Massachusetts Secretary of State William F. Galvin said Monday that his office has fined the investment banking firm Morgan Stanley & Co. $5 million for its “improper influence” over research analysts before the initial public stock offering of the social network Facebook Inc.

According to Galvin, Morgan Stanley’s actions as the lead underwriter of Facebook’s IPO violated an agreement Morgan Stanley signed with the Commonwealth in 2003.