Online dating safety policy is the layered set of rules — corporate, regulatory, criminal — that governs how dating platforms screen users, handle reports of harm, share information across platforms, and bear responsibility for foreseeable patterns of abuse. Roughly half of U.S. adults under 30 have used a dating app, the share rises in most wealthy economies, and a non-trivial fraction of intimate partnerships now begin through these platforms. The collective question is what duty the platforms owe when their core product is the introduction of strangers for purposes that include sex, romance, money, and physical meeting.

The harm catalog is empirically documented and stable. ProPublica's 2019 investigation, Match Group's Tinder, Hinge, OkCupid Found to Match Sex Offenders With Unwitting Users, established that the largest dating company in the world ran sex-offender screening on Match.com (a paid service) but not on Tinder, Hinge, OkCupid, or Plenty of Fish (its free and freemium services), exposing tens of millions of users to known offenders. The pattern of harms includes sexual assault on first meetings (Pew Research: roughly one in ten women aged 18-49 who have used a dating site report being threatened with physical harm; sexual assault statistics from Columbia Journalism Investigations and the Bumble internal data leak suggest hundreds of reported assaults per year per major platform), romance and pig-butchering scams (FBI IC3 reports billions of dollars in annual losses), stalking (perpetrators using profiles to locate victims), revenge-porn and image-sharing harm, deepfake-driven catfishing, harassment after rejection, and intimate-partner violence escalation when an abuser tracks a victim's return to dating.

The romantic-collective intersection is acute. Dating apps occupy the structural position that bars, churches, workplaces, and matchmakers once occupied: the introduction layer for intimate partnership formation. Those older institutions had reputational accountability and informal screening — the bartender knew which regulars to keep away from new arrivals, the parish noticed who skipped town after the third girlfriend left. The app layer replaces that with algorithmic match-making and a terms-of-service. Whatever screening or norm-enforcement happens, the platform does. When it doesn't happen, no one does.

Policy at the collective scale is moving on four tracks. First, cross-platform offender registries: Match Group, Bumble, Grindr, and others have built shared databases (Garbo, ID-verification partners, and internal block-lists) to keep banned users from re-registering across services. The 2024 launch of the cross-industry Tech Coalition for online-dating safety formalizes some of this. Second, ID verification and selfie-matching: most major platforms now offer optional or mandatory photo-verification to reduce impersonation and increase accountability. Third, in-app safety features: Bumble's photo-flagging for unwanted nudes (using on-device detection so the image never reaches the platform), location-sharing with trusted contacts before meetings, panic buttons, and similar designs. Fourth, regulatory pressure: the UK Online Safety Act 2023 imposes duty-of-care obligations on dating platforms; the EU Digital Services Act creates risk-assessment obligations for very large platforms; several U.S. states (notably NJ's Internet Dating Safety Act, 2008) require minimum disclosures; the Federal Trade Commission has pursued Match Group for fraudulent-profile practices.

The doctrinal frontier is platform liability for foreseeable abuse. Herrick v. Grindr (2019) held Section 230 immunity barred a suit against the platform for its role in enabling an ex-boyfriend to send 1,100 men to the plaintiff's home through impersonating profiles. Doe v. Match Group litigation and FOSTA-SESTA carveouts continue to test the edges. The collective question is whether platforms whose business model depends on connecting strangers for intimate purposes should bear product-liability-style responsibility for foreseeable harms, the same way an apartment building owes a duty to provide locks on doors. Carrie Goldberg and Mary Anne Franks argue yes; the industry argues §230 and the risk of over-moderation suggest no. The current equilibrium — voluntary safety features, regulatory disclosure, FTC consumer-protection cases, and slow common-law erosion — is unstable and probably temporary. The next decade will decide whether dating platforms are utilities, products, or speech intermediaries, and the answer will determine what safety looks like.