The Reasonable-Measures Checklist

This is the practice-tip version of the fourth bias factor — the reasonable measures the insurer took, or never took, to ensure its expert was neutral and reliable. The moves are stated so you can act on them today; the authority, argument scaffolding, and objection scripts behind each one are in the paid Implementing Kit.

1. Argue the omission, not just the commission. Keep the insurer’s mistakes in the case, but lead with the other question: what did the insurer build to keep its expert evaluations fair? Selection vetting, outcome-blind compensation, complaint tracking, remediation. The absence of that architecture is affirmative evidence in the leading cases, not background.
2. Metrics before motions. Don’t file a conflict-discovery motion on generalities. The showing that opens every door is modest and specific: how much the expert was paid, how often the insurer or its vendor used them. The anchor case of this module was lost — for five years — because that showing was never made.
3. Treat the paper as a claim, not a fact. When the insurer produces a principles or procedures document describing its safeguards, that document is a factual assertion by an interested party. Respond with a request list: the records showing each claimed measure operated. A safeguard that generated no records exists only in briefing.
4. “We don’t track outcomes” is a confession, not a defense. Insurers recite outcome-blindness as neutrality hygiene. Turned around, it means the insurer chose not to keep the one record that could prove its experts neutral in practice — and the seminal case in this area holds that an insurer that could have kept neutrality records and didn’t has missed its opportunity to rebut the conflict inference.
5. File the insurer’s judicial record. Courts have criticized specific insurers and specific repeat experts, by name, in published opinions — sometimes by the hundred. That record is discovery you already have, costs nothing, and directly rebuts a paper claim of vigilance.
6. Don’t let the vendor be the wall. The standard answer is that the vendor pays the doctor, not the insurer. Vendor intermediation relocates the dependence; it does not remove it. Ask for the contract, the instructions given to reviewers, the selection and training files, and the volume of business — courts have granted every one of those categories, including an insurer’s hiring, management, and firing of its review vendors.
7. Tether every operational request to a bias theory. Quality-assurance programs and audits are reachable, but the requests that fail never say what the document would show about bias. One sentence of tether converts a denied request into a granted one.
8. Know the standard deflections.
   • The supplemental-briefing ambush — a safeguards document that surfaces only after your motion is on file, too late to test. Demand the custodian’s deposition; move to exclude if it was withheld from served discovery.
   • “Fishing expedition” — the circularity move: no evidence of bias, so no discovery, so no evidence. Moves 2 and 5 together break the circle.
   • “Our structure is walled off” — a wall between claims and finance answers the company’s conflict, not the expert’s. The two are distinct.
   • “Too burdensome” — these are the insurer’s own files about its own experts. Courts have said the objector must substantiate the burden, not merely assert it.
9. Ask for the information, not a file. Does the insurer have, and can it readily produce, the documents reflecting its evaluation of the expert’s neutrality and reliability — approval and retention records, internal evaluation, monitoring, and quality-control documents concerning the expert, compensation and volume data, the share of the expert’s work from the industry, pattern-and-practice history, complaints, litigation history? Don’t frame it around one file; frame it around whether the information exists at all. An insurer that objects gathering it would be too burdensome has, by that objection, admitted it doesn’t maintain what reasonable measures requires — the burden objection and the missing measures are the same admission, said two ways.

Get the Implementing Kit →   Read the overview →   See the case study →

Related

The factor this checklist serves: The Bias Factor Everyone Argues Wrong. The insurer’s playbook, dissected: The Document the Claimant Never Saw Coming. The record-building sequence across all four factors: Building a Bias Record.

Distilled from the project’s Factor 4 doctrinal synthesis and the reasonable-measures spine. Seminal authority — Metropolitan Life Insurance Co. v. Glenn, 554 U.S. 105 (2008); Demer v. IBM Corp. LTD Plan, 835 F.3d 893 (9th Cir. 2016). The case anchors, discovery sequences, and objection scripts behind each move are reserved for the subscriber Implementing Kit. Educational and informational only; not legal advice.