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Forecaster
Complete research draft10 chapters plus methods appendix published
Contents Chapter 9

Judgment and repair

Who Owes the Repair

Repair duties should follow each actor's contribution and power, with corrections reaching the people and decisions the original claim affected.

By Kevin L. Michel10 minute read

The editor of a second publication writes to Tess: its post has been removed.

Tess looks for it and finds an empty page. She is glad the sentence is gone. Her first customer has already rescheduled after seeing the original account’s withdrawal. A different customer canceled an estimate after reading this publication and has heard nothing since. That customer has no reason to revisit the empty page. Nothing there says the quotation lacked a source. Nothing has reached the customer at all.

The editor has completed an action. The repair remains open.

This is the place where responsibility becomes inconvenient. It asks the publisher to look beyond the object it controls and consider what that object helped do. A page can be removed while a decision made from it stands. The old accusation may survive in a person’s reasons even after it disappears from the address where they first saw it.

Tess could contact everyone herself. She could explain, attach the record, answer doubts, and begin again with the next person. But why should all that work fall to the person whose name was used? The publisher had the power to put the claim before an audience. It should use its power to help reach that audience again.

The standard I propose has two grounds: contribution and power. A person owes repair for the harm their actions helped create. Someone with control over a remaining harm also has duties that follow from that control. These grounds overlap, but they are not identical. An organization may inherit an error it did not start and still owe a response because only it can change the decision built on that error.

Responsibility follows the act

Begin with whoever made the false attribution, if that person can be identified. A deliberate invention calls for a different account than a careless mistake. Intent matters when we judge the wrong. It does not erase the need to withdraw the claim, identify where it was sent, and help correct the copies.

The person who invented an interview should plainly acknowledge the invention. Someone who cannot support a quotation they published should say they cannot support it. The second statement must not pretend to establish the first. Repair should increase accuracy, including accuracy about the person who made the error.

An apology can help make that account human. It cannot take the place of the account. “I regret the upset” leaves the disputed fact untouched and makes the harmed person’s reaction sound like the main event. The responsible speaker should identify what they did, what was wrong with it, and what they have changed.

Now consider someone who shared the post in good faith. They did not create the claim. They did place it before another audience. Once they have good grounds to know the claim should be withdrawn or qualified, they owe that audience a correction within their reach.

This need not turn every person who passed along a link into the author of the original wrong. Responsibility can be limited and still be real. A person who sent the post to a private group can correct it there. A publisher that promoted it widely should use comparable means to carry the correction. The scale of the duty should reflect the scale of the contribution and the tools the actor can reasonably use.

It would be absurd to demand that a small account identify every stranger who saw a repost. It would also be too easy to let a large publisher plead that perfect reach is impossible and therefore do almost nothing. The relevant question is what reasonable action remains available, given what the publisher knows about the original route.

A failed attempt may still count as work done. It should be reported as an attempt.

Power over the unfinished part

An employer did not invent the quotation. It used the quotation when declining Tess’s application for regular work. Once the grounds change, the employer has a duty of its own. The publisher cannot reopen that decision. Tess cannot reopen it by correcting a page. The employer holds that power.

Reviewing the decision does not guarantee Tess the work. There may be other sound reasons for choosing someone else. The duty is to remove the unsupported ground and consider what follows. If the result stays the same, the explanation should identify the remaining grounds without quietly preserving the old allegation as a suspicion that can never be answered.

There is a special problem when the original reason has spread inside an organization. A manager may correct a file while other staff still work from what they were told. Repair should reach the people who received the wrong account and those who can change its consequences. The notice should say enough to correct the relevant belief without distributing unrelated private details.

The same principle applies to systems that display or generate copies. A service may control a snippet, summary, cached page, or recommendation that repeats the claim. My proposal is that its repair process should distinguish the source’s error from the service’s own contribution, then address what the service can change. Blaming the source alone leaves its displayed copy untouched. Pretending the service controls every outside copy promises more than it can do.

None of these actors should have to claim knowledge they lack. They should have to examine a well-supported correction request rather than send the person harmed through an endless circle of referrals. If the request belongs elsewhere, a useful response identifies the actual destination and the step already taken, if any.

Control creates duties even when it does not create guilt. A new manager who finds an old error may be innocent of its creation. Keeping the error in force after a fair review is a new choice.

Send the change where the claim went

A correction needs an address. That address may be a page, a group, an inbox, or a file used to make a decision.

The original publisher can begin with the routes it used. It can place a clear notice at the original location when doing so is safe and appropriate. It can link the correction to the earlier item. It can contact known recipients who received the claim through a direct message or distribution list. It can ask publishers of known copies to correct those copies, stating whether they have agreed or acted.

The Associated Press offers a concrete institutional precedent. Its published news-values policy calls for corrections visible to readers, notices to subscriber editors, and, when correcting a previous day’s error, requests that subscribers who carried it also carry the correction.1 That is a stated policy, not evidence that every correction reaches every reader. The broader duties proposed here extend that distribution principle beyond a news service; they are my recommendations.

These are proposed duties, not claims that every service supplies these features. Where the available tools are poor, the actor should use what it can and describe the gap. The person harmed should not receive a confident completion message for a repair that the system cannot actually perform.

The notice itself needs care. Reprinting a vivid false allegation in a fresh headline may expose it to people who never saw it. Yet a correction so vague that nobody can connect it to the old item will not help its intended readers. The aim is enough identification for the affected audience, with no needless restaging of the accusation.

An internal decisionmaker may need a more direct notice than a general audience. It can identify the earlier message or record, explain what has changed, and request review of any decision that relied on it. The sender should ask for confirmation of receipt without treating receipt as proof that the decision changed.

Figure 3 gives these proposed duties a common sequence. It is a design for accountable repair, with room for an unresolved result. Its arrows make no claim about how many people will read a correction or change their minds.

Editorial proposal with six steps: preserve the disputed claim and source trail; check full context and invite the affected person to respond; decide whether to correct, clarify or explain an unresolved finding; attach a dated correction to the original and notify dependent reports; distinguish delivery, exposure and understanding and count known overlap with the original audience; revisit gaps, record failures and preserve a route to appeal. The workflow is proposed, not an evaluated or legally prescribed standard.
Figure 3. An editorial proposal for handling a disputed attribution. Preserve the record, hear the affected person, state what the evidence supports, deliver any warranted correction through the original routes, and revisit gaps. In the separate invented example used for the figures, delivering corrections to four report nodes leaves six without delivered corrections and eight original recipients without correction exposure. The proposal is not a tested intervention or a statement of legal duties.

The value of such a sequence is that someone owns each handoff. A publisher can say which copies it contacted. A manager can say when a decision will be reviewed. Tess can see where the work stopped without being required to chase every actor to discover whether anyone started.

Deletion has more than one purpose

Sometimes a correction beside the original is the right public record. Sometimes leaving the original visible would keep exposing private material or intensify a serious danger. Repair cannot be reduced to a rule that every harmful item must remain online forever with a note beneath it.

The public display and the accountability record can differ. A publisher might remove the damaging material while retaining a limited record of what it published, when it changed it, and why. A public notice may explain the withdrawal without reproducing the private content. Access to the fuller record should follow a legitimate need, with care for anyone else it contains.

This approach has a limit. Privacy should not become a reason to erase the fact that the publisher made an error. The person harmed may need to show that a false claim circulated and was withdrawn. A disappearing page can leave them with no easy way to explain either event.

The publisher should work toward a record that supports accountability with the least renewed exposure. What belongs in that record will depend on the material and any applicable duties. These are ethical proposals, not a statement of legal rights or rules about retaining evidence.

There is also a limit in the other direction. The person who was harmed does not gain an unlimited right to publish the private identities of everyone involved. A correction can identify the responsible publication and the relevant act without exposing bystanders, family members, or a complainant whose identity is unnecessary to the account.

Repair should reduce the original wrong. It should not use that wrong as permission to create a new one.

Who carries the work

Tess has spent hours making the record readable. She knows which customer canceled, where the earliest copy appeared, and how the quotation changed. Those hours are part of the burden, even when nobody can place a precise price on every consequence.

An institution that caused an error should not make the injured person become its unpaid project manager. It should assign someone to coordinate the work it owes, explain the plan, and return with results. Tess may need to supply information only she has. She should not have to keep proving the same point to each department because the institution failed to pass it along.

The amount and kind of redress should fit what can be shown and what can be repaired. Reopening a lost opportunity may matter more than a grand public apology. Reimbursing a documented expense may be appropriate where the actor caused that expense. Some losses cannot be undone or measured cleanly. That difficulty should not cancel practical remedies for the losses that can be addressed.

Money also cannot purchase a false account of completion. If a payment settles a particular cost, the parties should be clear about what it covers. A claim has not been corrected merely because someone has been paid. Nor should a person be required to perform gratitude as proof that a remedy worked.

These are proposals about responsibility, rather than a formula for compensation. The important point is that the cost should not automatically land wherever the person has the least power to refuse it.

Say what actually happened

The editor’s next message is more careful. It separates the actions taken from the ones still open. The post was removed. A correction was sent to the neighborhood group. The known republisher was contacted but has not replied. The employer acknowledged the correction and has not yet completed its review.

Each sentence gives Tess something she can use. None asks her to mistake a request for a result.

This standard should govern the final account too. “Sent,” “received,” “changed,” and “verified” are different states. Verification itself has a scope. Checking that a page displays a correction does not establish that every reader saw it. Confirming that a manager reopened a decision does not establish that the decision was fair. Honest language keeps those gaps available for further work.

A repair process also needs a point at which a particular actor has done what it reasonably can. Without that limit, responsibility becomes an impossible promise to control the whole internet. The actor should identify what remains, what was attempted, and who controls the unfinished part. If new evidence reveals another material consequence within its reach, the duty can reopen.

Tess may still be angry. She may decline to forgive. The test of the publisher’s work is not whether she supplies a pleasing final response. It is whether the publisher corrected what it could, helped reach the people it had misled, and gave a truthful account of the limits.

Now the empty page has a notice. The customer has a message. The employer has a question it must answer. Tess is still involved, but she is no longer the only person doing the repair.

Source notes

Footnotes

  1. Associated Press, Statement of News Values and Principles, “Corrections,” PDF pp. 9–10; undated; retrieved October 5, 2026. Official policy. ↩