Demand for oil changes at Garcia's Garage has been as follows: IT Month Number of Oil Changes January February March 39 41 66 April 56 May 67 June 60 July August 66 60 a. Use simple linear regression analysis X= 2; and so on. develop a forecasting model for monthly demand. In this application, the dependent variable, Y, is monthly demand and the independent variable, X, is the month. For January, let X= 1; for February, let The forecasting model is given by the equation Y = +x. (Enter your responses rounded to two decimal places.)

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### Demand for Oil Changes at Garcia's Garage

The table below illustrates the monthly demand for oil changes at Garcia's Garage:

| **Month**   | **Number of Oil Changes** |
|-------------|---------------------------|
| January     | 39                        |
| February    | 41                        |
| March       | 66                        |
| April       | 56                        |
| May         | 67                        |
| June        | 60                        |
| July        | 66                        |
| August      | 60                        |

### Analysis Task

**Objective**: Use simple linear regression analysis to create a forecasting model for monthly demand.

**Definitions**:
- **Dependent Variable (Y)**: Monthly demand for oil changes.
- **Independent Variable (X)**: Month. Assign numerical values starting with January as X = 1, February as X = 2, and so on.

**Forecasting Model Equation**:  
\[ Y = \text{(Intercept)} + \text{(Slope)} \times X \]

*Enter your responses rounded to two decimal places.*

This model will help predict the number of oil changes expected in a future month based on historical data trends.
Transcribed Image Text:### Demand for Oil Changes at Garcia's Garage The table below illustrates the monthly demand for oil changes at Garcia's Garage: | **Month** | **Number of Oil Changes** | |-------------|---------------------------| | January | 39 | | February | 41 | | March | 66 | | April | 56 | | May | 67 | | June | 60 | | July | 66 | | August | 60 | ### Analysis Task **Objective**: Use simple linear regression analysis to create a forecasting model for monthly demand. **Definitions**: - **Dependent Variable (Y)**: Monthly demand for oil changes. - **Independent Variable (X)**: Month. Assign numerical values starting with January as X = 1, February as X = 2, and so on. **Forecasting Model Equation**: \[ Y = \text{(Intercept)} + \text{(Slope)} \times X \] *Enter your responses rounded to two decimal places.* This model will help predict the number of oil changes expected in a future month based on historical data trends.
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