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Some people argue that random assignment is unethical, that everyone should receive the benefits of a new program

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Some people argue that random assignment is unethical, that everyone should receive the benefits of a new program. What are the arguments against this position? In what circumstances would you feel comfortable with random assignment? Not comfortable? Why?