SPSS Model Assignment Help

The purpose of this assignment is to perform neural nets classification, interpret the results, and analyze whether or not the information generated can be used to address a specific business problem.
For this assignment, you will use the “Credit Card Defaults Oversampled” data set from the Topic Materials. Note that this data set includes the same information as the Topic 5 assignment data set, however, the default cases have been randomly oversampled to balance the defaulters vs. the nondefaulters. This is one method to increase the accuracy of a rare outcome (i.e., default).
You are an analyst for a credit card company. Management wants to know if there are any early signs that indicate whether customers will default on their credit cards. If these indicators can be identified, then more scrutiny can be placed on customer transactions in an effort to avoid losses. For this project, management is interested in very accurate predictions. Management would like to receive a list of ranked variables related to default, however, understanding the specific relationships between the predictors and the likelihood of default is secondary.
Question 1: Partition the data to create a training data set (70%) and test data set (30%).
Question 2: Build a neural network using the Multilayer Perceptron method with the training data and “Default” as the target. Make sure to output predictor importance. Include the “Default Neural Network” output when submitting the answer.
1. What is the ranking of the variables? Include the “Predictor Importance” output when submitting the answer.
2. What is the accuracy of the model when using the training and test data? Include the “Misclassification Table” outputs when submitting the answer.
Question 3: Rerun the model but only use the top six variables.
1. What is the accuracy of the model when using the training and test data? Include the “Misclassification Table” outputs when submitting the answer.
2. Did the accuracy improve? Explain why.
3. Produce a ROC curve when using the training and test data and interpret the results of the ROC curves. What do the curve and the 45-degree line represent?
Question 4: Explain how the selected model can be used to solve the business problem. What are the advantages and disadvantages when building a neural net model vs. the simpler classification model like the one completed in the Topic 5 assignment?

Place your order
(550 words)

Approximate price: $22

Calculate the price of your order

550 words
We'll send you the first draft for approval by September 11, 2018 at 10:52 AM
Total price:
The price is based on these factors:
Academic level
Number of pages
Basic features
  • Free title page and bibliography
  • Unlimited revisions
  • Plagiarism-free guarantee
  • Money-back guarantee
  • 24/7 support
On-demand options
  • Writer’s samples
  • Part-by-part delivery
  • Overnight delivery
  • Copies of used sources
  • Expert Proofreading
Paper format
  • 275 words per page
  • 12 pt Arial/Times New Roman
  • Double line spacing
  • Any citation style (APA, MLA, Chicago/Turabian, Harvard)

Our guarantees

Delivering a high-quality product at a reasonable price is not enough anymore.
That’s why we have developed 5 beneficial guarantees that will make your experience with our service enjoyable, easy, and safe.

Money-back guarantee

You have to be 100% sure of the quality of your product to give a money-back guarantee. This describes us perfectly. Make sure that this guarantee is totally transparent.

Read more

Zero-plagiarism guarantee

Each paper is composed from scratch, according to your instructions. It is then checked by our plagiarism-detection software. There is no gap where plagiarism could squeeze in.

Read more

Free-revision policy

Thanks to our free revisions, there is no way for you to be unsatisfied. We will work on your paper until you are completely happy with the result.

Read more

Privacy policy

Your email is safe, as we store it according to international data protection rules. Your bank details are secure, as we use only reliable payment systems.

Read more

Fair-cooperation guarantee

By sending us your money, you buy the service we provide. Check out our terms and conditions if you prefer business talks to be laid out in official language.

Read more

Order your essay today and save 30% with the discount code HAPPY