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LinkedIn recently announced changes to restrict access to its developer application programming interfaces (APIs), stating, “It’s a matter of members’ trust.” The new LinkedIn rules specify that, starting in May, the only actions you can take without being a vetted partner are signing in with LinkedIn and sharing your profile, publishing posts to LinkedIn, and publishing posts to your LinkedIn company page.

The privacy-related changes, which include restrictions on information access and information sharing, underscore the challenges of protecting user privacy while attempting to mine useful data for insights. Can both be done?