000   3rd Qu.:4.000  
                                       Max.   :18.000   Max.   :6.000  
  emp1       emp2       emp3       emp4       emp5       emp6       emp7    
 no :372   no  :317   no  :293   no  :274   no  :258   no  :250   no  :249  
 yes: 60   yes :114   yes :137   yes :155   yes :170   yes :177   yes :177  
           NA's:  1   NA's:  2   NA's:  3   NA's:  4   NA's:  5   NA's:  6  
                                                                            
                                                                            
                                                                            
   emp8       emp9      emp10      emp11      emp12      emp13      emp14    
 no  :250   no  :237   no  :222   no  :224   no  :225   no  :222   no  :231  
 yes :175   yes :183   yes :196   yes :193   yes :190   yes :191   yes :181  
 NA's:  7   NA's: 12   NA's: 14   NA's: 15   NA's: 17   NA's: 19   NA's: 20  
                                                                             
                                                                             
                                                                             
  emp15      emp16      emp17      emp18      emp19      emp20      emp21    
 no  :226   no  :225   no  :216   no  :209   no  :204   no  :206   no  :200  
 yes :183   yes :182   yes :189   yes :193   yes :195   yes :191   yes :192  
 NA's: 23   NA's: 25   NA's: 27   NA's: 30   NA's: 33   NA's: 35   NA's: 40  
                                                                             
                                                                             
                                                                             
  emp22      emp23      emp24      emp25      emp26      emp27      emp28    
 no  :195   no  :197   no  :204   no  :192   no  :187   no  :183   no  :179  
 yes :195   yes :192   yes :184   yes :192   yes :194   yes :195   yes :197  
 NA's: 42   NA's: 43   NA's: 44   NA's: 48   NA's: 51   NA's: 54   NA's: 56  
                                                                             
                                                                             
                                                                             
  emp29      emp30      emp31      emp32      emp33      emp34      emp35    
 no  :181   no  :187   no  :183   no  :183   no  :181   no  :185   no  :181  
 yes :193   yes :187   yes :189   yes :188   yes :188   yes :182   yes :184  
 NA's: 58   NA's: 58   NA's: 60   NA's: 61   NA's: 63   NA's: 65   NA's: 67  
                                                                             
                                                                             
                                                                             
  emp36      emp37      emp38      emp39      emp40      emp41      emp42    
 no  :176   no  :180   no  :175   no  :173   no  :173   no  :167   no  :170  
 yes :185   yes :178   yes :179   yes :180   yes :178   yes :180   yes :177  
 NA's: 71   NA's: 74   NA's: 78   NA's: 79   NA's: 81   NA's: 85   NA's: 85  
                                                                             
                                                                             
                                                                             
  emp43      emp44      emp45      emp46      emp47      emp48      emp49    
 no  :166   no  :164   no  :162   no  :160   no  :155   no  :154   no  :158  
 yes :179   yes :177   yes :177   yes :177   yes :178   yes :178   yes :172  
 NA's: 87   NA's: 91   NA's: 93   NA's: 95   NA's: 99   NA's:100   NA's:102  
                                                                             
                                                                             
                                                                             
  emp50      emp51      emp52    
 no  :158   no  :156   no  :156  
 yes :167   yes :166   yes :166  
 NA's:107   NA's:110   NA's:110  
                                 
                                 
                                 

carData documentation built on Jan. 6, 2022, 1:07 a.m.

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