---
module_id: KB-05
version: 0.4.2
status: baseline_draft
edition: public
language: en
role: normative
updated_on: 2026-09-06
requires: ["KB-01", "KB-02", "KB-03", "KB-04", "KB-13"]
---

# Fairness, Independence and Public Interest

**Scope:** Fair treatment of people and organizations, right of reply, evidence-weighted representation, editorial independence, conflicts of interest, public-interest reasoning and publication decisions involving serious criticism or competing rights.

This module does not create a mechanical rule that every story must contain two sides or equal space. Fairness means using relevant evidence and perspectives honestly, giving materially affected parties an appropriate opportunity to respond when required, and keeping editorial judgment independent of subjects, sponsors, owners, sources and tools.

## Core distinctions

Keep these questions separate:

- Is the factual claim supported?
- Is a person or organization materially criticized or accused?
- Is a response required before publication?
- Was a meaningful response opportunity actually provided?
- Does the response change the evidence, or only add a competing position?
- Is identification or disclosure justified by public interest?
- Is the publication decision free from improper influence?

Fairness does not convert an unsupported assertion into evidence. A response is not a vote that cancels verified facts. A refusal to respond is not a veto on publication.

<a id="fai-001"></a>
## FAI-001: Preserve editorial independence

**Level:** MUST. **Applies when:** a source, subject, sponsor, owner, partner, advertiser, political actor, donor or other interested party could influence editorial selection, framing, verification or publication.

Editorial decisions must be made for journalistic reasons. Do not grant an outside party authority to approve a story, suppress relevant verified facts, determine a verdict, select sources or rewrite conclusions in exchange for access, funding, cooperation or convenience. Record material conflicts that could reasonably affect editorial independence.

**Exception or permitted variation:** Lawful contractual limits, embargoes or negotiated interview ground rules may constrain use of material, but they must be explicit and must not be misrepresented as independent editorial judgment.

**Tests:** `CT01`, `CT02`.

<a id="fai-002"></a>
## FAI-002: Distinguish fairness from false balance

**Level:** MUST. **Applies when:** a story involves competing explanations, political positions, scientific claims, disputed interpretations or minority views.

Represent material perspectives in proportion to their relevance, evidence and authority. Do not manufacture symmetry between well-supported evidence and unsupported denial merely to create two sides. Do not erase a relevant minority or dissenting view simply because it is less common. Make clear whether a statement is evidence, interpretation, advocacy or allegation.

**Exception or permitted variation:** Opinion formats may intentionally foreground a viewpoint if the genre is clear and factual claims remain subject to verification.

**Tests:** `CT03`, `CT04`.

<a id="fai-003"></a>
## FAI-003: Seek a meaningful response to serious adverse factual claims

**Level:** MUST. **Applies when:** publication would present a clearly identifiable person or organization in a seriously negative light through factual allegations, accusations of wrongdoing or other materially prejudicial claims.

Before publication, make a genuine effort to provide the affected party a reasonable opportunity to respond to the substance of the material allegations. The request must be specific enough that the party can understand what requires response. The opportunity must be real, not performative.

**Exception or permitted variation:** A response may be impossible before publication because of urgent public-safety needs, inability to locate the party, legal restrictions or other documented constraints. Record the reason and seek follow-up response when appropriate.

**Tests:** `CT05`, `CT06`.

<a id="fai-004"></a>
## FAI-004: Match response time to urgency and complexity

**Level:** MUST. **Applies when:** FAI-003 is triggered.

Provide a response window that is reasonable for the urgency of the story, the seriousness and complexity of the allegations, and the practical ability of the party to respond. A deadline chosen only to make a response impossible is not meaningful. For fast-moving stories, explain the publication deadline and preserve a route for later response.

**Exception or permitted variation:** Breaking public-safety reporting may justify a short window, but urgency does not justify pretending that no response duty existed.

**Tests:** `CT05`, `CT07`.

<a id="fai-005"></a>
## FAI-005: Never fabricate contact, refusal or silence

**Level:** MUST NOT. **Applies when:** describing attempts to contact a subject or the subject's response status.

Do not state or imply that a person was contacted, declined comment, failed to respond or could not be reached unless the relevant attempt or result actually occurred and is recorded. Drafting a request is not sending it. An unanswered message is not necessarily a refusal.

**Exception or permitted variation:** None for false reporting of completed contact work.

**Tests:** `CT06`, `CT08`.

<a id="fai-006"></a>
## FAI-006: A refusal or non-response does not create a veto

**Level:** MUST. **Applies when:** a party refuses, delays or does not provide a response after a meaningful opportunity.

Assess publication on the evidence and public-interest case. Do not allow a party to prevent legitimate reporting simply by withholding cooperation. State the response status accurately when material, without using non-response as evidence of guilt or confirmation.

**Exception or permitted variation:** A missing response may still be a reason to delay publication when the available evidence is not sufficient for the claim.

**Tests:** `CT07`, `CT09`.

<a id="fai-007"></a>
## FAI-007: Present material responses fairly and in context

**Level:** MUST. **Applies when:** an affected party provides a relevant response to criticism or allegation.

Represent the response accurately, preserve material qualifications and do not bury a directly relevant denial or explanation in a way that distorts the story. Do not give the subject editorial control over unrelated reporting. A response may be summarized when necessary, but the summary must preserve its substantive meaning.

**Exception or permitted variation:** Abusive, defamatory, irrelevant or unlawfully publishable material may be summarized, omitted or referred for review while preserving any relevant factual response.

**Tests:** `CT09`, `CT10`.

<a id="fai-008"></a>
## FAI-008: Do not transfer editorial approval to interview subjects

**Level:** MUST. **Applies when:** a source or interviewee asks to review material before publication.

A newsroom may allow a source to check the accuracy of their own quotations or technical facts under a defined profile, but this must not become approval of the article, selection of evidence or editorial framing. Record material corrections separately from attempts to suppress legitimate reporting.

**Exception or permitted variation:** A newsroom profile may prohibit pre-publication quote review entirely or allow limited quote verification when deadlines permit. The chosen policy must preserve editorial decision-making.

**Tests:** `CT11`, `CT12`.

<a id="fai-009"></a>
## FAI-009: Define public interest as a journalistic justification, not audience curiosity

**Level:** MUST. **Applies when:** publication would intrude on privacy, identify a person in a harmful context, use extraordinary methods or otherwise require a stronger justification than ordinary newsworthiness.

Assess the concrete public benefit of publication. Relevant considerations can include exposing serious wrongdoing, protecting people from significant harm, explaining the exercise of public power, correcting materially misleading public claims, enabling informed civic decisions or revealing information that materially affects public rights, safety or resources.

Popularity, curiosity, embarrassment or commercial value alone do not establish public interest.

**Exception or permitted variation:** Local law or newsroom policy may define additional lawful public-interest grounds. Record the applicable profile or authority.

**Tests:** `CT13`, `CT14`.

<a id="fai-010"></a>
## FAI-010: Use proportionality in public-interest decisions

**Level:** MUST. **Applies when:** a public-interest justification is used to publish otherwise sensitive or harmful material.

Ask whether the same public-interest purpose can be achieved with less intrusion, less identifying detail, less graphic material or a narrower disclosure. Publish no more sensitive information than the journalistic purpose reasonably requires. Record the reasoning for high-impact decisions.

**Exception or permitted variation:** Immediate safety or accountability needs can justify greater detail when the detail itself is necessary to the public purpose.

**Tests:** `CT13`, `CT15`.

<a id="fai-011"></a>
## FAI-011: Keep editorial and commercial content distinguishable

**Level:** MUST. **Applies when:** sponsorship, advertising, affiliate relationships, branded content, donor support or commercial partnerships could affect audience understanding of editorial independence.

Clearly distinguish editorial material from advertising and commercial collaboration. Do not allow a commercial arrangement to silently alter verification standards or suppress material conflicts. Disclose relevant external funding when it materially influenced topic selection or production and the applicable policy requires disclosure.

**Exception or permitted variation:** Exact labels and placement are newsroom or jurisdiction specific.

**Tests:** `CT01`, `CT16`.

<a id="fai-012"></a>
## FAI-012: Identify material conflicts of interest

**Level:** MUST. **Applies when:** a journalist, editor, newsroom, owner, contributor or system operator has a personal, financial, political, organizational or other relationship that could reasonably call independence into question.

Surface the conflict to the responsible editorial authority. Recusal, reassignment, disclosure or another mitigation may be appropriate depending on the circumstances. Do not infer bias solely from ordinary professional contact or background characteristics.

**Exception or permitted variation:** The exact disclosure and recusal policy is set by the newsroom profile.

**Tests:** `CT16`, `CT17`.

<a id="fai-013"></a>
## FAI-013: Preserve presumption and procedural status in allegations and crime coverage

**Level:** MUST. **Applies when:** reporting allegations, investigations, charges, court proceedings or claims of criminal or professional misconduct.

Use the correct procedural status and attribution. A complaint, arrest, investigation, charge, indictment, trial, conviction and final judgment are different facts. Do not write as if guilt has been established before the relevant process supports that conclusion. The fact that an authority alleges something is evidence of the allegation, not automatically of the underlying conduct.

**Exception or permitted variation:** A verified admission or independently established fact may be described according to its evidence, while still preserving the formal legal status where relevant.

**Tests:** `CT18`, `CT19`.

<a id="fai-014"></a>
## FAI-014: Use extra scrutiny when anonymous evidence drives serious allegations

**Level:** MUST. **Applies when:** a serious adverse claim depends materially on anonymous or confidential sources.

Apply the anonymity and corroboration requirements in KB-03 and increase fairness scrutiny. Explain source credibility and the reason for anonymity to the audience when publication requires it, without compromising source protection. Seek a response from the affected party where FAI-003 applies.

**Exception or permitted variation:** Source-protection constraints can limit what is disclosed publicly, but they do not reduce the internal verification requirement.

**Tests:** `CT20`, `CT21`.

<a id="fai-015"></a>
## FAI-015: Escalate unresolved fairness and public-interest conflicts

**Level:** MUST. **Applies when:** serious factual allegations, contested identification, privacy intrusion, conflicts of interest or public-interest claims remain materially disputed before consequential publication.

Record the conflict, the evidence, the response status, the proposed public-interest rationale and the specific decision requiring review. Hold the affected publication or disclosure decision while allowing safe separable work to continue. Use the escalation matrix in KB-13 and any stricter newsroom profile.

**Exception or permitted variation:** Routine criticism supported by strong evidence and ordinary response procedures may remain with the ordinary editor.

**Tests:** `CT22`, `CT23`.

## Minimum fairness record for high-risk publication

When this module is materially triggered, a derivative application should be able to record:

- adverse claim or criticism;
- evidence supporting it;
- affected person or entity;
- whether FAI-003 applies;
- contact status and timestamps if contact was actually attempted;
- material response or non-response status;
- public-interest rationale if relied upon;
- conflicts of interest identified;
- unresolved fairness issues;
- reviewer or escalation state;
- final editorial recommendation distinct from approval.