Contestability, Appeal, Recourse, and Redress

Notice, evidence, review, interim protection, repair. A route that stops at any of the first four leaves the person informed and unhelped.

Two records mark the ends of that route in this lesson. An applicant was denied housing on a tenant-screening score. The property manager's answer was that it could not override the outcome. That is Louis v. SafeRent Solutions, filed 25 May 2022. In Michigan, the Talent Investment Agency went looking behind its own automated decisions. It reviewed 62,784 fraud-penalty cases nobody had appealed, and reversed 85 percent of the findings a computer program had made.

The first is a route that exists on paper and cannot be walked. The second is what piles up behind such a route, uncounted, until somebody counts it.

Explanation lets a person understand. Recourse tells them what to do. Redress repairs what already happened. Only the third changes an outcome already suffered.

Redress needs authority behind it, and authority is something a court has either supplied or has not. Michigan's unemployment system disqualified claimants, garnished wages and seized tax refunds without notice or an opportunity to be heard. The system was the Michigan Integrated Data Automated System. A class action followed. The Michigan Supreme Court decided it on 26 July 2022, in Bauserman v Unemployment Insurance Agency, and held for the first time that money damages are available for a Michigan constitutional tort: “Although we have never specifically held that monetary damages are available to remedy constitutional torts, we now hold that they are.”

Read the three cards against that sentence. An explanation of MiDAS would have told claimants why their wages were taken. Recourse would have told them what to file next. What they needed was the third column. It took until 2022 for a court to say the third column existed at all.

The tenant-screening scenario is not a scenario. It is a docket.

Louis v. SafeRent Solutions was filed on 25 May 2022 and reached the motions to dismiss on 26 July 2023. Judge Angel Kelley denied Metropolitan Management Group's motion in full. SafeRent's motion she granted in part and denied in part, dismissing only the Chapter 93A claims, Counts VII and VIII. The court held that “SafeRent is subject to the FHA”, because its score “determined who was qualified to occupy a housing unit”. Getting there, it credited the amended complaint's allegation that SafeRent “effectively controls the decision to approve or reject a rental application”.

The evidence asymmetry is not an inference drawn here. It is a finding in the opinion: “SafeRent does not disclose the weight assigned to any of the factors considered in the SafeRent Score, nor does it provide the specific sources of its data.”

Contestability is the practical ability to question an AI-influenced decision. An appeal asks for the decision to be taken again. Recourse identifies feasible steps or alternative routes. Redress repairs harm, through correction, restoration, compensation, or some other remedy. A meaningful process gives timely notice, understandable grounds, access to the relevant evidence, and a low-burden way to submit a challenge. It then gives independent review, a pause where delay causes harm, a reasoned response, correction of the source data, and propagation of the lesson to similar cases.

Understandable grounds was once written down in plain terms, and the terms were a regulator's. The adverse action notice requirements of ECOA and Regulation B “apply equally to all credit decisions, regardless of the technology used to make them”. That is Consumer Financial Protection Circular 2022-03, released by the Consumer Financial Protection Bureau on 26 May 2022 and published in the Federal Register on 14 June 2022. It then closed the opacity defence: “A creditor cannot justify noncompliance with ECOA and Regulation B’s requirements based on the mere fact that the technology it employs to evaluate applications is too complicated or opaque to understand. A creditor’s lack of understanding of its own methods is therefore not a cognizable defense against liability for violating ECOA and Regulation B’s requirements.”

Now read the second half of the record. On 12 May 2025 the CFPB withdrew the circular. It went out as item 14 of a 39-entry list of other guidance. That list was one part of 67 documents withdrawn at once: 8 policy statements, 7 interpretive rules, 13 advisory opinions, 39 other guidance documents. A stated duty and a staffed, standing duty are different objects. The difference is visible in the Federal Register, three years apart.

The five steps run from the notice a person receives to the systemic cause their appeal exposes. In some jurisdictions they are not abstractions at all. For tenant-screening companies operating as consumer reporting agencies, 15 U.S.C. § 1681i writes them as deadlines.

The reinvestigation is free, and it is clocked: “Subject to subsection (f) and except as provided in subsection (g), if the completeness or accuracy of any item of information contained in a consumer's file at a consumer reporting agency is disputed by the consumer and the consumer notifies the agency directly, or indirectly through a reseller, of such dispute, the agency shall, free of charge, conduct a reasonable reinvestigation to determine whether the disputed information is inaccurate and record the current status of the disputed information, or delete the item from the file in accordance with paragraph (5), before the end of the 30-day period beginning on the date on which the agency receives the notice of the dispute from the consumer or reseller.”

Thirty days, then. Not more than 15 additional days, if the consumer supplies relevant information inside that window. Written notice of the results not later than 5 business days after the reinvestigation is completed.

Step 5 has a statutory form too. Any consumer reporting agency compiling files on a nationwide basis must run an automated system. Through it, the furnishers who feed the agency report a reinvestigation that found information incomplete or inaccurate to the other nationwide agencies. That is propagation as a costed obligation rather than a good intention.

Step 3 is where the design usually breaks, and here a defendant says so in writing. The opinion records the manager's own answer to the rejected applicant: “Metropolitan explained to Louis that “the third-party service” it utilized “to screen all prospective tenants has denied [her] tenancy,” and it “cannot override the outcome of the Tenant Screening.””

A reviewer without authority to reverse is not a review step. It is a place the file stops.

Complete the appeal yourself, without insider knowledge, and time it. Then ask the harder question. How many people never reached the form at all?

Michigan's own agency answered that one with numbers. On 11 August 2017 the Talent Investment Agency announced the completion of a review covering October 2013 to August 2015: “TIA-UI has reviewed 62,784 cases for which people were assessed a fraud penalty and did not seek an appeal. Of those cases, 40,195 were originally resolved by way of computer program based on available information. As part of the review, 85 percent of these original fraud findings were reversed.” Among the 22,589 cases a human investigator had touched, 44 percent were reversed. Only 4,955 cases had ever gone through the appeals process. The agency was refunding more than $20.8 million.

A remedy route is judged by what an affected person can actually reach, not by the policy that describes it. CK reached a final, enforceable order on 23 October 2019 and had no additional information more than five years later. Louis reached a landlord that could not override the vendor. The 62,784 Michigan claimants who never appealed reached nothing at all. Then an agency review reversed 85 percent of the computer-resolved findings among them and refunded more than $20.8 million.

Name the burden, timeliness, or case-propagation finding that would force the reviewer to redesign, restrict, remedy, or retire the system. If the only evidence you have is that a form exists, you have measured existence and nothing else.