Understanding Recidivism: PCIC’s Ongoing Partnership with Harris County Public Health’s OD2A Team

Why This Data Matters

Criminal justice data is notoriously complex and layered, capturing multiple “touchpoints” across county jail stays, court proceedings, probation, and more. Unlike conventional approaches that examine recidivism within a single correctional system or over lengthy periods, our work takes a holistic view of individuals’ entire journeys — including concurrent probation, multiple jail stays, and varied system involvement — to more accurately reflect the real-world challenges faced by justice-involved populations.

This complexity means traditional definitions of recidivism don’t always capture what’s truly happening on the ground. For example, an individual may be simultaneously serving probation while also spending short periods in jail, or juggling multiple probation cases — situations that standard recidivism metrics overlook but which deeply affect their lives and prospects for successful reentry.

What We’re Exploring

• How can we define and measure recidivism in a way that reflects the full spectrum of criminal justice involvement?
• What are the opportunities for early intervention based on patterns of “touches” with the system that may not meet strict recidivism definitions but indicate instability?
• How can this data support targeted program design to reduce recidivism and improve outcomes?
• What non‑medical determinants of health (NMDOH) are affecting the population’s needs as they work toward reentry?
• What barriers exist in accessing and integrating these datasets, and how can we overcome them?

Our approach goes beyond counting convictions or jail returns over three years. We focus on shorter‑term, actionable windows—six months or less—to identify signs of re‑engagement with the system early, enabling timely support for individuals before crises escalate.

The Data We Have and What It Can Do

• Criminal Court Data: Tracking individuals across the criminal court process—from initial charges through prosecution, pre‑trial proceedings, court hearings, and trial outcomes.
• Sentencing, Convictions, and Corrections: Capturing sentencing decisions and post‑adjudication involvement, including:
  • Community supervision
  • Probation
  • Jail and prison confinement
• Longitudinal Justice System Involvement: Analyzing the full timeline of an individual’s engagement with the Department of Justice (DOJ)—not only periods of confinement, but the broader arc of involvement and its downstream impacts on life outcomes.
• Cross‑System Linkages: Enabling data integration across systems to identify concurrent or overlapping touchpoints with the DOJ (e.g., involvement with behavioral health, housing, or public assistance systems during justice involvement).
• Overlap and Needs Analysis: Supporting analysis to understand intersecting system involvement and identify NMDOH needs—particularly for populations with co‑occurring or compounded challenges.

Looking Ahead: Using Data to Drive Impact

By promoting a deeper, data‑informed understanding of recidivism and justice system engagement, PCIC and HCPH’s OD2A team aim to uncover actionable insights for service providers, policymakers, and community partners. Our goal is to design better interventions that reduce incarceration cycles and support justice‑involved individuals in rebuilding stable lives.

If you work in re‑entry services, criminal justice data analysis, or policy and want to collaborate, reach out to us. Together, we can harness these powerful data insights to create meaningful change for Harris County’s communities.