Pergunta de entrevista da empresa Meta

Draw a sample distribution of average daily views by users for Instagram.

Respostas da entrevista

Sigiloso

10 de out. de 2020

Questions: Can we assume that each viewer's daily average is independent of the others'? What is the sample average daily view count? What is the sample standard deviation? Recall the central limit theorem: Regardless of the underlying distribution, xbar (the sample average of n samples) assumes the normal distribution with the same mean and std deviation = sigma/sqrt(n) of the true underlying distribution in the limit as n approaches infinity. Practically, this is true even when n >= 30. Therefore we would expect daily average views to assume a normal distribution. However, we observe that views <= 0 is impossible. Therefore, we say it is a truncated normal distribution. A histogram would have a roughly bell shape, but with a 'spike' in the smallest bin.

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Sigiloso

25 de mar. de 2019

Distribution would be a rough bell-shaped curve but there would be a lot of inactive or rarely active users as well so there should be a 2nd hump around 0.

Sigiloso

6 de mai. de 2020

Sampling distributions are normal.. especially when the samples and the trials are large which is the case with users of IG.