Academic research can look like a perfect innovation pipeline for VCs, but publish-or-perish incentives often favor polished narratives over reliable signals. This essay explains p-hacking and lists concrete red flags — missing limitations, vague jargon, borrowed novelty — investors should watch for before betting on a research-backed claim.