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Average electricty bill, per household t Q1 Q2 Q3 Q4 2019 550.89 0 1 0 0 0 280.65 1 0 1 0 0 350.98 2
Average electricty bill, per household | t | Q1 | Q2 | Q3 | Q4 | |
2019 | 550.89 | 0 | 1 | 0 | 0 | 0 |
280.65 | 1 | 0 | 1 | 0 | 0 | |
350.98 | 2 | 0 | 0 | 1 | 0 | |
300.62 | 3 | 0 | 0 | 0 | 1 | |
2020 | 567.42 | 4 | 1 | 0 | 0 | 0 |
289.07 | 5 | 0 | 1 | 0 | 0 | |
361.51 | 6 | 0 | 0 | 1 | 0 | |
309.64 | 7 | 0 | 0 | 0 | 1 | |
2021 | 584.44 | 8 | 1 | 0 | 0 | 0 |
297.74 | 9 | 0 | 1 | 0 | 0 | |
372.35 | 10 | 0 | 0 | 1 | 0 | |
318.93 | 11 | 0 | 0 | 0 | 1 | |
2022 | 601.97 | 12 | 1 | 0 | 0 | 0 |
306.67 | 13 | 0 | 1 | 0 | 0 | |
383.53 | 14 | 0 | 0 | 1 | 0 | |
328.50 | 15 | 0 | 0 | 0 | 1 | |
2023 | 620.03 | 16 | 1 | 0 | 0 | 0 |
310.58 | 17 | 0 | 1 | 0 | 0 | |
450.67 | 18 | 0 | 0 | 1 | 0 | |
Question 1: | ||||||||||||||||
The researcher has asked you to analyse the relationship between household electricity bills with trend, t, and seasonal dummies of Q1, Q2 and Q3. | ||||||||||||||||
A researcher is interested in the relationship of quarterly average electricity bill, per household, over time. | ||||||||||||||||
She collected the average quarterly electricity bills per household, starting with t = 0 for Quarter 1 of 2019. | ||||||||||||||||
The data is in the sheet named "Question 1 data time series". | ||||||||||||||||
Please answer the following question in your Group. | ||||||||||||||||
a) | Create a MLR of electricity bill on t, Q1, Q2 and Q3. | |||||||||||||||
b) | Write the regression equation. | |||||||||||||||
c) | Interpret the coefficient of Q1. | |||||||||||||||
d) | Comparing seasonal components only, which quarter has the lowest seasonal component for an electricity bill? Briefly explain. | |||||||||||||||
e) | This researcher would like you to estimate the quarterly electricity bill for Q2 of 2024. | |||||||||||||||
f) | Comment on the reliability of your estimate. |
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