In German, name Roberta means – Feminine form of Robert: Famed, bright; shining. An all-time favorite boys name since the Middle Ages. Famous Bearers: Scottish national hero Robert the Bruce and novelist Robert Ludlum.. Other origins for name Roberta include – German, English, English. Name Roberta is most often used as a girl name or female name.