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13. Novine knows that over the last 10 years average computer prices have fallen. She believes that average computer prices can be predicted by time,

13. Novine knows that over the last 10 years average computer prices have fallen. She believes that average computer prices can be predicted by time, computing speed (number of instructions processed per second), memory (RAM), storage (hard drive space), and processor chip price.

a. Using Excel, develop a full linear regression model to predicted the average computer price using the variables above. Based on the model, rank the variables (using p-values) based on degrees of significance in the model.

b. Calculate the MAD for your model.

c. Observe R-squared, Significant-F, and t statistics and interpret them.

d. What is the best two variable regression model to predict average computer price? Is there a problem with using linear regression on this data?

Avg computer price Year Bits RAM Storage Chip Price
$ 3,000.00 1990 2 4 40 870
$ 2,850.00 1991 4 8 80 800
$ 2,750.00 1992 4 8 80 790
$ 2,250.00 1993 8 16 100 700
$ 2,100.00 1994 8 24 200 500
$ 1,900.00 1995 16 32 500 450
$ 1,850.00 1996 16 64 500 400
$ 1,700.00 1997 32 64 1000 375
$ 1,500.00 1998 64 128 2000 350
$ 1,100.00 1999 64 128 4000 300

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