After the Adverse Outcome: Explanation as a Consumer Path

When a Covered ADMT contributes to an adverse outcome, Colorado's transparency duty is designed to be a path rather than a label. The question here is whether an affected consumer can move from advance notice to a specific explanation, relevant system and input information, correction, and reconsideration without facing unnecessary barriers. The signed act supplies the core rights and timing; the Department of Law's rulemaking document adds the details that determine whether those rights can work in practice.

Transparency has two distinct moments

The first moment comes before the decision. Under SB26-189, a deployer must give clear and conspicuous notice before using a Covered ADMT to materially influence a consequential decision affecting a consumer. The deployer may satisfy that duty through a prominent public notice that is reasonably accessible at points of consumer interaction, including a link or posting close to the interaction or transaction where the decision may occur.

Advance notice answers a limited question: will this kind of system be used in a decision about me? It does not yet explain what happened in a particular case. That difference matters. A general notice on a website may tell an applicant that automated tools can be used in housing decisions, but it cannot tell that applicant which information affected a deposit or whether the output was decisive.

The second moment follows an adverse outcome. The statute requires a deployer that used a Covered ADMT to materially influence a consequential decision resulting in an Adverse Outcome to provide a disclosure within thirty days after making the decision. The disclosure must describe the consequential decision and the role the Covered ADMT played, provide a simple process for requesting additional information about the system and its inputs, and explain the consumer rights and how to exercise them.

The rulemaking document turns those three statutory components into a more concrete communication. It says the disclosure should identify what decision was made, the specific purpose for which the system was used, the role of the system, any human reviewers, and other automated systems. It should state the effective date of the adverse outcome when applicable and explain the principal reasons with specificity. It should also meet the general communication requirements: plain, straightforward language; accessibility for people with disabilities; appropriate language access; a readily accessible interface; readability across devices; and accuracy that is not unfair, deceptive, false, or misleading.

The two moments serve different kinds of understanding. Advance notice allows a person to know that automation may enter the process. Post-outcome disclosure allows the person to understand the decision that actually affected them. Treating the first as a substitute for the second would leave the consumer with awareness but no case-specific explanation.

A specific reason must connect the outcome to evidence

A useful explanation does not merely repeat that the organization has standards. The rulemaking document says that a statement such as “the outcome was based on our internal policies” is too broad. A statement identifying a credit score and length of employment, or a particular health-condition category where relevant, is more specific because it points to factors that can be examined.

The same principle applies when the system relies on an inference.