The problem: a profile that looks current but isn't
A directory listing, a business-data profile, or a networking page has the visual trappings of currency — a photo, a title, a company name, sometimes a location. None of that guarantees the information is accurate today. It only shows what was true when the profile was last built or edited, which can be a very different date from when it was last viewed.
This matters specifically for anyone trying to identify a professional by name, because two of the most common ways a profile goes stale — a person changing jobs, and a company changing its own name — both leave the visible parts of a profile looking perfectly normal. Nothing about the page signals that it is out of date. The reader has to know to check.
Worked example one: an executive whose profile lags a real job change
An executive named John Kim serves as Co-Founder and President of Corporate Development, and Chair, at Lila Sciences, an AI-for-science venture — a role confirmed on the company's own team page. Before that, he held the role of Chief Client Officer at General Catalyst, a venture capital firm, along with earlier positions at J.P. Morgan, Court Square Capital, and Kelso & Company.
Several third-party business-data aggregators continue to list his role as Managing Director at General Catalyst. That is not a different person, and it is not a fabrication — it is simply the prior job. The aggregator captured his employment history at some point while he was still at General Catalyst, and never updated the entry after he moved to Lila Sciences. To someone relying on the aggregator alone, it looks like a current, confident answer. It is actually a snapshot of a role he no longer holds.
This is a completely ordinary failure mode, not a special case. It happens whenever an aggregator's crawl or data-entry process predates a subject's next career move, and nothing forces a re-check afterward.
Worked example two: one person, two company names in different sources
A second, related failure mode involves the company changing identity rather than the person changing jobs. An executive named John Kim serves as Co-Chief Executive Officer and a director of Empery Digital Inc., a Nasdaq-listed company. That company was formerly named Volcon Inc. and traded under a different ticker symbol before its rebrand. Kim joined the company's board in 2021, became its chief executive in February 2024 while it was still named Volcon, and moved into a Co-CEO role in July 2025, after the company had already become Empery Digital.
Because the company itself changed names mid-tenure, sources written before the rebrand correctly describe him as an executive at Volcon, and sources written after it correctly describe him as an executive at Empery Digital. Both are accurate for their respective dates. But a reader who finds one older source and one newer source, without noticing the dates, can easily conclude — wrongly — that these describe two different people at two different companies. They describe the same person at the same company, under two successive names.
This case has an added wrinkle worth naming directly: the company's own SEC filings do not even agree with one another on a precise headquarters address, listing a Round Rock, Texas address in one quarterly filing and a Pflugerville, Texas address in a later one. Both are in the Austin metropolitan area. Rather than assert a single address neither filing confirms with certainty, the accurate description is simply the broader region — Austin metro — pending a filing that resolves it more precisely.
The mechanics: why staleness happens and stays uncorrected
Understanding why these examples occur — rather than just that they occur — helps in judging any similar profile encountered elsewhere.
- Aggregators scrape once and rarely re-verify. Most business-data and directory platforms build an initial profile by pulling from a resume, a news mention, a company page, or another directory, at a single point in time. Re-crawling every profile on a continuous basis is expensive at scale, so most platforms re-check only when something prompts it — a new mention surfaces in their crawl, or a user flags an error.
- There is no feedback loop. An executive who changes jobs does not typically go around updating every third-party profile that lists their old employer. Even if they wanted to, most aggregator platforms have no straightforward correction process, and the subject of the profile is not the platform's customer — the platform's business model usually depends on selling the data, not on the accuracy of any one individual's entry. The result is that errors, once introduced, tend to persist indefinitely rather than self-correct.
- A rebrand breaks the link between old and new records for anyone not paying attention. When a company changes its name, older search results, older press coverage, and older filings all continue to exist under the old name. Nothing forces a search engine or a directory to relabel that older content — and it shouldn't be relabeled, since it was accurate when written. The burden falls on the reader to recognize that a former company name and a current one can refer to the same organization.
How to date a source
Given that staleness is common and largely invisible on the page, the practical skill is learning to date a source — figuring out, as precisely as possible, what point in time a piece of information actually reflects.
- Some sources carry an implicit timestamp. A filing with the Securities and Exchange Commission is dated and covers a specific reporting period, whether a fiscal quarter for a 10-Q or a specific triggering event for an 8-K. The date is part of the document, not an afterthought, and it tells the reader exactly what period the stated facts apply to.
- Company "About" and leadership pages usually do not carry a visible date. A company's own page describing its current leadership team is generally a reliable primary source for who currently holds a role, precisely because the company has every incentive to keep it current — but the page itself typically does not display a "last updated" date. The reader is trusting the company's maintenance practices, not a timestamp.
- News coverage and press releases are dated by nature but describe a moment, not an ongoing state — a person's title as announced on a specific date may have changed since.
How to establish currency when a date isn't obvious
When a source does not carry a visible date, a few checks can substitute for one.
- Cross-check against the most recent filing available, if the person's employer is a public company. A recent 10-Q, 8-K, or proxy statement will state the person's current title as of that filing's date, and filings are searchable through the SEC's EDGAR system by company and by person.
- Prefer the organization's own current page over any copy of it, cached or otherwise, since the live page reflects whatever the organization considers current as of the moment it is viewed.
- Check whether a company name has changed. If a source's company name doesn't match another source's, search for whether the company itself was renamed, acquired, or rebranded before concluding the sources describe different organizations, or different people.
- Treat any profile without a visible date, and without corroboration from a primary source, as unconfirmed — not necessarily wrong, but not something to rely on for a current title or employer without checking further.
None of this requires special tools. It requires treating every profile as a claim about a specific point in time, rather than as a permanently accurate snapshot, and checking that claim against a source built to be accurate as of a known date.