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Why Do Rock Paper Scissors Win More Than Playing

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Problem
Can a science based strategy for the game rock, paper, scissors win more than playing randomly? It is important to understand because the game is used to settle arguments and choices between two things. I wanted to confirm through experimentation that people do not play the game randomly, they use patterns and tendencies that an opponent can take advantage of.
Hypothesis
A science based approach when playing rock paper scissors will win more games than playing randomly.
Experiment
For my experiment, I am going to play 100 games of wins or losses of rock, paper, scissors using science based strategies against humans and 100 games of wins and losses against random computer selections. I did not record the ties, only wins and losses. The

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