// nlp

Source: The Wildlife Society

Researchers are mining unstructured text in iNaturalist and eBird comments—where birders and naturalists document animal behavior, habitat conditions, and species interactions—to build datasets that formal scientific records miss. This turns crowdsourced platforms from observation repositories into secondary data sources, multiplying the research value of volunteer effort while raising questions about consent and how much ecological intelligence should be extracted from casual documentation. The approach works because citizen scientists annotate photos with contextual details that structured databases don't capture, but it also incentivizes platforms to preserve messy human commentary rather than sanitize it into clean metadata.