Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
18th Edition
ISBN: 9780079039897
Author: Carter
Publisher: McGraw Hill
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### Analyzing Helicopter Assembly Data for Learning Curve Phenomenon

The Helicopter Division of Aerospatiale is examining assembly costs at its Marseilles plant. Historical data show the relationship between the helicopter number and labor hours, suggesting a "learning curve" effect where labor hours decrease over time.

#### Objective
Construct a scatter plot and use Excel's Trendline feature to identify the best curvilinear trendline (not exceeding a second-order polynomial) that maximizes \( R^2 \).

#### Data and Analysis
A table with the number of hours per helicopter is provided:

| Helicopter Number | Labor Hours |
|-------------------|-------------|
| 1                 | 2000        |
| 2                 | 1400        |
| 3                 | 1238        |
| 4                 | 1142        |
| 5                 | 1075        |
| 6                 | 1029        |
| 7                 | 965         |
| 8                 | 957         |

### Steps for Analysis
1. **Data Visualization**: Construct a scatter plot based on the provided data to visually assess the trend.
   
2. **Residual Analysis**: Observe the residual plot, which exhibits a nonlinear pattern, suggesting that a linear model is unsuitable.

3. **Model Selection**: Evaluate different trendline models to maximize \( R^2 \).

#### Trendline Options
- **Option A: Logarithmic**
  - \( R^2 \) value needed.
  - Equation: \( y = a \ln(x) + b \).

- **Option B: Exponential**
  - \( R^2 \) value needed.
  - Equation: \( y = ae^{bx} \).

- **Option C: Power**
  - \( R^2 \) value needed.
  - Equation: \( y = ax^b \).

- **Option D: Polynomial (Second-order)**
  - \( R^2 \) value needed.
  - Equation: \( y = ax^2 + bx + c \).

**Choose the best model** based on the highest \( R^2 \) value after rounding coefficients as specified.

This analysis aids in understanding the reduction in labor hours, indicative of increased efficiency in helicopter production.
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Transcribed Image Text:### Analyzing Helicopter Assembly Data for Learning Curve Phenomenon The Helicopter Division of Aerospatiale is examining assembly costs at its Marseilles plant. Historical data show the relationship between the helicopter number and labor hours, suggesting a "learning curve" effect where labor hours decrease over time. #### Objective Construct a scatter plot and use Excel's Trendline feature to identify the best curvilinear trendline (not exceeding a second-order polynomial) that maximizes \( R^2 \). #### Data and Analysis A table with the number of hours per helicopter is provided: | Helicopter Number | Labor Hours | |-------------------|-------------| | 1 | 2000 | | 2 | 1400 | | 3 | 1238 | | 4 | 1142 | | 5 | 1075 | | 6 | 1029 | | 7 | 965 | | 8 | 957 | ### Steps for Analysis 1. **Data Visualization**: Construct a scatter plot based on the provided data to visually assess the trend. 2. **Residual Analysis**: Observe the residual plot, which exhibits a nonlinear pattern, suggesting that a linear model is unsuitable. 3. **Model Selection**: Evaluate different trendline models to maximize \( R^2 \). #### Trendline Options - **Option A: Logarithmic** - \( R^2 \) value needed. - Equation: \( y = a \ln(x) + b \). - **Option B: Exponential** - \( R^2 \) value needed. - Equation: \( y = ae^{bx} \). - **Option C: Power** - \( R^2 \) value needed. - Equation: \( y = ax^b \). - **Option D: Polynomial (Second-order)** - \( R^2 \) value needed. - Equation: \( y = ax^2 + bx + c \). **Choose the best model** based on the highest \( R^2 \) value after rounding coefficients as specified. This analysis aids in understanding the reduction in labor hours, indicative of increased efficiency in helicopter production.
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