Evidence & Case Studies

Growth you can see. Evidence you can examine.

Trait-Based is one human-development framework applied across recovery, education, justice, and leadership. Here, peer-reviewed findings sit beside real-world case studies—with the strength and limits of each source made clear.

Scientific ReportsPeer-reviewed recovery study
Multiple settingsTreatment, school, and justice
Measurable growthEngagement, well-being, and traits
One frameworkMultiple applications
Peer-reviewed research

Trait-Based recovery was associated with stronger engagement and improved mental-health measures.

The 2025 study examined a 40-lesson Trait-Based recovery curriculum across residential, outpatient, and community settings.

Scientific Reports · 2025

Trait-based recovery enhances engagement and reduces anxiety and depression symptoms

Participants in the Trait-Based group completed standardized pre/post measures. Retention was also compared with a contemporaneous traditional-program group at the primary residential site.

Research context: This was a quasi-experimental pre/post study, not a randomized trial. The findings support association, not definitive causation; self-report and a short follow-up window are additional limitations. Nine of ten traits improved. Empathy showed a small self-reported decline. One possible explanation is a response shift: as self-awareness developed, participants may have evaluated their empathy more critically. The study did not establish the cause, so the finding will inform continued refinement and research.
97.1%retained at 90 days (135 of 139)
71.5%reduction in depression score
58.5%reduction in anxiety score
9 of 10measured traits improved
Frontiers in Psychology · October 6, 2026

Associations between behavioral trait expression, anxiety, and depression in a multi-site recovery sample

Across 278 matched assessment occasions from 252 participants in recovery-oriented behavioral-health programming, higher overall trait expression was associated with lower anxiety and depressive symptoms.

Study design: Retrospective observational analysis of routine assessments collected August 2023 through May 2026 across U.S. recovery-oriented behavioral-health settings.

Sample and measures: 252 adults; 278 matched assessment occasions. Overall Trait Index, GAD-7 anxiety scores, and PHQ-9 depressive symptom scores.

Observational-study limitation: This retrospective observational study does not establish causality or direction. It cannot determine whether stronger trait expression reduces distress, reduced distress allows greater trait expression, or other influences explain both. The measures were self-reported, repeated assessments were limited, and findings may not generalize beyond recovery-oriented services.
Evidence in practice

What the framework looks like in real settings.

Each case study answers a different question: Can people stay engaged? Can students strengthen identity and decision-making? Can justice programs support accountability without shame?

Recovery · Multi-site treatment

Engagement becomes retention.

139Trait-Based participants
135retained at 90 days
6.3×higher observed retention

Source: peer-reviewed 2025 recovery study and treatment-provider case study.

Read the case summary

The model paired structured lessons with reflection, strengths language, and community connection. The comparison group was used primarily for engagement and retention because its outcome measures were not standardized in the same way.

Prevention · Garrard County High School

Students starting lower showed the strongest growth.

390students participated
44%fewer behavioral resolutions
3.41average participating GPA

Source: 2025–2026 school case study. Participating grades were compared with non-participating grades.

Read the case summary

Participating grades averaged 1.81 behavioral resolutions per student versus 3.22 in non-participating grades. Average GPA was 3.41 versus 3.22 (reported p = .0047). The case study explicitly cautions that these first-year patterns do not establish causation.

Justice · Albuquerque diversion

Public safety through human development.

110participants referred
47completed diversion program
97.9%of completers had no reported reoffense

Source: Office of the Second Judicial District Attorney, program-monitoring report from Helen Saiz.

Read the case summary

Of 110 referrals, 47 had completed Pre-Prosecution Diversion, 37 were still participating, and 26 had been terminated at the time of reporting. One of the 47 completers had reoffended (2.1%); 46 of 47 had no reported reoffense (97.9%). These are program-monitoring outcomes, not randomized comparative findings, and the outcome percentage applies specifically to completers at that reporting point.

Recovery education · McKinley Academy

A shared language for identity, recovery, and growth.

Identityover behavior
Readinessbefore learning
Sharedlanguage for growth

Source: qualitative recovery-high-school implementation case study.

Read the case summary

Staff reported stronger self-reflection, strengths-based conversations, emotional readiness, and alignment between recovery and education. These are educator and community observations rather than controlled outcome data.

How to read the evidence

Different sources answer different questions.

A credible evidence page should not make every number sound equivalent. This page uses a simple evidence ladder so readers can see what each source can—and cannot—show.

Peer-reviewed research

Tests defined outcomes using published methods, standardized measures, and statistical analysis.

Comparative case data

Shows meaningful real-world patterns between participating and non-participating groups without proving causation.

Program monitoring

Tracks completion, engagement, repeat assessment, and operational outcomes in a specific implementation.

Implementation stories

Shows how participants, educators, and organizations experience the framework in practice.

From evidence to application

What could this look like in your setting?

Explore the framework, review the application pathways, or talk with us about the outcomes your organization needs to understand.