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Question 33 of 41
Q.

The birth rates of a state in different years are given in the following table. Fit a linear trend for these data. Also find the estimates for birth rates in the year 2025.

Year2018201920202021202220232024
Birth rate22.221.821.320.920.620.219.9
Gujarat GsebGujarat Board (GSEB) HSC Commerce Board 2025Subjective· 5mImportance★★★★★
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Trend y^=20.9857−0.3857t\hat{y} = 20.9857 - 0.3857t (tt from 2021); estimate for 2025 (t=4t = 4) =19.44= 19.44.

GSEB Class-12 Statistics, Time Series (method of least squares):

There are 77 years (2018–2024). Code time tt about the middle year 2021 so that Σt=0\Sigma t = 0.

YearBirth rate yytttytyt2t^2
201822.2-3-66.69
201921.8-2-43.64
202021.3-1-21.31
202120.9000
202220.6120.61
202320.2240.44
202419.9359.79
TotalΣy=146.9\Sigma y = 146.9Σt=0\Sigma t = 0Σty=−10.8\Sigma ty = -10.8Σt2=28\Sigma t^2 = 28

Since Σt=0\Sigma t = 0, the least-squares constants are:

a=yˉ=Σyn=146.97=20.9857a = \bar{y} = \frac{\Sigma y}{n} = \frac{146.9}{7} = 20.9857

b=ΣtyΣt2=−10.828=−0.3857b = \frac{\Sigma ty}{\Sigma t^2} = \frac{-10.8}{28} = -0.3857

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