Deriving the regression equation

Assignment Help Basic Statistics
Reference no: EM1322372

Deriving the regression equation, testing the model fit and obtains confidence interval for estimated values.

The Apex Corporation produces corrugated paper. It has collected monthly data from January 2001 through March 2003 on the following two variables:

y, total manufacturing cost per month (in thousands of dollars) (COST)

x, total machine hours used per month (MACHINE)

Data shown below: Perform any analysis necessary to answer the following questions:

1. What is the estimated regression equation relating y to x?

2. What percentage of the variation in y has been explained by the regression?

3. Are y and x linearly related? Conduct a hypothesis test to answer this question and use a 5% level of significance. State the hypotheses to be tested, the decision rule, the test statistic, and your decision. What conclusion can be drawn from the result of the test?

4. Use the equation developed to estimate the average manufacturing cost in a month with 350 machine hours. Find a point estimate and a 95% confidence interval estimate. How reliable do you believe this forecast might be?

5. Use the equation developed to estimate the average manufacturing cost in a month with 550 machine hours. Find a point estimate and a 95% confidence interval estimate. How reliable do you believe this forecast might be?

COST

MACHINE

1102

218

1008

199

1227

249

1395

277

1710

363

1881

399

1924

411

1246

248

1255

259

1314

266

1557

334

1887

401

1204

238

1211

246

1287

259

1451

286

1828

389

1903

404

1997

430

1363

271

1421

286

1543

317

1774

376

1929

415

1317

260

1302

255

1388

281

Reference no: EM1322372

Questions Cloud

Interpretation of coefficient of determination : If computing a causal linear regression model of y = a + bX and the resultant r2 is very near zero, then one would be able to conclude that:
Target market in the united states : Describe the target market in the United States, including customer demographics and income levels. Describe the competition the product would face in the United States and how you would create a competitive advantage. Name at least two competitors..
Testing of regression coefficient : Is there evidence that teams with higher total payrolls tend to be more successful? Justify your answer.
Propose example for some industry : Write down an example for some industry of your choice such as coffee, Movie Theatre, pizza, credit card, trash/waste removal, utility or automotive service.
Deriving the regression equation : Deriving the regression equation, testing the model fit and obtains confidence interval for estimated values.
Attitudes and values on part of business : What attitudes and values on the part of business and others lead to the creation of areas like the "valley of death?" Should the third world have more pollution, as Lawrence Summers argues?
Six independent variables using regression : Find the most powerful predictor among the six independent variables using regression.
Different forms of business organization : Describe the different forms of business organization. Explain how business has evolved from feudalism, mercantilism, and capitalism.
Multiple choice question based on regression : Assume the least squares equation is Y' = 10 + 20X. What does the value of 20 indicate?

Reviews

Write a Review

Basic Statistics Questions & Answers

  Probability that the machine will work

The machine will stop working if more than three components fail. Find the probability that the machine will be working.

  Evaluating regression equation using independent variable

Now we would like to evaluate regression equation for X using Y as independent variable.

  Inverse probability on normal-distribution

Where should the warranty limits be set so that only 10% of the TVs need repairs at the manufacturer's expense?

  A psychologist theorized where people can hear

Utilizing the .05 level, do the results support the psychologists' theory. A psychologist theorized where people can hear better when they have just eaten a large meal.

  Identify the rejection region and give conclusion

Construct a 95% confidence interval for the proportion of all those who experience some type of discomfort.

  Obtaining the simple linear regression equation

Obtain the simple linear regression equation, then analyze the residuals by (a) constructing a histogram

  Foundation statistics

Answer all of these questions using R Commander. Include all graphs, outputs from R Commander.

  Calculation of skewness and empirical rule for the discrete

Compute the skewness for your data set using Pearson's

  Comprise the decision you made based on statistical data

Note down a research that requires a decision making with probabilities.

  Value of sample covariance in linear regression model

Find the value of sample covariance in linear regression model

  Probability and normal distribution

If the mean times for both George and Julia are actually the same, what is the probability that George will be let go?

  Hypothesis testing for two independent sample

At the 5% level of significance, can we infer that the population mean weight of athletic men is lower than the population mean weight of non-athletic men by more than 2 pounds?

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd