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According to a study conducted by the Toronto-based social media analytics firm Sysomos, 71% of all tweets get no reaction. That is, these are tweets that are not replied to or retweeted (Sysomos website, January 5, 2015). Suppose we randomly select 100 tweets. What is the expected number of these tweets with no reaction (to the nearest whole number)

User Doody P
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1 Answer

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Answer:

Let X the random variable of interest "number of tweets with no reaction", on this case we now that:


X \sim Binom(n=100, p=0.71)

And the expected value is given by:


E(X) = np =100*0.71 = 71

So we expect about 71 tweets with no reaction for this case.

Explanation:

Previous concepts

A Bernoulli trial is "a random experiment with exactly two possible outcomes, "success" and "failure", in which the probability of success is the same every time the experiment is conducted". And this experiment is a particular case of the binomial experiment.

The binomial distribution is a "DISCRETE probability distribution that summarizes the probability that a value will take one of two independent values under a given set of parameters. The assumptions for the binomial distribution are that there is only one outcome for each trial, each trial has the same probability of success, and each trial is mutually exclusive, or independent of each other".

The probability mass function for the Binomial distribution is given as:


P(X)=(nCx)(p)^x (1-p)^(n-x)

Where (nCx) means combinatory and it's given by this formula:


nCx=(n!)/((n-x)! x!)

Solution to the problem

Let X the random variable of interest "number of tweets with no reaction", on this case we now that:


X \sim Binom(n=100, p=0.71)

And the expected value is given by:


E(X) = np =100*0.71 = 71

So we expect about 71 tweets with no reaction for this case.

User Alexei Khlebnikov
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