Title: Recidivism Study of New Mexicos Convicted DWI Offenders 2000 2003
1Recidivism Study of New Mexicos Convicted DWI
Offenders 2000 2003
Judith S. Harmon, M.A., Brian WoodsSubstance
Abuse Epidemiology UnitInjury and Behavioral
Epidemiology BureauEpidemiology and Response
Division
International Traffic Records Forum Buffalo,
NY August 3, 2005
2Purpose
- Demonstrate how convicted DWI offenders are
screened and tracked in New Mexico - Describe how data analysis is achieved through
data linkage of databases for convicted DWI
offenders in New Mexico - Describe recidivism of convicted DWI offenders
3Background
- In 1993 the New Mexico Legislature enacted DWI
laws to enhance serious problem of DWI - Increased the rate of liquor excise tax
- Required all convicted DWI offenders be screened
for alcohol and/or substance abuse - Created the Local DWI Grant Program (LDWI) funded
through the Local Government Division of the
Department of Finance and Administration - All 33 counties in New Mexico have LDWI Programs
4Total Alcohol-Involved Crash Deaths and
Legislative and Administrative Actions in New
Mexico, 1980 2003
5New Mexico has contracted with ADE Incorporated,
Clarkston, Michigan to
- provide a computerized alcohol and substance
abuse assessment (NEEDS) and client tracking
program (CTP) to standardize screening and
tracking of DWI offenders for the state of New
Mexico
6Screening Process
7Methods
- There are four processes for this project
- Collection and cleaning of DWI data from 33
county programs - Data preparation
- Data linkage between DWI county program data and
Motor Vehicle Division DWI citations (DWICTS) - Data analysis for demographics, sanction
completion and survival analysis to show
recidivism -
8The Datasets
- The NEEDS and CTP data
- collected at the county level between 2000 - 2003
on DWI offenders - Data collected quarterly from each county to
address data quality to insure end of year data
collection is accurate - All data sent to the State DOH where it is
cleaned and combined into one statewide dataset - Contains Demographic information NEEDs, a
standardized alcohol and substance abuse
assessment instrument to establish treatment
need Tracking information on the sanctions
assigned (CTP) Court information - Type of sanction with start, completion, and
termination dates Agency where sanction was
carried out
9- DWICTS
- Information on all DWI Citations since 1984 is
tracked by the Motor Vehicle Division in the DWI
Citation Tracking System. - Contains personal identifiers, DWI arrests,
administrative actions and court information. - Pulled biannually for traffic safety analysis
purposes by Division of Government Research at
UNM for the Traffic Safety Bureau, New Mexico
Department of Transportation
10Number of DWI Convictions and Screenings in New
Mexico, 2000 - 2003
11Data Preparation
- The NEEDS and CTP data
- Originally MS-Access relational database.
- Each table imported into SAS.
- The tables are merged and one client level
dataset is created. - Cleaned up name, residence city and SSN.
- Standardized matching variables with variables in
DWICTS.
12Data Preparation
- DWICTS Data
- Fixed common errors in name and city fields.
- Unduplicated the DWICTS so that there was one
record for each person. - Standardized the matching variables with the
variables in the NEEDS and CTP data
13Data Linkage Why Link?To Get More Complete
Information
- To get DWI arrest and conviction histories on
individuals in the NEEDS and CTP data - To get an estimate of the proportion of
individuals convicted of DWI who are being
screened and tracked in each county - To get information on recidivism
- As time goes by more complete information on
recidivism will be available
14Probabilistic Data Linkage
- Ideal for linking data with imperfect personal
identifiers - Creates probabilities from the frequency
distribution of matching variables - Produces weighted matched criteria based on the
sum of the matching variables probabilities
15Linkage Process
- All linkage carried out using the Automatch
- Three matching passes carried out
- Blocking variables
- Pass 1 SSN
- Pass 2 Date of Birth
- Pass 3 First and Last Name
- Matching variables
- SSN, date of birth, first name, last name, middle
initial, residence city, reporting county and
residence county, residence zipcode, residence
state, sex, evaluation date, start dates for DWI
school, probation, community service and court
dates
16Variable Comparisons
17Match Rates
- 96 of the individuals in the NEEDS and CTP data
linked to the DWICTS data - 63 of the individuals in the DWICTS file with a
DWI conviction on a court date from 2000 - 2003
linked to the NEEDS and CTP data - This excludes three counties data due to poor
quality - Other factors are being investigated
18Survival Analysis
- Exposure-Time to repeated DWI event with complete
and incomplete observations - Mean-Time to repeated DWI following conviction
- Risk of repeated DWI, hazard and survival
- Comparisons by factors to repeated DWI
19(No Transcript)
20Cumulative Re-Arrest Rates by Race/Ethnicity
Source Linked NM Screening and Tracking System
and CTS convicted DWI offenders, 2000 - 2003
21(No Transcript)
22Cumulative Re-Arrest Rates by Gender
Source Linked NM Screening and Tracking System
and CTS convicted DWI offenders, 2000 - 2003
23Cumulative Re-Arrest Rates by Age
Source Linked NM Screening and Tracking System
and CTS convicted DWI offenders, 2000 - 2003
24Cumulative Re-Arrest Rates by BAC Levels
Source Linked NM Screening and Tracking System
and CTS convicted DWI offenders, 2000 - 2003
25Cumulative Re-Arrest Rates by Prior Convictions
Source Linked NM Screening and Tracking System
and CTS convicted DWI offenders, 2000 - 2003
26Cumulative Re-Arrest Rates by Source of Alcohol
Before Arrest
Source Linked NM Screening and Tracking System
and CTS convicted DWI offenders, 2000 - 2003
27Cumulative Re-Arrest Rates by Type of Sanction
Source Linked NM Screening and Tracking System
and CTS convicted DWI offenders, 2000 - 2003
28Major Findings 2003
- The median blood alcohol level for convicted
DWI offenders is 0.16g/dl excluding offenders
with missing blood alcohol levels. Including
offenders missing blood alcohol levels the median
is 0.14g/dl. The legal limit in New Mexico is
0.08g/dl. - Outpatient treatment is recommended by the CTP
for 73 of convicted DWI offenders - 50.9 of convicted DWI offenders consumed
alcohol obtained directly from restaurants, bars,
or stores where liquor is sold just prior to
their DWI arrest. - Native Americans have the highest re-arrest
rates - The younger a convicted DWI offender is, the
higher the re-arrest rate - 10.2 of convicted DWI offenders with one
prior conviction have a re-arrest
29Future Directions for Datasets and Analysis
- Further analysis of linked datasets to examine
sentence completion and recidivism, as well as
successful sanction combinations to reduce
recidivism - Data linkage expanded to include New Mexico crash
data, Behavioral Health Services Treatment data
as well as NEEDS, CTP and DWICTS data - A web-based NEEDS and CTP has been initiated and
will be operational in all 33 counties in New
Mexico by the end of August 2005. - All data from 1999 to present has been uploaded
into web-based system - Additional data fields to track offenders from
arrest to final disposition of sentence are
included in web-based system
30Ways to Improve the Linkage
- Include Violation Date on the CTP to enable
linkage at the citation level instead of
offenders. - Soundex algorithms to overcome variable
spellings, e.g. C de Baca or Cedebaca - Incorporate recognition supplemental file to
include aliases and other used identifiers.
31Future Challenges
- CTP data shows possible lapse of 10 years between
violation (arrest) and conviction - Improve data from counties with poor data quality
by further training of county personnel - 38 of Motor Vehicle Division convictions not
shown in CTP data collected by counties - As a result of our finding, the New Mexico DWI
Czar is investigating this further - In the past Ignition Interlock data has been too
sparse for any noticeable comparison - Evaluate recidivism dynamics over time
32Declining Recidivism Rates?