Criterica Group — The institutional data science platform for regulated outcomes. A Splitifi company.
Markets

Personal Injury

The highest-volume regulated outcomes market in the United States, and the one where duration determines capital velocity more than any other variable.

The Market

Personal injury is the largest single category of civil litigation by case volume in the United States, spanning auto collision, premises liability, product liability, and general negligence claims that move through state court systems in every jurisdiction. As a regulated outcomes market, personal injury is defined less by any single case's merits than by the distribution of resolutions across a population of similar claims: a given injury type, in a given venue, in front of a given class of adjuster or judge, resolves within a predictable band of outcome, timing, and value. The market exists because plaintiffs need capital before that resolution arrives, and because the parties who supply that capital need a disciplined way to price a claim on an asset whose value is a probability distribution rather than a fixed number.

What makes personal injury distinctive as a regulated outcomes market is velocity. Case volume is high, individual claim values are comparatively modest, and duration to resolution is the dominant driver of capital efficiency. A funder who can distinguish an eleven-month settlement from a thirty-six-month trial track, at the point of underwriting rather than after the fact, is pricing a fundamentally different asset than one working from case type alone.

The market also fragments by venue in ways that are easy to underestimate from the outside. Two claims with identical injury severity, filed in adjoining counties, can carry meaningfully different settlement value and duration bands because of differences in jury composition, local defense-bar practice, and how a given court manages its civil docket. An underwriting approach that treats personal injury as one national market rather than thousands of local ones will misprice a large share of the claims it sees.

Counterparties

The counterparty set is wide and interdependent: plaintiffs and their households, plaintiff-side law firms and the attorneys who staff them, defense counsel and the carriers who retain them, treating providers and the lien holders behind unpaid medical bills, pre-settlement funders who advance against expected recovery, and the courts and venues whose procedural posture and jury pools shape the outcome distribution itself. Each counterparty holds a different slice of information: the law firm knows case posture, the provider knows treatment and lien status, the funder knows advance history, and no single party has historically held a verified, current view across all of it.

That fragmentation of information is itself a structural feature of the market, not an accident of any one firm's practices. A plaintiff's firm handling a high volume of cases has limited ability to track venue-level jury trends across every jurisdiction it files in, a funder underwriting an advance has limited visibility into a claimant's other outstanding advances against the same case, and a provider extending treatment on a lien has limited insight into how the claim is actually progressing through litigation. Bringing these views together, without compromising privilege or client confidentiality, is the coordination problem the market has to solve.

What Decides Outcome, Duration, and Settlement

Three questions govern every capital and risk decision in this market. What is the probability-weighted range of recovery given injury type, venue, and comparable case history. How long until resolution, given that a strong case settled slowly can underperform a moderate case settled quickly once cost of capital is priced in. And what does the settlement window look like: the point at which a defendant's incentive to resolve crosses the plaintiff's incentive to wait, a point that moves as discovery, motion practice, and trial-date proximity change the calculus for both sides. Underwriting that answers only the first question and ignores the second and third is pricing an incomplete asset.

These three questions also interact rather than standing independently. A high expected-value case with a long duration profile can be a worse capital allocation than a moderate-value case that resolves quickly, once the advance is discounted for time and the risk that intervening events, a change of venue, a new judge assignment, an insurer's change in claims posture, alters the outcome distribution before resolution. Pricing personal injury well means pricing the joint distribution of these three variables, not each one in isolation.

How Criterica Serves This Market

Criterica Intelligence supplies the outcome, duration, and settlement-window models that underpin pre-settlement underwriting: case-level probability bands built from real court records, calibrated by venue and injury type, refreshed as a matter proceeds rather than frozen at intake. Criterica Capital deploys non-recourse pre-settlement funding directly against that intelligence, with underwriting decisions and advance terms disciplined by the same models rather than by file review alone. Criterica Group sets the governance layer above both: the standard for how a legal asset's integrity, evidence quality, and lifecycle status must be verified before either function treats it as financeable, so that a compelling projected return never substitutes for basic asset verification.

The three functions are deliberately kept distinct rather than folded into a single black-box score. A plaintiff's firm or a claimant evaluating a funding offer can ask what the underlying outcome and duration probabilities are, what evidence supports them, and what governance standard the advance was underwritten against, and expect a specific, traceable answer to each question rather than a single number presented as if it required no further explanation.

Data: What Exists, What Does Not

Court dockets, verdict and settlement reporting services, and state-level procedural data give this market a large and continuously growing evidentiary base, and it is the deepest corpus Criterica maintains by case volume. What does not exist, industry-wide, is a standardized, cross-funder view of lien stacking, duplicate advances against the same expected proceeds, or a common integrity record that follows a claim across originators. That gap is a governance problem before it is a modeling problem, and it is the reason the Legal Asset Integrity Standard treats identity verification and lien visibility as prerequisites to outcome modeling rather than an afterthought.

The absence of a shared registry means the industry currently relies on individual funders' own diligence to catch a claim that has already been advanced against elsewhere, a control that works only as well as each participant's own process. Closing that gap does not require centralizing competitively sensitive information; it requires a common standard for what must be verified and how, applied consistently enough that funders can trust each other's attestations rather than starting diligence from zero on every file.

Where to Go Next

Regulatory and EnvironmentalAll MarketsMass Tort

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