Think of how a search engine ranks results. The top of the page gets 90% of clicks — not because those results are 90% better, but because visibility compounds. The tenth result might be more relevant to you, but you'll never scroll there. This paper shows that butterfly conservation works the same way: beauty is the PageRank of biodiversity funding, and the species that need help most are buried on page two. The committed claim: human aesthetic preferences for large, colourful, patterned butterflies systematically predict which species receive scientific attention and conservation resources — and this beauty bias is decoupled from actual extinction risk. The researchers surveyed 21,000+ people across 100+ countries, asking them to rate photos of European butterflies on a 1-to-10 beauty scale. The results are unambiguous. Species like the yellow swallowtail consistently scored high; small brownish species like the alpine grayling scored low. That ranking then maps directly onto which species get studied, funded, and protected. The ladder here is the gap between beauty-driven resource allocation and threat-based red lists. National and European red lists — which use fixed, measurable criteria like population decline, habitat loss, and range contraction — show no beauty bias. In fact, they reveal that many of the small, brown, low-scoring species face the greatest threat from climate breakdown. The implicit baseline is 'rational conservation triage,' where resources flow to risk. This paper demonstrates that the actual allocation mechanism is aesthetic, not rational. Methodologically, this is a large-N cross-cultural perception study paired with a bibliometric and policy analysis. The architecture is straightforward: collect beauty ratings at scale, then correlate those ratings with publication counts, funding flows, and red-list status. The power is in the sample — 21,000 respondents from 100+ countries is unusually large for this kind of work, reducing the chance that the beauty consensus is culturally parochial. The study leans on the assumption that European butterfly species are a representative test case for broader charismatic-species bias. The integrity picture is solid for a social-ecological study. The beauty ratings come from a genuinely large, geographically diverse sample. The comparison to formal red lists provides an external, non-circular benchmark — the red lists were not constructed by the authors. The main integrity question is whether publication count is a reliable proxy for conservation investment; it's a reasonable but imperfect measure. Pre-registration status is not stated. The milestone this work points toward is operational: can conservation bodies build explicit aesthetic-bias corrections into funding formulae? The paper stops at diagnosis. The next concrete number would be a quantified 'beauty tax' — how many additional euros per species per year would be needed to equalize conservation effort between high- and low-beauty species. That number doesn't exist yet. The obvious successor experiment the authors did not run is an intervention study: present decision-makers with debiased information and measure whether funding allocation changes. The most likely reason it wasn't run is scope — this is already a massive data-collection effort, and intervention trials require institutional partnerships that take years to set up. They're almost certainly saving it.