Pretrial Decision-Making Matrices: The Role of Risk and Charge Weighting in Risk Assessment–Guided Decisions

Published date01 September 2023
DOIhttp://doi.org/10.1177/00938548231177709
AuthorEvan Marie Lowder,Zainab Bakarr Kamara,Autumn Kent
Date01 September 2023
Subject MatterArticles
CRIMINAL JUSTICE AND BEHAVIOR, 2023, Vol. 50, No. 9, September 2023, 1279 –1298.
DOI: https://doi.org/10.1177/00938548231177709
Article reuse guidelines: sagepub.com/journals-permissions
© 2023 International Association for Correctional and Forensic Psychology
1279
PRETRIAL DECISION-MAKING MATRICES
The Role of Risk and Charge Weighting in Risk
Assessment–Guided Decisions
EVAN MARIE LOWDER
ZAINAB BAKARR KAMARA
AUTUMN KENT
George Mason University
Pretrial risk assessments are used in local pretrial settings to inform release and supervision decisions. Yet, there is little
research on the implementation of pretrial risk assessments in practice. We examined the characteristics of pretrial decision-
making matrices in a statewide sample of counties using the same risk assessment tool. We procured pretrial decision-making
matrices from 29 Indiana counties that had received or were in the process of receiving pretrial certification (88.6% response
rate). Using a structured coding protocol, we found matrices shared common features but differed in their structure and avail-
able release and supervision options. Matrices weighted index charge information more heavily than risk assessment informa-
tion, suggesting risk assessments likely explain between 20% and 36% of variability in decisions given typical rates of
judicial adherence. Local decision-makers should be aware that structuring matrices to weight charge information more
heavily than risk assessment information may limit the risk management potential of these tools.
Keywords: pretrial risk assessment; pretrial release decisions; pretrial reform; pretrial decision matrices; judicial discretion
The United States has high rates of jail incarceration (World Prison Brief, 2018), driven
in large part by the detention of pretrial defendants (Zeng & Minton, 2021). Individuals
who are arrested, detained, and released into the community pose a risk of returning to the
criminal-legal system (Digard & Swavola, 2019; Lowenkamp et al., 2013). The use of cash
bail has been identified as a primary driver of high rates of pretrial detention (Fellner, 2010)
and other adverse effects on case processing (Dobbie et al., 2018; Gupta et al., 2016; Heaton
et al., 2017). Inconsistent decision-making at the pretrial stage disproportionately harms
individuals from underrepresented racial and ethnic groups (Arnold et al., 2018; Demuth,
2003; Demuth & Steffensmeier, 2004; Sacks et al., 2015). Together, pretrial release deci-
sions have cumulative effects on subsequent case processing, resulting in long-term impacts
AUTHORS’ NOTE: We have no conflicts of interest to disclose. Correspondence concerning this article
should be addressed to Evan Marie Lowder, Department of Criminology, Law and Society, George Mason
University, 4400 University Drive, 4F4, Fairfax, VA 22030; e-mail: elowder@gmu.edu.
1177709CJBXXX10.1177/00938548231177709Criminal Justice and BehaviorLowder et al. / PRETRIAL DECISION-MAKING MATRICES
research-article2023
1280 CRIMINAL JUSTICE AND BEHAVIOR
on individuals’ legal system involvement (Campbell et al., 2020; Leslie & Pope, 2017;
Oleson et al., 2016; Sacks et al., 2015) and community ties (Heaton et al., 2017).
In response to these trends—and with support from national initiatives—states have
enacted several pretrial reform efforts to increase the likelihood that defendants will receive
pretrial release (Casey & Elek, 2015; National Conference of State Legislatures [NCSL],
2020). Pretrial risk assessment tools are a primary pretrial reform strategy implemented to
facilitate structured decision-making at the pretrial phase. In the last 5 years, half of the
most populous jurisdictions in the United States have implemented pretrial assessment tools
(Lattimore et al., 2020), with some smaller jurisdictions implementing tools as well (Pretrial
Justice Institute, 2019). Pretrial risk assessments are tools that assess defendants for risk of
committing a future crime or failing to appear in court while on pretrial release ((Desmarais
& Lowder, 2019; Stevenson & Mayson, 2017). Specifically, pretrial risk assessment esti-
mates represent the likelihood that individuals with characteristics similar to the assessed
defendant experience the outcome of interest. These tools often include measures of age,
marital status, education, employment, financial resources, and criminal history among
other factors to determine an individual’s level of risk (Desmarais et al., 2020). Some tools
such as the Federal Pretrial Risk Assessment (PTRA; Lowenkamp & Whetzel, 2009) and
the Public Safety Assessment (Laura and John Arnold Foundation, 2014) additionally
include items related to the index offense. In comparison with other risk assessment tools
implemented in correctional settings, pretrial risk assessments are often geared toward
facilitating risk-based decision-making rather than needs-based intervention. In research,
pretrial risk assessments have shown evidence of predictive validity for pretrial misconduct
outcomes (DeMichele et al., 2020; Lowder et al., 2020), including in meta-analytic reviews
(Desmarais et al., 2020).
RESEARCH ON PRETRIAL RISK ASSESSMENTS
There is growing, but still limited, research examining the effects of pretrial risk assess-
ment implementation on pretrial release and misconduct outcomes. A handful of studies
have provided consistent evidence that use of pretrial risk assessments can contribute to
higher rates of nonfinancial release (e.g., release on own recognizance) and lower rates of
financial bond decisions (Cooprider, 2009; Copp et al., 2022; Lowder et al., 2021; Sloan
et al., 2018; Stevenson, 2018); however, the magnitude of these effects and their stability
over time varies considerably across studies. There is more limited evidence for pretrial
misconduct outcomes. Some studies have shown null effects of pretrial risk assessments on
rates of pretrial misconduct (Stevenson, 2018), while other studies have found that pretrial
risk assessment implementation is associated with small increases in nonviolent rearrest
rates (Lowder et al., 2021; Sloan et al., 2018). More broadly, other studies have questioned
whether risk assessments at large can reduce recidivism when implemented in practice
(Viljoen et al., 2018), noting that jurisdictions often face barriers to successful implementa-
tion of risk assessment tools (Viljoen et al., 2018) and the amount of evidence on the use of
risk assessments in practice is lacking (Viljoen et al., 2021).
Together, these trends raise important questions regarding whether and how pretrial risk
assessments can be implemented in practice to achieve risk management objectives. Scholars
who study risk assessments have noted several barriers to understanding the effectiveness of
risk assessments on pretrial misconduct outcomes. First, pretrial risk assessments vary

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