THE READING QUESTION
Cross-language assessment research must examine how people understand the questions and how the resulting scores function in each setting.
The multilingual comparison
Thielmann and colleagues examined the HEXACO-100 across sixteen languages. This work concerns a specific instrument and its cross-language measurement properties. It illustrates the need to investigate comparability directly; it does not establish that an original six-domain questionnaire is comparable merely because its translations use similar labels.
A fairness statement in two settings
Consider a fictional statement about taking credit for a shared achievement. In one setting, individuals are expected to describe their personal contribution explicitly. In another, public self-attribution may be discouraged even when accurate. A translated question could therefore invite different judgments about what counts as excessive credit. The same response category might represent different situations rather than a common amount of one trait.
A useful interview asks participants to describe the event they imagined and the behavior they considered acceptable. It should explore who was present, what the person was asked to report, and how contribution was ordinarily recognized. The aim is not to assign a cultural stereotype. People within the same language community can differ substantially in role, organization, and experience. Those differences deserve investigation alongside language itself.
Implications for the original profile
Machiavelli Social Dispositions should not use one group as the default interpretation for every reader. A report about fair dealing or patience needs to avoid equating a communication convention with moral character. A lower or higher index can be discussed through concrete examples without declaring that the score has the same meaning across every population. The platform's ability to display translated text is separate from evidence about that meaning.
A research sequence that can discover problems
A proposed programme could combine participant interviews, independent language review, and studies of response patterns across intended groups. Researchers should examine individual statements as well as broad domain summaries, because a similar overall structure can conceal problematic wording. They should also test the report examples and suggested actions, not only the questionnaire. If one item consistently evokes a different situation, revision or a narrower use claim may be necessary. The desired result is not identical average scores across groups. It is a defensible account of what each score describes and whether comparisons are appropriate for the specific versions and settings examined.
The same scrutiny should extend to examples about support, privacy, and disagreement, where social expectations can alter the implied task.
FOLLOW THE ORIGINAL SOURCES
Thielmann and colleagues (2020) ↗