Algorithmic data collection has fundamentally compromised online genealogy research. Commercial scrapers pull text from regional mortuary portals, cemetery rolls, and county court dockets, bundling them under single name profiles without validating social security registry entries or municipal jurisdiction markers.
When researchers run an archival records check on Gary Lee Foster, these automated systems frequently link unrelated proceedings. A search may juxtapose a probate docket from the American West against criminal dockets from North Dakota, such as the Stanley foster parent pleas reported by the Minot Daily News in early 2026, simply because the keywords share identical syllables.
For genealogists and family members, these algorithmic mistakes cause real distress. Disproving an inaccurate automated profile requires pulling birth certificates, Social Security Death Index (SSDI) entries, and county clerk deeds. A surface-level search engine match should never be treated as verified biographical documentation.
