Statistics · real student question

Two independent events each have a probability of 73 percent. What is the combined probability?

Question

Two independent events each occur with probability 73%73\%.

What is the combined probability? Give both standard interpretations.

Step-by-step solution

  1. Notice that the question is ambiguous, and say so. "Combined" can mean both events happen or at least one happens. These are different numbers, and the gap here is nearly 4040 percentage points — so the interpretation has to be settled before any arithmetic. One thing it never means is adding the two: 73%+73%=146%73\%+73\%=146\% is impossible, since probabilities cannot exceed 11.

  2. Interpretation 1 - both events occur. For independent events the probabilities multiply:

    P(A and B)=P(A)×P(B)=0.73×0.73=0.5329=53.29%P(A\text{ and }B)=P(A)\times P(B)=0.73\times0.73=0.5329=53.29\%

    Requiring two things at once is always harder than either alone, so the answer must be below 73%73\% ✓.

  3. Interpretation 2 - at least one occurs. Use the complement: "at least one" fails only when both fail, and each fails with probability 10.73=0.271-0.73=0.27:

    P(neither)=0.27×0.27=0.0729P(\text{neither})=0.27\times0.27=0.0729

    P(at least one)=10.0729=0.9271=92.71%P(\text{at least one})=1-0.0729=0.9271=92.71\%

    Requiring only one of two chances is easier than either alone, so this must exceed 73%73\% ✓.

  4. Check the two answers against each other. The four disjoint outcomes must sum to 11: both =0.5329=0.5329, only the first =0.73×0.27=0.1971=0.73\times0.27=0.1971, only the second =0.1971=0.1971, neither =0.0729=0.0729. Adding: 0.5329+0.1971+0.1971+0.0729=1.00000.5329+0.1971+0.1971+0.0729=1.0000 ✓. This also shows exactly one occurs with probability 0.3942=39.42%0.3942=39.42\%.

  5. Note where independence matters. Both formulas assume the events do not influence each other. If they were perfectly correlated, "both" would be 73%73\% and "at least one" would also be 73%73\%; if mutually exclusive, "both" would be 00. Independence is an assumption to state, not a default.

  6. Summarise the two answers. Both occur: 53.29%\mathbf{53.29\%}. At least one occurs: 92.71%\mathbf{92.71\%}. Every figure above was recomputed and the four outcomes verified to sum to exactly 11 ✓.

Answer

P(both)=0.732=53.29%;P(at least one)=10.272=92.71%P(\text{both})=0.73^2=53.29\%;\qquad P(\text{at least one})=1-0.27^2=92.71\%

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