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Question 28 of 42
Q.

In order to study relationship between the repairing time of accident damaged cars and the cost of repair, the following information is collected:

Repairing time of a car (man hours)32402534293543
Repairing cost (thousand ₹)25351829222846

Obtain the regression line of YY (repairing cost) on XX (repairing time). If the time taken to repair a car is 50 man hours, find an estimate of the repairing cost.

Gujarat GsebGujarat Board (GSEB) HSC Commerce Board 2023Subjective· 5mImportance★★★★★
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∑x=238,∑y=203,∑xy=7232,∑x2=8320\sum x=238,\sum y=203,\sum xy=7232,\sum x^2=8320; byx=7(7232)−238⋅2037(8320)−2382=23101596=1.447b_{yx}=\frac{7(7232)-238\cdot203}{7(8320)-238^2}=\frac{2310}{1596}=1.447; y=1.447x−20.21y=1.447x-20.21; x=50⇒y≈52.16x=50\Rightarrow y\approx52.16.

Let x=x= repairing time (man hours), y=y= repairing cost (thousand ₹), n=7n=7.

xxyyxyxyx2x^2
32258001024
403514001600
2518450625
34299861156
2922638841
35289801225
434619781849
∑x=238\sum x=238∑y=203\sum y=203∑xy=7232\sum xy=7232∑x2=8320\sum x^2=8320

Means: xˉ=2387=34, yˉ=2037=29\bar x=\dfrac{238}{7}=34,\ \bar y=\dfrac{203}{7}=29.

Regression coefficient of YY on XX:

byx=n∑xy−∑x∑yn∑x2−(∑x)2=7(7232)−238(203)7(8320)−(238)2=50624−4831458240−56644=23101596≈1.447.b_{yx}=\frac{n\sum xy-\sum x\sum y}{n\sum x^2-(\sum x)^2}=\frac{7(7232)-238(203)}{7(8320)-(238)^2}=\frac{50624-48314}{58240-56644}=\frac{2310}{1596}\approx1.447.

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