Student ID PLEASE ENTER YOUR STUDENT ID HERE: Question 1 INFO & TASK In your worksheet (click on the “Data Question 1” tab) you will find data from a sensory assessment of 1599 different wines. The...

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Student ID PLEASE ENTER YOUR STUDENT ID HERE: Question 1 INFO & TASKIn your worksheet (click on the “Data Question 1” tab) you will find data from a sensory assessment of 1599 different wines. The data are coded as follows: QUALITY RATING: Overall quality rating of the wine on a scale from 1-10 (Higher values indicate greater perceived quality) ALCOHOL: Alcohol content of the wine (in vol. %) FIXED ACIDITY: Content of tartaric acid in the wine (in grams/liter) VOLATILE ACIDITY: Content of acetic acid in the wine (in grams/liter) Conduct a multiple regression analysis using the Excel Data Analysis ToolPak. Use QUALITY RATING as dependent variable (DV) and ALCOHOL, FIXED ACIDITY and VOLATILE ACIDITY as the three independent variables (IVs).Total: 5 points Question 1.1 How can you interpret the R2 value? Be specific.1 point Answer 1.1 Question 1.2 What can you say about the relationship between ALCOHOL and QUALITY RATING? Be specific and use the units of the variables. 1.5 points Answer 1.2 Question 1.3What can you say about the relationship between VOLATILE ACIDITY and QUALITY RATING? Be specific and use the units of the variables. 1.5 points Answer 1.3 Question 1.4Based on your regression results, which QUALITY RATING would you predict for a wine with 10 g/l FIXED ACIDITY, 0.5 g/l VOLATILE ACIDITY and 12.0 vol. % ALCOHOL?1 point Answer 1.4 Data Question 1 AlcoholFixed acidityVolatile acidityQuality rating 9.407.400.705.00 9.807.800.885.00 9.807.800.765.00 9.8011.200.286.00 9.407.400.705.00 9.407.400.665.00 9.407.900.605.00 10.007.300.657.00 9.507.800.587.00 10.507.500.505.00 9.206.700.585.00 10.507.500.505.00 9.905.600.625.00 9.107.800.615.00 9.208.900.625.00 9.208.900.625.00 10.508.500.287.00 9.308.100.565.00 9.007.400.594.00 9.207.900.326.00 9.408.900.226.00 9.707.600.395.00 9.507.900.435.00 9.408.500.495.00 9.706.900.406.00 9.306.300.395.00 9.507.600.415.00 9.507.900.435.00 9.407.100.715.00 9.807.800.656.00 10.106.700.685.00 10.606.900.696.00 9.808.300.665.00 9.406.900.616.00 9.205.200.325.00 9.607.800.656.00 10.807.800.606.00 9.708.100.387.00 9.805.701.134.00 10.507.300.455.00 10.507.300.455.00 9.308.800.614.00 10.507.500.496.00 10.308.100.665.00 9.506.800.675.00 13.104.600.524.00 9.207.700.945.00 9.508.700.295.00 9.206.400.405.00 9.205.600.315.00 9.208.800.665.00 9.406.600.526.00 9.406.600.506.00 9.408.600.385.00 10.207.600.516.00 9.507.700.625.00 9.6010.200.425.00 9.407.500.635.00 10.007.800.595.00 9.407.300.396.00 9.208.800.405.00 9.307.700.695.00 9.507.500.527.00 9.807.000.745.00 10.907.200.735.00 10.907.200.735.00 9.607.500.525.00 10.706.600.715.00 10.709.300.325.00 10.508.000.716.00 9.507.700.636.00 9.507.700.675.00 9.507.700.695.00 9.208.300.684.00 9.609.700.325.00 10.508.800.415.00 10.508.800.415.00 10.706.800.796.00 10.106.700.755.00 9.108.300.634.00 9.206.200.455.00 9.407.800.435.00 9.107.400.505.00 9.407.300.675.00 10.306.300.306.00 10.106.900.555.00 9.908.600.496.00 9.607.700.495.00 9.509.300.395.00 9.007.000.625.00 9.507.900.525.00 9.908.600.496.00 9.808.600.495.00 9.607.700.495.00 10.505.001.024.00 12.904.700.606.00 10.706.800.785.00 9.207.000.505.00 9.807.600.905.00 9.008.100.556.00 10.208.300.616.00 10.407.800.506.00 9.008.100.556.00 9.208.100.585.00 9.407.200.495.00 9.208.100.585.00 9.307.800.415.00 9.306.200.635.00 9.608.000.336.00 9.308.100.795.00 9.507.800.565.00 9.808.400.625.00 9.808.400.605.00 9.7010.100.316.00 9.507.800.565.00 10.509.400.406.00 10.008.300.546.00 9.407.800.566.00 10.908.800.556.00 9.207.000.696.00 9.007.301.075.00 10.908.800.556.00 9.207.300.705.00 9.508.000.715.00 9.507.800.505.00 9.409.000.625.00 10.908.201.335.00 10.908.101.335.00 10.508.000.597.00 9.406.100.385.00 9.408.000.755.00 13.005.600.505.00 13.005.600.505.00 9.806.600.506.00 9.907.901.046.00 9.608.400.755.00 9.508.300.725.00 9.207.200.425.00 9.507.800.565.00 9.507.800.565.00 9.608.400.755.00 9.508.300.725.00 14.005.200.346.00 9.406.300.395.00 14.005.200.346.00 9.408.100.675.00 10.005.800.685.00 9.307.600.495.00 10.206.900.496.00 10.508.200.406.00 10.307.300.336.00 9.409.200.524.00 10.107.500.605.00 10.107.500.605.00 10.507.100.435.00 10.507.100.435.00 10.507.100.435.00 10.507.100.435.00 9.307.100.685.00 9.306.800.606.00 9.607.600.955.00 9.207.600.684.00 10.007.800.536.00 9.407.400.605.00 9.407.300.595.00 9.507.800.635.00 10.206.800.645.00 9.007.300.554.00 10.406.800.636.00 9.507.500.715.00 9.107.900.894.00 9.208.000.426.00 9.208.000.426.00 11.507.400.626.00 9.507.300.385.00 9.506.900.505.00 9.507.300.385.00 10.507.500.526.00 9.607.000.815.00 9.508.800.615.00 9.508.800.615.00 9.308.900.615.00 9.307.200.735.00 9.306.800.615.00 9.306.700.626.00 9.708.900.315.00 9.207.400.395.00 9.707.700.715.00 9.507.900.505.00 9.507.900.495.00 9.408.200.505.00 9.806.400.376.00 9.506.800.635.00 9.707.600.555.00 9.707.600.555.00 9.407.800.595.00 10.207.300.585.00 10.1011.500.306.00 13.005.400.847.00 11.406.901.094.00 10.309.600.327.00 9.308.800.375.00 9.506.800.505.00 9.207.000.425.00 9.207.000.436.00 10.8012.800.307.00 10.8012.800.307.00 9.307.800.575.00 9.407.800.445.00 10.5011.000.307.00 12.409.700.536.00 10.008.000.736.00 10.2011.600.446.00 10.108.200.575.00 9.807.800.746.00 10.507.000.495.00 11.008.700.635.00 9.108.100.735.00 9.707.500.495.00 9.507.800.535.00 9.407.800.346.00 9.407.400.535.00 9.506.800.615.00 10.008.600.656.00 10.408.400.644.00 10.507.700.436.00 9.508.900.596.00 9.809.000.825.00 10.507.700.436.00 11.006.900.525.00 12.205.200.487.00 9.908.000.386.00 9.608.500.376.00 11.006.900.525.00 9.008.201.006.00 9.007.200.636.00 9.007.200.636.00 9.207.200.656.00 9.007.200.636.00 9.008.201.006.00 9.308.900.645.00 10.9012.000.386.00 9.807.700.586.00 9.2015.000.217.00 9.2015.000.217.00 9.907.300.666.00 9.507.100.685.00 9.308.200.605.00 9.807.700.536.00 9.907.300.666.00 10.0010.800.326.00 9.907.100.606.00 10.5011.100.355.00 9.507.700.785.00 9.907.100.606.00 9.308.000.575.00 9.209.400.345.00 9.206.600.705.00 9.407.700.415.00 10.5010.000.317.00 9.307.900.335.00 9.407.000.984.00 10.008.000.525.00 9.307.900.375.00 10.9012.500.565.00 10.2011.800.267.00 9.808.100.874.00 12.807.900.358.00 9.406.900.546.00 10.1011.500.186.00 10.707.900.556.00 10.1011.500.186.00 10.1010.900.375.00 9.408.400.725.00 9.407.500.655.00 10.707.900.556.00 9.406.900.546.00 10.1011.500.186.00 12.6010.300.328.00 10.508.900.407.00 9.3011.400.266.00 9.907.700.277.00 9.107.600.525.00 10.508.900.407.00 9.809.900.595.00 9.809.900.595.00 10.3012.000.456.00 10.307.500.406.00 10.608.700.527.00 9.2011.600.425.00 10.608.700.527.00 10.5011.000.205.00 10.3010.400.556.00 10.106.900.366.00 9.5013.300.346.00 9.5010.800.505.00 9.9010.600.835.00 9.607.100.635.00 9.707.200.655.00 9.606.900.675.00 10.707.500.536.00 10.1011.100.186.00 10.008.300.715.00 9.507.400.675.00 9.208.400.655.00 9.3010.300.536.00 9.407.600.625.00 9.5010.300.416.00 9.5010.300.436.00 9.507.400.296.00 9.3010.300.536.00 9.407.900.536.00 9.509.000.466.00 9.408.600.475.00 11.007.400.365.00 11.007.100.356.00 10.109.600.565.00 10.409.600.776.00 11.509.800.667.00 10.409.600.776.00 11.509.800.667.00 9.709.300.615.00 9.307.800.625.00 9.5010.300.596.00 9.2010.000.496.00 9.2010.000.496.00 11.5011.600.537.00 11.5010.300.445.00 9.7013.400.276.00 9.5010.700.465.00 12.5010.200.366.00 12.5010.200.366.00 9.408.000.586.00 11.008.400.565.00 11.707.900.657.00 12.2011.900.707.00 12.508.900.436.00 10.307.800.435.00 11.5012.400.496.00 9.8012.500.287.00 9.2012.200.346.00 11.3010.600.426.00 9.8010.900.396.00 9.8010.900.396.00 10.7011.900.576.00 9.907.000.695.00 12.306.600.827.00 12.0013.800.496.00
Answered Same DayJun 02, 2021

Answer To: Student ID PLEASE ENTER YOUR STUDENT ID HERE: Question 1 INFO & TASK In your worksheet (click on the...

Mohammad Wasif answered on Jun 03 2021
136 Votes
Student ID
    PLEASE ENTER YOUR STUDENT ID HERE:
Question 1
        INFO & TASK        In your worksheet (click on the “Data Question 1” tab) you will find data from a sensory assessment of 1599 different wines. The data are coded as follows:
QUALITY RATING: Overall quality rating of the wine on a scale from 1-10 (Highe
r values indicate greater perceived quality)
ALCOHOL: Alcohol content of the wine (in vol. %)
FIXED ACIDITY: Content of tartaric acid in the wine (in grams/liter)
VOLATILE ACIDITY: Content of acetic acid in the wine (in grams/liter)
Conduct a multiple regression analysis using the Excel Data Analysis ToolPak. Use QUALITY RATING as dependent variable (DV) and ALCOHOL, FIXED ACIDITY and VOLATILE ACIDITY as the three independent variables (IVs).                                                Total:
5 points
        Question 1.1         How can you interpret the R2 value? Be specific.                                                1 point
        Answer 1.1        The value of R2 is 0.3224. It means that 32.24% of the Quality Rating varies.
        Question 1.2         What can you say about the relationship between ALCOHOL and QUALITY RATING? Be specific and use the units of the variables.                                                 1.5 points
        Answer 1.2        The relationship between ALCOHOL and QUALITY RATING is positive. Its value is 0.3207 g/l
        Question 1.3        What can you say about the relationship between VOLATILE ACIDITY and QUALITY RATING? Be specific and use the units of the variables.                                                 1.5 points
        Answer 1.3        The relationship between VOLATILE ACIDITY and QUALITY RATING is negative. Its value is -1.286 g/l
        Question 1.4        Based on your regression results, which QUALITY RATING would you predict for a wine with 10 g/l FIXED ACIDITY, 0.5 g/l VOLATILE ACIDITY and 12.0 vol. % ALCOHOL?                                                1 point
        Answer 1.4        I would like to predict for the ALCOHOL.
Data Question 1
        Alcohol    Fixed acidity    Volatile acidity    Quality rating        SUMMARY OUTPUT
        9.40    7.40    0.70    5.00
        9.80    7.80    0.88    5.00        Regression Statistics
        9.80    7.80    0.76    5.00        Multiple R    0.5678711731
        9.80    11.20    0.28    6.00        R Square    0.3224776692
        9.40    7.40    0.70    5.00        Adjusted R Square    0.3212033325
        9.40    7.40    0.66    5.00        Standard Error    0.6653493342
        9.40    7.90    0.60    5.00        Observations    1599
        10.00    7.30    0.65    7.00
        9.50    7.80    0.58    7.00        ANOVA
        10.50    7.50    0.50    5.00            df    SS    MS    F    Significance F
        9.20    6.70    0.58    5.00        Regression    3    336.0749734112    112.0249911371    253.0553159265    2.62982394339378E-134
        10.50    7.50    0.50    5.00        Residual    1595    706.0901297783    0.4426897365
        9.90    5.60    0.62    5.00        Total    1598    1042.1651031895
        9.10    7.80    0.61    5.00
        9.20    8.90    0.62    5.00            Coefficients    Standard Error    t Stat    P-value    Lower 95%    Upper 95%    Lower 95.0%    Upper 95.0%
        9.20    8.90    0.62    5.00        Intercept    2.6744693199    0.2180331658    12.266341727    4.05298383111862E-33    2.2468076409    3.1021309989    2.2468076409    3.1021309989
        10.50    8.50    0.28    7.00        Alcohol    0.3207261028    0.0160640596    19.9654452117    2.4320600265992E-79    0.2892172142    0.3522349913    0.2892172142    0.3522349913
        9.30    8.10    0.56    5.00        Fixed acidity    0.0357631568    0.0099612966    3.5902110141    0.0003404154    0.0162245476    0.0553017661    0.0162245476    0.0553017661
        9.00    7.40    0.59    4.00        Volatile...
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