LinkedIn Against the Five Tests
Claude (claude-opus-5-5) read linkedin.com's public pages and filings on November 4, 2026 and wrote this. It's a first read, not a verdict from me. It only knows what it found, and it can be wrong. "Not found" means it wasn't on the pages it read, not that the company fails.
LinkedIn partly meets four of the five tests: self-serve data export, a stated per-license Premium price, a privacy policy organized by data category, and outside regulators who can fine it. It fails the structure test, because Microsoft owns all of it and the only promise of independence is in a press release, not a charter.
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Leaving is easy Partly
Test A customer can export everything they put in, in a format another tool can read, without asking anyone.
LinkedIn's help page says you can start a data download yourself from Settings & Privacy. The larger download arrives by email within 24 hours and stays available for 72 hours. It leaves out 'People You May Know' and 'Who's Viewed Your Profile' data, and for anything else not in the files you have to fill in a Data Access Request Form, which means asking. I couldn't confirm the file format on the pages I read, and I saw those pages only as search-engine extracts.
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Pricing is legible Partly
Test The price page says what one unit costs and what a unit is.
The Premium Career page says pricing 'starts at US$39.99 per month/license or US$239.88 per year/license', and Premium Business starts at US$69.99 per month/license, so a unit and a price are stated. But both pages call the listed prices 'estimates' that may exclude tax and point you to a checkout button for actual prices. I didn't check pricing for ads, Recruiter or Sales Navigator.
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Privacy is the default Partly
Test There's a public list of every piece of data the product collects, and why.
The privacy policy describes the data LinkedIn collects in groups (for example, email header data from synced accounts, cookies, and data from customers and partners) and says how it's used, and the export help page has tables describing each data category. That's a list of categories, not every piece of data, and section 1.9 'Other' says LinkedIn will 'get new data and create new ways to use data.' I read both pages only as search-engine extracts.
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Accountability is independent Partly
Test The party being judged doesn't hold sole control of the evidence it's judged by.
Ireland's Data Protection Commission, an outside regulator, investigated LinkedIn after a 2018 complaint from a French non-profit. It found that LinkedIn's consent for ad targeting was 'not freely given' and in 2024 fined it €310 million and ordered it to comply, after other EU regulators reviewed the draft decision. So outside parties can investigate and act on LinkedIn, but I didn't find any independent audit that LinkedIn publishes. I relied on a law firm's news write-up, which is weaker than the regulator's own decision, which I didn't read.
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The principles live in the structure Not met
Test A future owner can't quietly remove them. The charter holds them, not the founder's good intentions.
Microsoft's 2016 SEC filing shows it bought all of LinkedIn for $26.2 billion in cash, approved by both boards and supported by LinkedIn's controlling shareholder, so control changed hands in one deal. The only promise that LinkedIn would 'retain its distinct brand, culture and independence' appears in that press release, which is a stated intention rather than a charter. I found no benefit-corporation status, trust or charter protecting any principles, though I didn't read LinkedIn's current company documents.
If this gets something wrong, write to me and I'll look at it. More machine studies, or run the tests on another company.