Morelock is the surname of:

• Eunice Hutto Morelock (1904–1947), a pioneer professor at Bob Jones College and possibly the first female chief academic officer of a coeducational college in the United States
• Harry Morelock (1869–1949), American Major League Baseball player
• Sterling L. Morelock (1890–1964), United States Army private and recipient of the Medal of Honor

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