APPLIED ANALYSIS SERIES — AAS-002

THE DIRECTIVE™ — APPLIED ANALYSIS SERIES — AAS-002

From Recognition to Practice: A Governance Reading of the Magistrates' Association's First Domestic Abuse and Stalking Conference

A SAFECHAIN™ analysis for The Directive™

Reference: SAFECHAIN/AAS/2026/002

Author: Samantha Avril-Andreassen FRSA

Organisation: SAFECHAINN Ltd (Company No. 12038453)

A Conference, and a Question

On Saturday 6 June, the Magistrates' Association held its first Domestic Abuse and Stalking Conference in Leeds. Among those attending were Professor Jane Monckton Smith, whose research on the patterns that precede domestic homicide has become widely used within the magistracy, and Clive Ruggles, co-founder of the Alice Ruggles Trust, established after his daughter Alice was murdered by her former partner in Gateshead in 2016.

The conference followed a blog published by the Magistrates' Association on 27 March 2026, in which Sarah Butters JP — the Domestic Abuse and Stalking Link on the MA's Adult Crime Committee — set out why magistrates need to be able to recognise stalking behaviours, and introduced the framework that Professor Monckton Smith's research has produced for understanding how such cases escalate.

This paper does not attempt to summarise the conference itself. Its purpose is narrower: to take the framework set out in the Magistrates' Association's own published material — the eight-stage homicide timeline, the Alice Ruggles case, and Stalking Protection Orders — and ask a governance question that sits alongside, rather than instead of, the training and awareness purpose the conference itself served.

The question is this: once a recognition framework exists, and has been disseminated to the people who need to use it, what ensures that recognition becomes consistent practice?

The Eight-Stage Timeline as a Disclosure Question

Professor Monckton Smith's research describes an eight-stage pattern observed across domestic homicide cases: a history of stalking or coercive behaviour; grooming, in which the relationship develops very quickly; controlling behaviour; a trigger phase, in which the perpetrator's control is threatened; an escalation in controlling or stalking tactics; a change of thinking, in which the perpetrator moves toward reconciliation or revenge; a planning phase; and finally, domestic homicide.

As the Magistrates' Association's blog notes, Clive Ruggles has said that his daughter's case followed this timeline "frighteningly well" — escalating from the end of the relationship in mid-July 2016 to her murder twelve weeks later, in October.

The value of the timeline, as presented to magistrates, is that it allows a sentencer to look at the information already before them — the history, the pattern of contact, the prior behaviour — and recognise where, on this trajectory, a defendant's conduct may sit. The timeline does not require new information to be gathered. It requires existing information to be read differently.

This is, in the terms of the SAFECHAIN™ Foundational Architecture Index™, a Disclosure Integrity™ question (Paper 9). Paper 9 asks whether decision-makers can rely upon the information that reaches them — and, as AAS-001 and AAS-003 of this series have both examined, a body of information can be technically present in a case file while remaining practically invisible, because nothing in the process surfaces its significance.

The eight-stage timeline is, in effect, a tool for surfacing significance that may otherwise remain buried in a case file: a series of contacts that look unremarkable individually but form a pattern when read together; a relationship that developed unusually quickly; an escalation that, viewed in isolation, might be mistaken for a one-off incident. The timeline does not change what information exists. It changes what a magistrate is equipped to see in it.

The governance question this raises is not whether the timeline is a good tool — the case for it, made through the lived experience the Alice Ruggles Trust brings to this work, is a strong one. The governance question is what happens to that tool after the conference: whether it is applied consistently across benches and courts, whether its use can be identified in practice, and whether a magistrate who has not attended this particular conference, or a future conference, has access to the same framework.

Stalking Protection Orders and The Continuity Deficit™

The Magistrates' Association's blog also sets out the role of Stalking Protection Orders (SPOs), introduced as an early-intervention measure that can be applied for by the police before a perpetrator's behaviour meets a criminal threshold. SPOs are civil orders that carry a criminal sanction if breached, and — significantly — do not require the victim's compliance to be sought, applied for, or maintained.

Clive Ruggles is quoted in the blog explaining why this matters: "They take the onus off the victim... many victims (such as Alice) do not appreciate the seriousness of the situation they are in, believing and hoping that if they ignore their stalker for long enough they will eventually give up and move on."

This is a direct illustration of Paper 26 of the SAFECHAIN™ Foundational Architecture Index™, The Continuity Deficit™. Paper 26 examines why protective measures, safeguarding information, and risk assessments frequently do not survive a case's movement between people, agencies, or stages of a process — often because continuity has been made dependent on the ongoing engagement of the person least able, in the circumstances, to sustain it.

An SPO that does not require the victim's continued participation to remain in force is a structural answer to a continuity problem: it relocates the burden of maintaining protection away from the person experiencing the abuse, and onto the system itself. The blog's own framing — "taking the onus off the victim" — is, in SAFECHAIN™ terms, a description of closing a continuity gap by design rather than by exhortation.

The governance question here is one of consistency of use. An order that exists in law, and that is understood by specialist practitioners attending a conference on the subject, achieves its purpose only if it is applied at the point where a magistrate or police officer is deciding whether to seek one. Whether that happens consistently — across courts, across benches, in cases that do not involve specialist input — is a separate question from whether the order exists, and from whether its value is understood by those who attended this conference.

From Conference to Courtroom: The Implementation Paradox™

This is where Paper 23 of the SAFECHAIN™ Foundational Architecture Index™, The Implementation Paradox™, becomes directly relevant. Paper 23 examines a recurring pattern: a framework, tool, or piece of guidance is developed, validated, and disseminated — often well — and yet its actual use in practice remains uneven, unmeasured, or untracked, because dissemination itself is treated as the end point rather than the beginning of implementation.

Nothing in the Magistrates' Association's own material suggests this pattern is occurring here specifically. The blog, the April webinar with Clive Ruggles and Sue Hills, and the conference itself are all examples of an organisation taking a recognition gap seriously and acting to close it. The point of citing Paper 23 is not to suggest a failure, but to name the question that naturally follows a conference of this kind: how is the use of the eight-stage timeline, and the consideration of SPOs, tracked after today — not as a measure of any individual magistrate's competence, but as a measure of whether the system as a whole has absorbed what the conference set out to convey?

AAS-001 of this series drew a distinction that applies directly here: training improves individual capability, while governance improves systemic reliability. A conference of the kind the Magistrates' Association held on 6 June is, by its nature, a training and awareness intervention — and a valuable one, grounded in the direct lived experience the Alice Ruggles Trust brings to it. The governance question is what sits alongside it: what mechanism, if any, allows the Magistrates' Association, or the wider family and criminal justice system, to know whether the recognition this conference sought to build is being applied — not in the next case any individual attendee happens to hear, but across the system, over time.

What Might Follow

This paper does not propose that the Magistrates' Association, or any other body, adopt a SAFECHAIN™ framework as a precondition for anything. The questions raised here follow directly from the Association's own published material, and are offered as questions worth asking — not as findings.

•       Whether the eight-stage timeline, and the framework for considering SPOs, could be incorporated into the structured guidance magistrates already use when sentencing — so that their use does not depend on an individual magistrate having attended a particular conference or webinar

•       Whether any mechanism exists, or could be developed, to indicate — in aggregate and without identifying individual cases — how often SPOs are considered, applied for, or made, as a way of understanding whether the "taking the onus off the victim" principle is being realised in practice

•       Whether the Domestic Abuse and Stalking Link role on the MA's Adult Crime Committee could have a continuity function as well as an awareness function — tracking, over time, how recognition tools introduced at events such as this one are subsequently used

None of these proposals require new legislation, new orders, or new frameworks. They follow from a question that the Magistrates' Association's own conference, by its existence, already raises: what happens after the room empties?

Reading This Alongside the Architecture

This paper forms part of The Directive™ Applied Analysis Series and should be read alongside:

•       Paper 9 — Disclosure Integrity™

•       Paper 23 — The Implementation Paradox™

•       Paper 26 — The Continuity Deficit™

This paper should also be read alongside AAS-001 (Two Reports, One Chain), which sets out the distinction between training and governance drawn upon in the section above, and AAS-003 (AI in the Courts), which examines the same Disclosure Integrity™ question in the context of automated, rather than human, recognition processes.

SAFECHAIN™ welcomes discussion with the Magistrates' Association, the Alice Ruggles Trust, researchers, and policymakers interested in exploring how recognition frameworks of this kind are sustained in practice over time.

Source

Butters, S. (2026). How can magistrates recognise stalking behaviours. Magistrates' Association, 27 March 2026.

© 2026 Samantha Avril-Andreassen. All rights reserved. SAFECHAINN Ltd (Company No. 12038453).

Version 1.0

Reference: SAFECHAIN/AAS/2026/002

Copyright & Intellectual Property Notice

© 2026 Samantha Avril-Andreassen. All rights reserved.

SAFECHAIN™, SAFECHAINN Ltd, The Directive™, Participation Integrity™, Passport of Erasure™, Shadow Ledger™, Coercive Debt Lifecycle™, Legacy Harm Architecture™, Institutional Failure Taxonomy™, Vulnerability Index™, Safeguarding Intelligence Model™, Seal of Integrity™, MØPIT™, SIP™, CPIT™, REBUILD™, COMPASS™, and all associated frameworks, methodologies, models, diagrams, terminology, research architecture, governance structures, assessment tools, training systems, and implementation mechanisms are proprietary intellectual property authored by Samantha Avril-Andreassen.

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