McKinsey’s Saudi Arabia Report: The Risk of Naming Names

The transformation from public posts to a named list

Information can be public in one form and create a different exposure when it is aggregated. A person may publish individual posts to a general audience. A report can collect those posts, rank the person’s influence, connect the identity to a sensitive topic and make the result easier for another audience to act on. The analytical act changes the usefulness of the information.

That is the research-ethics question in this case. It does not establish that the disputed report caused later events. The litigation and the available reporting leave important factual limits. A responsible article should preserve those limits while examining whether a team ought to assess the risks created by identifying individuals.

Context is essential. A list of prominent contributors to a public discussion may be routine in one setting and sensitive in another. The relevant review considers the topic, the people involved, the possible recipients and the consequences of misuse. A standard social-media template cannot make that judgment automatically.

What the court outcome does and does not answer

Abdulaziz’s complaint alleged that the report reached people who could use it against him and his family. A complaint is the plaintiff’s account of the claim. It is not a factual finding. McKinsey denied wrongdoing and disputed the case. The courts dismissed the claim, with the dismissal affirmed in 2022.

The duty-of-care question should not be replaced with a different conclusion. A dismissal on that basis does not establish that the report caused harm. Nor should the article claim that the court proved every allegation false. The precise outcome matters because legal readers and general readers may otherwise infer opposite things from the same word, dismissed.

The spyware investigation is another separate evidentiary strand. Citizen Lab investigated a device and attributed the operator with stated confidence. That technical evidence does not establish the route by which any consulting document circulated. A timeline can show events together while explicitly declining to draw an unsupported causal arrow between them.

A purpose test for naming an individual

Before including a name in a research deliverable, ask what decision requires that identity. If the client needs to understand broad sentiment, aggregated categories may answer the question. If the identity is necessary for a legitimate purpose, the team should document why and consider the minimum information required.

The next question concerns distribution. Who is authorised to receive the report? Could it be forwarded outside that group? Does the material contain information that becomes more sensitive when combined with other data? A statement that the inputs were public does not answer those questions.

Finally, consider the consequence of being wrong. Misidentifying an individual or overstating influence can expose someone without even producing a reliable analysis. The research process should include verification, uncertainty and a route for correcting errors. Those are quality controls as well as ethical safeguards.

An illustrative research redesign

Imagine a fictional team studying public reactions to a benefits-policy change. Its first draft lists the ten most influential critical accounts, with names, locations and a score. The sponsor says the decision is how to improve public communication. The team should test whether that decision actually needs an identifiable list.

A revised deliverable might show themes, frequently misunderstood provisions, the reach of different arguments and examples selected without unnecessary personal details. Where direct engagement with a public organisation is justified, the team could identify that organisation with an explanation of the purpose. It should not add personal location data simply because the data are available.

This exercise is illustrative, not a reconstruction of the McKinsey document or a claim that a particular alternative would have prevented harm. It shows how an analyst can preserve useful findings while reducing unnecessary exposure. The Allstate case similarly asks whether the way a problem is framed changes who carries the consequences.

Distribution control is part of research design

A sensitive report should have an accountable owner, a stated audience and an explicit purpose. Access controls can limit circulation, but the team also needs practical rules about export, forwarding and reuse. A document written for one legitimate decision can become problematic if repurposed for another.

Those controls should be designed early. Removing names at the last moment may be difficult if the entire analytical structure relies on ranking individuals. A research brief that begins with the decision and the minimum data required makes a safer and often clearer product. It also makes the final executive summary easier to evaluate.

The Gupta confidentiality case concerns a different information boundary, but the operational lesson overlaps: access and purpose should be explicit. The right to read an input does not create an unlimited right to disclose every derived output.

Keep the surrounding narrative proportionate

The documentary places the report in the wider context of Saudi economic change, public criticism and the treatment of dissidents. Context helps explain why the analysis became controversial. It should not be used to imply that every event in the wider story has the same evidentiary connection to the report.

In particular, no causal link to Khashoggi’s killing is asserted here. Mentioning a shared historical context is different from establishing that link. The visual design should make the difference clear: a sequence of events can use separate lanes, and a disputed relationship should not be drawn as an established money-flow arrow.

An investigative presentation should identify whether a statement is a document fact, a reported allegation, a company response, a court outcome or editorial analysis. That labelling is more useful than a broad disclaimer detached from the page where a reader forms an impression.

The practical standard for an analytical team

The strongest team can explain both why the research is useful and why the chosen form is appropriate. It can justify the inclusion of identifying information, describe its uncertainty, control distribution and show how it considered foreseeable misuse. These questions belong alongside methodological accuracy.

The public procurement case in France asks who owns a recommendation once a public institution uses it. This case asks who may be exposed before a recommendation is even implemented. A well-designed report considers both the decision-maker and the people described in the analysis.