Math Problem Statement
Given the charts and data what is the three month moving average, the exponential smoothing, and what is the forecast next month with a=0.2
Solution
Let's break this down step-by-step:
-
Three-Month Moving Average: We will calculate the average of the past three months for each month, beginning from the third month. The data provided is:
To find the three-month moving averages:
- For month 3:
- For month 4:
- For month 5:
- For month 6:
- For month 7:
- For month 8:
- For month 9:
- For month 10:
- For month 11:
The three-month moving averages are:
-
Exponential Smoothing: Using , we need to apply exponential smoothing to forecast future values. The formula is: where is the smoothed value at time , and is the actual value at time . We will take the first observation as the initial smoothed value. Let's start:
- (initial value)
- (S_6 = 0.2 \times 320 +
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Math Problem Analysis
Mathematical Concepts
Time Series Analysis
Moving Average
Exponential Smoothing
Formulas
Three-Month Moving Average: (X_t + X_{t-1} + X_{t-2}) / 3
Exponential Smoothing: S_t = α * X_t + (1 - α) * S_{t-1}
Theorems
-
Suitable Grade Level
Grade 11-12
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