Jon S. answered 09/30/21
We have the conditions for a binomial trial.
B - binary output - either has COVID or doesn't
I - independent - each person independent
N - fixed number of trials = 10
S - fixed success rate of 0.01.
P(k successes) = C(n,k) (p)^k (1-p)^(n-k)
where n is sample size (10), p = probability of success = 0.01
C(n,k) is combinations of n taken k at a time.
For our problem k = 1:
C(10,1) * (0.01)^1 (0.99)^9 = 0.09135