The Football Supporters' Association, League Managers' Association, Women in Football, Women's Championship and its clubs as well as refereeing body Professional Game Match Officials Limited (PGMOL) have also committed to the boycott of Twitter, Facebook and Instagram.
Earlier in April, Liverpool said racist abuse on social media "cannot be allowed to continue" after Trent Alexander-Arnold, Naby Keita and Sadio Mane were targeted in April.
A joint statement from English football's governing bodies said the boycott is a way "to emphasise that social media companies must do more to eradicate online hate", while also "highlighting the importance of educating people".
"Boycott action from football in isolation will, of course, not eradicate the scourge of online discriminatory abuse, but it will demonstrate that the game is willing to take voluntary and proactive steps in this continued fight," the statement continued.
"We are calling on organisations and individuals across the game to join us in a temporary boycott of these social media platforms, to show solidarity and unite in the message," she said.
"Social media companies need to be held accountable if they continue to fall short of their moral and social responsibilities to address this endemic problem
Last week, Instagram - which is owned by Facebook - announced a tool to enable users to automatically filter out abusive messages from those they do not follow on the platform.