An accountant wishes to predict direct labor cost (v) on the basis of the batch size (x) of a product produced in a job shop. Data for 12 production runs are given in Table 14.5, along with the Excel output from fitting a least squares Page 592 regression line to the data. a By using the formulas illustrated in Example 14.2 and the data provided, verify that (within rounding) bo = 18.488 and bị = 10.146, as shown on the Excel output. b Interpret the meanings of bo and b1. Does the interpretation of bọ make practical sense? c Write the least squares prediction equation. d Use the least squares line to obtain (1) a point estimate of the mean direct labor cost for all batches of size 60 and (2) a point prediction of the direct labor cost for an individual batch of size 60.

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 31EQ
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An accountant wishes to predict direct labor cost (v) on the basis of the batch size (x) of a product produced in a job shop.
Data for 12 production runs are given in Table 14.5, along with the Excel output from fitting a least squares
Page 592
regression line to the data.
a By using the formulas illustrated in O Example 14.2 and the data provided, verify that (within rounding)
bọ = 18.488 and bị = 10.146, as shown on the Excel output.
b Interpret the meanings of bo and b1 . Does the interpretation of bọ make practical sense?
c Write the least squares prediction equation.
d Use the least squares line to obtain (1) a point estimate of the mean direct labor cost for all batches of size 60 and
(2) a point prediction of the direct labor cost for an individual batch of size 60.
Transcribed Image Text:An accountant wishes to predict direct labor cost (v) on the basis of the batch size (x) of a product produced in a job shop. Data for 12 production runs are given in Table 14.5, along with the Excel output from fitting a least squares Page 592 regression line to the data. a By using the formulas illustrated in O Example 14.2 and the data provided, verify that (within rounding) bọ = 18.488 and bị = 10.146, as shown on the Excel output. b Interpret the meanings of bo and b1 . Does the interpretation of bọ make practical sense? c Write the least squares prediction equation. d Use the least squares line to obtain (1) a point estimate of the mean direct labor cost for all batches of size 60 and (2) a point prediction of the direct labor cost for an individual batch of size 60.
Direct Labor Cost, y
($100s)
Batch Size, x
71
5
663
62
381
35
138
12
861
83
145
14
493
46
548
52
251
23
1024
100
Transcribed Image Text:Direct Labor Cost, y ($100s) Batch Size, x 71 5 663 62 381 35 138 12 861 83 145 14 493 46 548 52 251 23 1024 100
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