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The working title of this film was Merry-Go-Round. According to a Hollywood Reporter news item, that title was changed to The More the Merrier based on the results of a nationwide survey. According to a Hollywood Reporter news item, Cleo Manning was to make her screen debut in The More the Merrier, but she does not appear in the picture. This was director George Stevens' last picture for Columbia before he joined the Army as chief of the combat photographic unit. According to a Hollywood Reporter news item, the picture won the greatest number of hold-overs for a Columbia picture in the first week of release. Actress Jean Arthur and writer Frank Ross were married at the time that the film was made. Charles Coburn won an Academy Award for Best Supporting Actor for his performance in the picture. Also nominated were Arthur for Best Actress; Frank Ross and Robert Russell for Best Original Story; Ross, Russell, Richard Flournoy and Lewis R. Foster for Best Screenplay; and Stevens for Best Director. The film was also nominated for Best Picture. Arthur and Coburn had previously starred together in the 1941 RKO production The Devil and Miss Jones. According to modern sources, Garson Kanin also worked on the film's story. In 1966, Russell and Ross's story was remade by Columbia as Walk Don't Run, starring Cary Grant, Samantha Eggar and Jim Hutton and directed by Charles Walters (see AFI Catalog of Feature Films, 1961-70; F6.5408).