Question: QUESTION 2 5 ( 4 Marks ) After determining that the cyclical and irregular components of the time series data are negligible, the business analyst

QUESTION 25(4 Marks) After determining that the cyclical and irregular components of the time series data are negligible, the business analyst plans to use the multiplicative model of time series analysis to forecast the quarterly sales for 2025(i.e., Q1, Q2, Q3, and Q4). The analyst has established that the equation of the trendline (i.e., the line of best fit) for the time series data is given by the linear equation: y =178.33+1.9985x where x represents the quarter, and y is the expected sales in units. Using this trendline equation, calculate the trend estimates for the four quarters of 2025(Hint: the corresponding x-values for Q1, Q2, Q3, and Q4 of 2025 are 17,18,19, and 20, respectively). Finally, adjust the calculated quarterly trend estimates using the seasonal indices provided below: Quarter Q1 Q2 Q3 Q4 Adjusted Seasonal Index 1.16170.96570.91350.9592 A. The estimated sales units for Q1, Q2, Q3 and Q4 of 2025 are 247,207,198, and 209 respectively. B. The estimated sales units for Q1, Q2, Q3 and Q4 of 2025 are 212,218,214, and 216 respectively. C. The estimated sales units for Q1, Q2, Q3 and Q4 of 2025 are 212,207,218, and 247 respectively. D. The estimated sales units for Q1, Q2, Q3 and Q4 of 2025 are 209,207,198, and 218 respectively.

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