justack.ai Research · Legislative Alignment ← justack.ai
Legislative Alignment · Version 1.0 · 2026

A civil-liberties measure
of the gap between what
a law promises and what
it actually does.

The Borovoy Coefficient scores Canadian statutes, regulations, and bylaws from 0 to 100 across five dimensions of legislative alignment — each grounded in recognized constitutional doctrine and in the machine-learning alignment taxonomy.

In honour of Alfred Alan Borovoy, O.C. (1932-2015), General Counsel of the Canadian Civil Liberties Association 1968-2009 — who spent forty years raising hell without breaking the law.1

Alan Borovoy in his paper-strewn CCLA office, c. 1985
Image #1. Alan Borovoy, General Counsel, Canadian Civil Liberties Association, in his office, Toronto. Image reproduced for educational / research purposes per Digital Archive Ontario terms.
I · The Formula

Five dimensions. Each one falsifiable, each one anchored.

The Coefficient does not ask whether a law is good. It asks, precisely: does the language do what the preamble says? Are the rights-affecting effects proportionate to the salutary objective? Is the conduct captured the conduct drafters targeted? Is the severity of intrusion survivable? Is the bureaucracy administering the law optimizing something different than what the statute chartered?

These are Borovoy's questions from five decades of civil-liberties practice. They are also — with no stretching required — the inner-alignment, outer-alignment, and Goodhart-variant questions that machine-learning researchers ask of learned systems.

BC = 0.25 · D₁ + 0.15 · D₂ + 0.20 · D₃ + 0.25 · D₄ + 0.15 · D₅

Purpose-Effect Gap · Proportionality · Overbreadth · Rights Intrusion · Enforcement Asymmetry

D₁ · weight 0.25
Purpose-Effect Gap
How far does observed effect diverge from stated purpose?
Vavilov, 2019 SCC 65 · Outer alignment
D₂ · weight 0.15
Proportionality
Are rights-infringing effects proportionate to the salutary objective?
R v Oakes, [1986] 1 SCR 103 · Pareto multi-objective
D₃ · weight 0.20
Overbreadth
Does the law capture substantially more conduct than drafters targeted?
Heywood · Bedford · Nova Scotia Pharmaceutical · Extremal Goodhart
D₄ · weight 0.25
Rights Intrusion
How severe, durable, and reversible is the infringement of Charter-protected rights?
Charter ss 2, 7, 8, 9, 15 · Safety-critical severity
D₅ · weight 0.15
Enforcement Asymmetry
Is the administering bureaucracy optimizing something different than the statute?
R v Le, 2019 SCC 34 · Mesa-optimization · Reward tampering
Interpretation bands
0-19 Textually aligned 20-39 Low drift 40-59 Moderate drift 60-79 High drift 80-100 Severe specification failure
II · The Prototype Corpus

Fifteen Canadian laws, scored.

A sample — not a census. The corpus demonstrates the Coefficient's range across federal, provincial, and municipal jurisdictions, from Vancouver's Noise Control Bylaw (BC = 12, aligned) to the pre-Charkaoui Security Certificate regime (BC = 86, unconstitutional-by-design). Click any row for the full reasoning, evidence, drift vectors, and proposed reforms.

Rank
Law
Jurisdiction
Coefficient
Cross-jurisdiction dimension heat map
0-19
20-39
40-59
60-79
80-100
III · In Memoriam

Alfred Alan Borovoy, O.C.

Alan Borovoy served as General Counsel of the Canadian Civil Liberties Association for forty-one years, from 1968 to 2009. He was awarded the Order of Canada in 1982 and four honorary doctorates. He wrote five books — When Freedoms Collide, Uncivil Obedience, The New Anti-Liberals, Categorically Incorrect, and At the Barricades.

His diagnostic frame — the intent-effect gap, the power-hoarding fallacy, the mesa-institutional drift of regulatory regimes — carried him from the October Crisis of 1970 through the post-9/11 anti-terrorism statutes to the sustained critique of human rights commissions that he himself had helped establish. He believed governments miss the mark when they legislate broadly in moments of shock and trust judicial review to clean up afterwards. History keeps vindicating him.

The Borovoy Coefficient is an attempt to translate that diagnosis into measurement. It is not a replacement for Borovoy. It is an instrument that he might, I hope, have used.

There is an important distinction between intent and effect. The question we must ask is whether the language, regardless of the intent, is broad enough to cover that activity.
— Testimony on Bill C-36, Standing Committee on Justice, October 2001
Born
17 March 1932, Hamilton, Ontario
Died
11 May 2015, Toronto
CCLA General Counsel
1968 – 1 July 2009
Order of Canada
Officer, 1982
Retirement line
"Forty years of raising hell without breaking the law."
IV · The Borovoy Drafting Principles

Five prospective reforms that would reduce Coefficients at source.

Measurement without reform is a tribute essay. The full methodology is prospective: drafters can embed these five principles at the specification stage to close the outer- and inner-alignment loops before a statute reaches a bureaucracy.

1
Sunset clauses
Affirmative re-enactment on a 5- or 10-year cycle. The legislative analogue of a retraining interval — forcing drafters to re-specify the objective in light of observed effects.
2
Purpose-effect reporting
Statutory obligation on responsible ministers to publish annual data on whether the law is achieving its stated purpose — a legislative alignment benchmark.
3
Disparate-impact dashboards
Mandatory publication of enforcement data disaggregated by geography, income, and, where constitutionally required, protected grounds. D₅ is unmeasurable without this.
4
Narrowing presumption
Courts should read statutory language narrowly in Charter-adjacent fields unless drafters used plain expansive language. Prices the drafting choice rather than burying it.
5
Hard-powered oversight
Not advisory review à la SIRC, but bodies with order-making authority on a statutory footing — closing the mesa-optimization loop Borovoy flagged from 1984 onward.
Tiered Methodology

The Borovoy Coefficient

Three published formulas, three depths of legal analysis, one transparent method. Each tier answers a sharper question than the last; each publishes its own math so readers can verify the arithmetic rather than argue with a composite.

Live · v1.0
Tier I

Missing the Mark, Literally

Prima facie natural-language inference over preamble–provision pairs. A bipartite entailment matrix is computed between the statute's stated purposes and its operative provisions, then reduced to two scalar features — faithfulness and excess — under a published linear objective. No case law, no adjudicative facts, no doctrinal grounding: only structured textual entailment on the face of the statute.

MTM-L = 100·[α·(1−F) + β·X]

Formula, inputs, worked example →

Coming soon · v1.1
Tier II

Missing the Mark, Figuratively

The Charter-violation layer, in two sequential stages. Stage 1 asks whether the statute's purpose, constructed per R v Big M Drug Mart, is itself Charter-offside — a finding that resolves the case without reaching effects. Stage 2 asks, purpose notwithstanding, how likely the statute's effects on face are to violate a Charter right (overbreadth, arbitrariness, gross disproportionality, rights-intrusion severity). Oakes is not engaged at this tier: Oakes presupposes an established violation. Tier II asks whether one exists.

MTM-F = 100·[PV + (1−PV)·EL]

Formula, inputs, Big M stages →

Coming soon · v1.2+
Tier III

Missing the Mark, Circumstantially

The Oakes justification layer, with facts. Presupposing a Tier II violation, Tier III asks whether the government can justify it under s.1 — pressing-and-substantial objective, rational connection, minimal impairment, balance of effects — with adjudicative and legislative facts, disparate-impact evidence, and enforcement data entered. This is the tier most closely aligned with actual judicial-outcome prediction, but it is the most fact-intensive and therefore the last to automate.

MTM-C = 100·[γ₁·MTM-F/100 + γ₂·DI + γ₃·EF]

Formula, inputs, Oakes mapping →

Every tier publishes its math. No black box. Licensed Mozilla Public License 2.0. Free regardless of future ownership outcome. Calibration report at calibration/index.html.