You're glossing over the nuance of the Cambridge Analytica scandal or at least I don't see how it's connected here.
Facebook was a party, but not the protagonist.
- a Cambridge researcher (Aleks Kogan) created a personality quiz FB app advertised as academic research
- users had to consent to download the app
- the app nefariously scraped users' friends' data (300k users unlocked 87 million users' data)
- the information was sold to Cambridge Analytica
- who then used the information to profile American voters
LinkedIn already has all of this information from the information you feed it. Scanning for more information provides more refined views, but LinkedIn already has your graph.