Diverse identities broaden the empirical sample
The sample includes 290 participants reporting minority gender and/or sexual identities, extending a literature dominated by majority-identity samples.
↳ Method, Participants; Table 1
Abstract
The literature studying individuals' selection of long-term romantic partners predominantly focuses on samples of majority gender and sexual identity (cisgender, heterosexual), leaving a gap in our knowledge regarding minority populations. In this study, 554 Australian adults seeking romantic partners (Mage = 32.06 years, 52.35% of whom reported minority gender and/or sexual identities) responded to an online survey regarding their partner selection experiences and beliefs, ideal and self-ratings on romantic partner traits, and self-perceived mate value. Factor analysis replicated established trait preference dimensions in this large, heterogeneous Australian sample, with dimensions remaining stable in majority and minority subsamples. Exploratory comparative and regression analyses generated preliminary insights into differences, similarities, interactions, and intersectional factors across identity groups. The commonly observed sex differences of men preferring aesthetic traits more than women, and women preferring empowered traits more than men were supported in comparative analyses. However, sex was not associated with preference for empowered traits in regression with identity, trait preferences, and self-perceived mate value. Self-perceived mate value findings replicated, challenged, and extended previous research, with asexual identity linked to lower self-perceptions. A preference for warm traits appeared to be a central factor through association with most other preferences and identities. As potential explanations, we discuss complex influences of evolutionary psychology, sociocultural factors, norms, and potential differences in partner selection processes. These findings contribute to our knowledge of partner selection experiences across majority and minority gender and sexual identity populations.
Key Claims
Primary findingTentative
Factor analysis replicated established trait preference dimensions in this large, heterogeneous Australian sample, with dimensions remaining stable in majority and minority subsamples.
Fragile — the claim's weakest requirement is that the effect exists at all. Experimental. Every point below is traceable to a quoted passage, but this forecast has not yet been validated against known replication outcomes.
exploratory factor modelling with modest fit and low-reliability dimensions does not establish robust replication across identity groups
Abstract; Results, prospective partner trait factor analyses
SecondarySupported
The commonly observed sex differences of men preferring aesthetic traits more than women, and women preferring empowered traits more than men were supported in comparative analyses.
within-sample observational comparisons support direction, with Table 4 corroboration despite inconsistent aesthetic means and limited population generalisability
Abstract; Tables 4–5
SecondaryTentative
However, sex was not associated with preference for empowered traits in regression with identity, trait preferences, and self-perceived mate value.
the cross-sectional model's correlated predictors and inconclusive suppression analyses limit interpretation of the model-specific null association
Abstract; Tables 6–7
SecondaryTentative
Across our subsample regression analyses, identifying as asexual consistently predicted lower self-perceived mate value.
exploratory cross-sectional regressions rely on only 38 asexual participants amid extensive unadjusted testing
Discussion, self-perceived mate value paragraph; Table 8
SecondaryTentative
our study provides preliminary evidence that gender and sexual identities have differential, concurrent, and interactive impacts on partner selection experiences, beliefs, preferences, and self-perceptions.
causal framing is not identified by the cross-sectional self-report design
Discussion, Conclusion, first paragraph
Derived from the full evaluation — not a separate score.
Strengths · Limitations
Strengths
Measurement procedures receive explicit numerical reporting
The paper reports factor loadings, reliability, model fit, and majority–minority invariance analyses, allowing readers to inspect the measurement basis of subsequent comparisons.
↳ Results, prospective partner trait factor analyses; Table 2
Competing accounts inform interpretation of findings
The discussion considers alternative explanations and engages unexpected warmth and mate-value findings rather than presenting a uniform identity-difference narrative.
↳ Introduction; Discussion, warmth and self-perceived mate value paragraphs
Limitations
Replication language exceeds the measurement evidence
The seven-factor solution was forced, CFI was .867 and TLI .838, and easy-going reliability was .36 for ideal ratings and .26 for self-ratings. These results make replication and stability claims preliminary.
↳ Abstract; Results, prospective partner trait factor analyses; Table 2
Exploratory comparisons face selection and multiplicity
Different recruitment channels and removal of 295 incomplete responses leave selection mechanisms insufficiently examined. Numerous unadjusted tests and small identity strata increase uncertainty around subgroup patterns.
↳ Method, Participants; Results, factorial analyses; Tables 5–8
Causal synthesis outruns the observational design
The Conclusion describes identity impacts, while Table 7 explores mediation using measurements collected at the same time. Preliminary wording does not establish temporal ordering or causal effects.
↳ Table 7; Discussion, Conclusion
Nabu Commentary
The inclusive sample provides a bounded extension of partner-selection research rather than a validated account of identity effects. The factor and invariance analyses are informative, but modest fit and low-reliability dimensions weigh against the Abstract's replication language. Recruitment selection, extensive unadjusted testing, and small identity strata keep subgroup findings hypothesis-generating. The discussion engages competing explanations, while the causal synthesis and unresolved descriptive table errors require caution.
Check another paper
Author Note / Field Feedback
Nabu’s assessment, alongside the field’s view.
Are you an author of this paper?
Dimension breakdown
Study Quality
Sound3.2
Confidence mediumContribution
3.4
The heterogeneous Australian sample and majority–minority dimensionality analyses add information to predominantly majority-identity research. The advance remains exploratory because the retained measurement structure does not establish robust replication.
Table 1; Results, prospective partner trait factor analyses; Table 2
Methodological Rigour
2.8
Power planning, missing-item procedures, and numerical reporting support descriptive analysis, but selection, low-reliability dimensions, unadjusted testing, and small strata introduce meaningful uncertainty. Causal synthesis and same-wave mediation exceed the design's identifying capacity.
Method, Participants; Results, opening paragraph; Tables 2, 5–8; Conclusion
Reporting
3.3
The argument is readily followed and exploratory qualifications are frequent. The central replication and identity-impact wording nevertheless implies stronger validation and causal identification than the reported analyses provide.
Abstract; Results, factor analyses; Discussion, Conclusion
Positioning
3.8
The Introduction and Discussion engage competing theoretical accounts and findings that complicate the focal comparisons. Comparison with the closest inclusive studies is less developed, and recruitment selection is not carried into the limitations discussion.
Introduction; Discussion, sex differences, mate value, and limitations paragraphs
Reliability
Caveats4 of 4 checks
Results checkClean
The reported numbers and statistics are consistent with the stated results.
Reporting and transparencyNoted
Consent and online human-participant recruitment are described, but the supplied text contains no ethics committee approval or exemption declaration. This is a reporting gap rather than a determination of unapproved research.
Ethics approval: not stated
Reference IntegrityNoted
93 references in manuscript 89 of 89 checkable references found in an index 4 have no canonical index record — counted, but not index-checkable the reference list may be incompletely parsed; counts are indicative 2 references confirmed by manual review
References not verified automatically are resolved manually within 24 hours.
Post-Publication RecordClean
No retraction or expression of concern found in Crossref (includes Retraction Watch).
Last checked: 27 Oct 2026
Sources: Crossref (incl. Retraction Watch) ✓
Readiness
Where this paper’s evidence sits on the path from initial observation to real-world use.
Mechanistic
The evidence is at the exploratory observational stage, without a tested intervention, implementation mechanism, or action-ready workflow.
Method, Procedure and Data Analysis; Discussion, Conclusion
AI-generated, human-governed. Something look off? Contact us to request a review.