using EXCEL.
Collect and Comment on the variability of three recent data sets describing similar processes (could be prices of three items over the last month, demographic information related to 3 countries over last year, etc.).
Plot the probability mass function (PMF) and the cumulative distribution function (CDF) of 3 random variables following (1) binomial distribution [p,n], (2) a geometric distribution [p], and (3) Poisson
distribution [𝜆]. You have to consider two sets of parameters per distribution which can be chosen arbitrarily. The following steps can be followed:
1: Establish two sets of parameters of the distribution: For Geometric and Poisson distributions take two values of p (p1 and p2) and take two values of [𝜆], (𝜆1 and 𝜆2) respectively. For the binomial you should take two values of p and two values of n, first keep p fixed and change n, in the second keep n fixed and change p.
1.
binomial distribution:
2.
Poisson distribution:
3.
geometric distribution:
Variability refers to how spread scores are in a distribution out; that is, it refers to the amount of spread of the scores around the mean.
Analysing three data sets, we can conclude set 1 with minimal standard deviation has minimal variability, and set 2 with maximal standard deviation has maximal variability.
Comments
Leave a comment