Question
Week Time series Value
1 17
2 12
3 21
4 19
________________________________________
Using the above data, calculate the Squared Error calculation for 3rd week. Consider Naïve forecast?
1 17
2 12
3 21
4 19
________________________________________
Using the above data, calculate the Squared Error calculation for 3rd week. Consider Naïve forecast?
Answers
GPT-4o mini
To calculate the Squared Error for the 3rd week using a Naïve forecast, we first need to define what a Naïve forecast is. The Naïve forecast for a given week is simply the value from the previous week.
For the 3rd week, the Naïve forecast will be the actual value from the 2nd week.
### Given Data:
- **Week 2 Value:** 12
- **Week 3 Actual Value:** 21
### Naïve Forecast for Week 3:
- **Naïve Forecast (Week 3):** 12 (this is the value from Week 2)
### Squared Error Calculation:
The Squared Error is calculated as:
\[
\text{Squared Error} = (\text{Actual Value} - \text{Forecasted Value})^2
\]
### Substituting the values:
- Actual Value = 21
- Forecasted Value = 12
\[
\text{Squared Error} = (21 - 12)^2 = 9^2 = 81
\]
So, the Squared Error calculation for the 3rd week using the Naïve forecast is **81**.
For the 3rd week, the Naïve forecast will be the actual value from the 2nd week.
### Given Data:
- **Week 2 Value:** 12
- **Week 3 Actual Value:** 21
### Naïve Forecast for Week 3:
- **Naïve Forecast (Week 3):** 12 (this is the value from Week 2)
### Squared Error Calculation:
The Squared Error is calculated as:
\[
\text{Squared Error} = (\text{Actual Value} - \text{Forecasted Value})^2
\]
### Substituting the values:
- Actual Value = 21
- Forecasted Value = 12
\[
\text{Squared Error} = (21 - 12)^2 = 9^2 = 81
\]
So, the Squared Error calculation for the 3rd week using the Naïve forecast is **81**.