When your website is shared on social networks from different people using there accounts then they are considered to be a signal for search engines that your site is liked by people. How strong a signal is depends on the person reputation on the social network who is sharing it. Spammy profiles signals are not considered.
You can not see that member profile/photo who post your link i.e disadvantage of social signal. It is due to security.