Practical Tips · Checklist · June 2026

Building a Bias Record

A bias case is won or lost long before the summary-judgment hearing. Here are the moves that build the standard, the four factors, and the presumption — in order, and in time — with the full working checklist on Substack.

The strongest set of facts loses if it is never assembled into the argument the law rewards. The case study of Bagramyan is the cautionary example: a claimant goes down on summary judgment even though the insurer could not name a single time its expert ever sided with a policyholder — because the standard was never planted, the decisive factor was left thin, and the presumption that would have shifted the burden was never invoked. The standard the factors serve explains the rule those moves satisfy.

This page is the short version of how to build the record so that does not happen. The full working checklist — with the model discovery and the briefing under each move — is published on the companion Substack.

What the checklist covers

  1. Plant the standard. Lead with the inference-of-bias standard — a fair inference of financial conflict, not proof of a corrupt mind — so the court rules under the test you named.
  2. Build the money factor — from the expert, not the insurer. Subpoena the expert and the vendor directly; a number you can authenticate from a third party cannot be waved away.
  3. Build the pattern — in your own case. Develop the expert’s outcome record as this case’s admitted facts, not as a declaration about other lawsuits.
  4. Build the methodology record. Document how the opinion was actually made — the paper-only review, the evidence ignored, the conclusion primed before the review began.
  5. Build the no-measures record. Make the insurer’s selection and oversight system its own discovery target; the absence of safeguards leaves your inference unrebutted.
  6. Invoke the presumption — and weaponize the evasion. Make the threshold showing, shift the burden, and turn “we don’t keep track” into a compel order, an adverse inference, and proof of no measures.
  7. Protect the record. Get rulings on objections to your key declarations, and preserve each factor argument in the opening brief — points raised late are forfeited.
Get the full checklist. The moves above are the framework. The working version — the model interrogatories and subpoenas, the briefing that converts “we don’t keep track” into a burden-shift, and the language that holds the court to the standard you named — is published on the companion Substack.

Read the full checklist on Substack →   See the case study →   The bias-evaluation service →

Related

See the cautionary case in The Case That Should Have Won, the rule the factors satisfy in The Standard Comes Before the Factors, and the discovery that builds the pattern in Framing an OICF Request That Survives.

Distilled from the project’s analysis of the inference-of-bias standard, the four factors, and the rebuttable presumption. The case study is Bagramyan v. Government Employees Ins. Co., 2023 WL 4636118 (Cal. Ct. App. 2023) (unpublished); the framework is synthesized in Demer v. IBM Corp. LTD Plan, 835 F.3d 893 (9th Cir. 2016). The implementing authorities behind each move are reserved for the subscriber edition. Educational and informational only; not legal advice.