Robert Olson or Olsen may refer to:

• Robert A. Olson (1917–1987), American soil scientist and educator
• Robert E. Olson (1919–2011), American nutrition scientist and physician
• Robert W. Olson (1920–2013), Seventh-day Adventist theologian
• Robert S. Olson (born 1969), Republican member of the Kansas Senate
• Lute Olson (Robert Luther Olson, born 1934), American basketball coach

• Bob Olson (born 1948), American gridiron football player
• Robert Olsson (1883–1954), Swedish hammer thrower

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