Theoretical normal distribution and actual distribution


Assignment:

NOTE: The difference between the theoretical normal distribution and the actual, or observed, distribution is the same for any "theoretical vs actual. A theoretical distribution describes expected values of a variable in an entire population in the long run over successive events or experiments. An actual, or empirical, distribution would be based on observed values, for example converting a run of observations to z-scores gives the distribution of a variable, either for a sample, or for an observable population.

Estimate what the theoretical distribution would predict for the bank balances and compare this to the observed values. I am asked to used z-scores to determine probabilities that a value will be, e.g. below $500, then count the observed values below $500 and compare the counted, or actual number of observed values to what would be predicted using the normal distribution.

a. Is it reasonable that the distribution of checking account balances approximates a normal distribution?

b. Determine the mean and the standard deviation for the sample of 60 customers.

c. Compare the actual distribution with the theoretical distribution.

d. Cite some specific examples and comment on your findings.

e. Divide the account balances into three groups, of about 20 each, with the smallest third of the balances in the first group, the middle third in the second group, and those with the largest balances in the third group.

f. Next develop a table that shows the number in each of the categories of the account balances by branch. Does it appear that account balances are related to the branch?

g. Cite some examples and comment on your findings.

Checking Account Balances (60 accounts)

1616        1756
748          1501
1831        1622
1886        740
1593        1169
2125        1554
1474        1913
1218        1006
2215        137
167          343
2557        2276
1494        2144
1995        1053
1526        1120
1838        1746
1958        634
580          1320
1675        789
1735        1784
1326        2051
1044        1885
1790        765
1645        32
1266        890
2204        2409
1338        2076
1708        2138
2375        1455
1487        1125
1989        2156

60 checking accounts broken down into four different branches
Ohio          Georgia       Kentucky            Pensylvania
343              1125               32                        167
580              1338              137                       634
748              1526              740                       765
890              1616              1053                     789
1006            1675              1120                     1169
1044            1746              1326                     1266
1218            1756              1455                     1487
1320            1885              1554                     1622
1474            1958              1735                     1645
1494            1989              1790                     2051
1501            1995              1831                     2138
1593            2076              1838                     2215
1708            2125              2144                     2557
1784            2156              2276
1886            2204
1913            2375
                    2409

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Basic Statistics: Theoretical normal distribution and actual distribution
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