Balbharati Maharashtra State Board12th Commerce Maths Digest PdfChapter 4 Time Series Ex 4.1 Questions and Answers.
Maharashtra State Board 12th Commerce Maths Solutions Chapter 4 Time Series Ex 4.1
Question 1
Maharashtra Board Solution
The following data gives the production of bleaching powder (in ‘000 tonnes) for the years 1962 to 1972. Fit a trend line by graphical method to the above data.
Solution & Step-by-Step Answer:


Question 2
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Use the method of least squares to fit a trend line to the data in problem 1 above. Also, obtain the trend value for the year 1975.
Solution & Step-by-Step Answer:
n = 11, let the trend line the y = a + bu ……..(I) Σy = na + bΣu ……..(i) Σuy = aΣu + bΣu2 ………(ii) Substituting the values of Σy, Σu, Σuy, & Σu2, we get 46 = 11a + 0 ∴ a = 4.18 And 114 = 0 + b(110) ∴ b = 1.04 By (I) the equation of the trends line is y = 4.18 + 1.04u Where u = t – 1967 ……..(iii) For the year 1975 we have u = 8 Substituting in (iii) we get Y= 4.18 + 1.04(8) = 12.5 Trend value for the year 1975 is 12.5 (in ‘000 tonnes).


Question 3
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Obtain the trend line for the above data using 5 yearly moving averages.
Solution & Step-by-Step Answer:


Question 4
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The following table shows the index of industrial production for the period from 1976 to 1985, using the year 1976 as the base year. Fit a trend line to the above data by graphical method.
Solution & Step-by-Step Answer:


Question 5
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Fit a trend line to the data in problem 4 above by the method of least squares. Also, obtain the trend value for the index of industrial production for the year 1987.
Solution & Step-by-Step Answer:
u = , n = 10, Σu = 0, Σy = 42, Σu2 = 330, Σuy = 148 Let the trend line be y = a + bu ……(i) where u = i.e. u = 2t – 3961 Σy = na + bΣu ……(ii) Σuy = aΣu + bΣu2 ……….(iii) Substituting the values of Σy, n, Σu, Σuy & Σu2 We get 42 = 10a + 0 ∴ a = 4.2 and 148 = 0 + 5.330 ∴ b = 0.4485 ∴ by (i) the equation of the trends line is Y = 4.2 + 0.4485u ………(iv) where u = 2t – 3961 For the year 1987, u = 13 by (iv) we have Y = 4.2 + 0.4485(13) = 10.0305 ∴ The trend value for the year 1987 is 10.0305


Question 6
Maharashtra Board Solution
Obtain the trend values for the data in problem 4 using 4-yearly centered moving averages.
Solution & Step-by-Step Answer:

Question 7
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The following table gives the production of steel (in millions of tonnes) for the years 1976 to 1986. Fit a trend line to the above data by the graphical method.
Solution & Step-by-Step Answer:


Question 8
Maharashtra Board Solution
Fit a trend line to the data in Problem 7 by the method of least squares. Also, obtain the trend value for the year 1990.
Solution & Step-by-Step Answer:
u = , n = 10, Σu = 0, ΣY = 62, Σu2 = 110, Σuy = 87 Let the equation of the trend line be Y = a + bu where u = t – 1981 ……(i) ΣY = na + bΣu ………(ii) Σuy = aΣu + bΣu2 ………(iii) Substituting the values of Σy, n, Σu, Σuy, Σu2 in (ii) & (iii) 62 = 11a + 0 ∴ a = 5.6364 And 87 = 0 + 5(110) ∴ b = 0.7909 ∴ by (i) equation of the trend line is y = 5.6364 + 0.7909u Where u = t – 1981 For the year 1990, u = 9 ∴ y = 5.6364 + 0.7909(9) ∴ y = 12.7545 (in million tonnes)

Question 9
Maharashtra Board Solution
Obtain the trend values for the above data using 3-yearly moving averages.
Solution & Step-by-Step Answer:

Question 10
Maharashtra Board Solution
The following table shows the production of gasoline in the U.S.A. for the years 1962 to 1976. (i) Obtain trend values for the above data using 5-yearly moving averages. (ii) Plot the original time series and trend values obtained above on the same graph.
Solution & Step-by-Step Answer:
(i) (ii)


