The Dynamic Constraint Framework™
by Kevin GlowickiExecutive Summary
Safety Is Not a Victim Behavior
A Concept Memorandum for the Dynamic Constraint Framework™ in Domestic Violence and Coercive Interpersonal Harm
Domestic violence remains one of the most complex and consequential public-health, criminal-justice, behavioral-science, and human-rights challenges confronting modern societies. Over the past several decades, substantial advances have been made in understanding coercive control, trauma, offender behavior, lethality assessment, victim advocacy, emergency response, forensic investigation, public health, neuroscience, and institutional coordination. These advances have unquestionably improved countless lives. Existing safety-planning practices have become indispensable components of modern domestic violence intervention and frequently provide practical strategies capable of reducing harm, facilitating escape, preserving evidence, improving communication, increasing access to resources, and supporting long-term recovery.
The present memorandum begins from the premise that these contributions should neither be minimized nor replaced. Instead, it asks whether an important scientific question has remained insufficiently examined. Specifically, this memorandum asks whether contemporary safety planning may remain causally incomplete whenever the practical conditions necessary for a recommended safety strategy are progressively removed by an adaptive offender before the strategy can be successfully executed.
The distinction is subtle but scientifically significant. Existing safety recommendations frequently describe actions intended to reduce danger. Yet every recommended action depends upon the continued existence of conditions that make that action possible. A victim cannot leave through an exit that has become physically inaccessible. A person cannot call for assistance after communication has been removed. A protective strategy cannot succeed if its execution has been anticipated, monitored, intercepted, or punished. Similarly, institutional intervention cannot reliably interrupt harm when responding systems receive incomplete, competing, distorted, or strategically manipulated information. Under such circumstances, the effectiveness of a safety strategy may depend less upon whether the strategy was theoretically appropriate than upon whether the conditions necessary for its execution remained available long enough for it to succeed.
The central proposition of this memorandum is therefore not that victims should receive different instructions, nor that existing safety planning is fundamentally flawed. Rather, it proposes that safety itself may be more accurately conceptualized as a dynamic systems problem in which individual capability, offender adaptation, environmental opportunity, institutional performance, and temporal change continuously interact to determine whether protective actions remain executable over time.
To examine this proposition, the memorandum introduces the Dynamic Constraint Framework™, an interdisciplinary conceptual architecture designed to organize the changing conditions that influence safety during domestic violence and coercive interpersonal harm. Rather than focusing exclusively upon recommended victim behaviors, the framework examines the evolving interaction among Victim Capability, Offender Capacity, Offender Objective, Environmental Control, Temporal Momentum, Information Integrity, and System Reliability. These domains are not presented as independent risk factors, actuarial variables, or predictive algorithms. Instead, they function as interacting analytical systems whose relationships remain subject to empirical investigation.
Throughout the memorandum, particular attention is devoted to the concept of Capability. Safety planning traditionally assumes that recommended actions remain available until they are attempted. The proposed framework instead asks whether capability itself changes dynamically throughout an unfolding event. Physiological stress, injury, strangulation, sleep deprivation, technological interference, environmental restriction, coercive control, surveillance, communication disruption, institutional delay, transportation barriers, financial dependence, cognitive overload, and offender adaptation may progressively reduce an individual's practical ability to execute otherwise appropriate safety strategies. If this proposition proves empirically valid, then safety assessment may require measuring not only what actions have been recommended but also whether the practical capacity to perform those actions continues to exist.
The framework likewise proposes that offender behavior may be better understood through observable objectives rather than static assumptions regarding motivation or diagnosis. Different behavioral objectives may interact differently with intervention strategies. A recommendation that proves effective when another individual seeks emotional disengagement may function differently when the observable objective involves preventing separation, restoring control, restricting movement, interfering with communication, or manipulating institutional response. The framework therefore emphasizes observable behavior, functional interaction, and measurable environmental change while intentionally avoiding speculative psychological inference whenever behavioral evidence is sufficient.
Another central contribution concerns the treatment of institutions as active participants within evolving safety systems rather than passive recipients of information. Emergency dispatch, law enforcement, medical services, behavioral health, advocacy organizations, courts, social services, shelters, and community resources each influence whether protective opportunities are preserved, degraded, restored, or lost. Institutional response therefore becomes part of the analytical environment itself rather than merely the setting in which intervention occurs. Concepts such as Information Integrity, Narrative Capture, Route Capture, and Institutional Reliability are introduced to examine how communication quality, evidence preservation, procedural continuity, and interdisciplinary coordination may influence the practical effectiveness of otherwise appropriate interventions.
Because the framework addresses high-consequence decisions involving liberty, safety, constitutional rights, and public institutions, the memorandum devotes substantial attention to methodological restraint. The Dynamic Constraint Framework™ is explicitly presented as a theoretical and translational framework rather than a validated assessment instrument. It is not intended to diagnose offenders, determine criminal guilt, replace judicial findings, authorize detention, assign actuarial risk scores, establish professional standards of care, or substitute for individualized professional judgment. Every major construct is accompanied by explicit operational definitions, constitutional safeguards, ethical limitations, validation requirements, falsification criteria, and implementation restrictions designed to prevent premature operational use.
Scientific integrity requires that conceptual coherence never be mistaken for empirical proof. Accordingly, the memorandum establishes a staged validation pathway beginning with conceptual review, interdisciplinary critique, retrospective case analysis, simulation research, feasibility assessment, prospective evaluation, implementation science, independent replication, and continuous falsification. Every major proposition remains explicitly open to refinement, modification, or rejection should future evidence fail to support the framework's central assumptions. Likewise, every future implementation product—including survivor resources, professional training materials, institutional protocols, decision-support systems, educational curricula, and operational guidance—is recognized as requiring independent validation beyond the conceptual framework itself.
The memorandum further concludes that meaningful progress in domestic violence safety planning will likely require continued collaboration among neuroscience, behavioral science, trauma research, addiction science, criminology, implementation science, public health, systems engineering, communication science, medicine, constitutional law, emergency management, and organizational psychology. No single discipline possesses sufficient explanatory scope to account for the dynamic interaction among biological, behavioral, environmental, institutional, technological, and legal systems that collectively determine whether protective opportunities remain viable during rapidly evolving interpersonal crises.
The Dynamic Constraint Framework™ therefore does not seek to replace existing domestic violence practice. Instead, it seeks to provide a broader scientific architecture within which existing practices, emerging interventions, institutional coordination, environmental constraints, behavioral adaptation, and evolving capability may be examined as components of an integrated system. Its purpose is to improve the questions researchers, practitioners, policymakers, and institutions ask before claiming to improve the answers.
Ultimately, this memorandum advances a restrained but consequential proposition.
Existing safety-planning practices remain essential, but they cannot bear the full causal burden assigned to them when an adaptive offender can progressively remove the conditions necessary for those practices to succeed. A complete safety architecture must therefore measure not only what a victim has been instructed to do, but whether the victim retains the practical capacity to do it, whether the environment permits it, whether the offender is actively countering it, and whether responding institutions can reliably convert help-seeking into enforceable constraints on harm.
The memorandum concludes by proposing that future research should determine whether this broader systems perspective contributes meaningful explanatory value beyond existing approaches. If empirical investigation demonstrates that the framework improves scientific understanding, institutional coordination, constitutional reliability, or practical safety outcomes, its future implementation should proceed through independent validation, interdisciplinary review, and evidence-based refinement. If those standards cannot be met, scientific integrity requires that the framework be revised or rejected accordingly.
The foundational principle from which the broader THIS ADDICTION™ program proceeds may therefore be stated as follows:
“The future of domestic violence safety planning should not be built around teaching victims to perform more perfectly inside danger. It should be built around identifying, preserving, and rapidly expanding the combined capacity to interrupt the person imposing the danger.”
The Dynamic Constraint Framework™ was developed for professionals working throughout the domestic violence field, including law enforcement officers, detectives, prosecutors, defense attorneys, judges, domestic violence advocates, shelter personnel, clinicians, psychologists, psychiatrists, physicians, nurses, emergency medical personnel, forensic interviewers, victim service providers, researchers, educators, and policymakers.
This framework is being made available for professional review, interdisciplinary discussion, and continued development. If you or your organization are interested in evaluating, implementing, researching, or contributing to the ongoing evolution of the Dynamic Constraint Framework™ for Domestic Violence and Coercive Interpersonal Harm, please contact K. M. Glowicki at neverstopvoices@gmail.com to request additional information, collaboration opportunities, presentation materials, or future training resources.
Meaningful advances in victim safety require collaboration across disciplines. This framework is intended to support that collaboration by bringing together professionals committed to strengthening evidence-informed domestic violence prevention, investigation, intervention, and long-term safety planning.