She had, in the language that would later develop to describe this kind of concealment, an extremely low digital footprint — not because she was technologically sophisticated, but because in 1986 and 1988, everyone had a low digital footprint. The network that would eventually make concealment much harder had not yet been built.
By the time Maureen O’Hagan published the Seattle Times article in 2013, the landscape had changed entirely. Facial recognition technology, while not universally deployed, was advancing rapidly. Social media platforms held photographs of hundreds of millions of people. Criminal database systems had been substantially expanded and integrated. The investigative toolset available to Velling in 2011–2013 was incomparably more powerful than what would have been available in 1988.
And yet it was not powerful enough. Facial recognition produced no match because the databases it could search did not include a photograph of Kimberly McLean from her life in Pennsylvania. Social media searches found no account — she had lived as Lori Kennedy and Lori Ruff in an era when social media was emerging but had not yet saturated everyday life in the way it would by the mid-2010s. The records she had left behind as Lori Kennedy and Lori Ruff were extensive, but the records she had left behind as Kimberly McLean were limited to what her family, her high school, and local Pennsylvania institutions had held about her before 1986.
Those records were paper records. They were not searchable by a federal investigator in a different city running queries against a national database. They existed, but they were invisible from where Velling was standing.