All the red color writings here are my answers and my commons to the answers of the questions, but they need more details, so they are as a starting points to be used
Business Intelligence Methods: Classification: Decision Trees
Objective: Address a business intelligence challenge using two decision tree models.
Background: A large bank in Portugal is looking to predict who will open a term-deposit account. They collected a data on a recent direct marketing campaign. Various demographics and individual characteristics (attributes) are given, and the decision variable is whether or not they ended up opening an account. Management is interested in determining a profile of their customers in order to more effectively target them in future campaigns.
Your task: Apply the bi framework to this problem to perform a BI analysis using decision trees. Make reasonable assumptions as to the business drivers and how this information will add value to the company.
Your analysis must consist of the following: a J48 decision in tree in Weka, with adjustments made for max number of tree leaves (and justification of this assumption). Provide an analysis of the output and provide concrete business recommendations. Also provide justification for the training set you choose to use. (Here use a J48 decision in tree in Weka)
In addition, you must classify the data using another decision tree method in Weka, or a platform of your choice, such as Rapid-Miner. Provide an overview of how the method works (you may have to do some independent web research). Outline your choice of parameters in the model. Finally, provide recommendations from this model and compare and contrast the output from the J48 model. (Here use a Simple Cart decision in tree in Weka)
Submission Outline: The BI Framework
Identify and frame the business objective
Here you will address the business objectives making assumptions on the revenue/cost implications to the client.
If the subscribers increased, the revenue will increase, and if the revenue increased, the cost will decrease and that is based on the target
(Make assumptions)
Identify information gaps
What is information is needed (business intelligence) to improve decision making in this domain.
unknown information: there are unknown information in the data (the excel file), it will help if we know that information
income: it will help if we know the salary of the people because the people with high salary are more likely to open an account
(these 2 are enough, but write them in more details and full sentences, and you can add more)
Define measurements/metrics
These are defined for you, but do recall them in the document.
They are in the description file
Prescribe analytic method
This, along with the presentation will be a significant portion of your analysis.
J48
Implement System
Just mention that you ran this as a single instance analysis. Mention the tools you used.
Using the J48, SimpleCart
Present Results
Here make sense of your findings to an executive. Describe the classes discovered in the decision tree and how they might be used in the future to add value to the company, with a specific focus on decisions or actions the model will inform. You should also have a discussion on the quality of the model using the metrics provided in the output and discussed in the book. Any other charts, insights, visuals will be rewarded in the grading.
Here you compare few thing together, you can focus in about only 4, but you have to explain why you focused on that 4, like you can focus on:
Job, Age, Education …
You can use a Visualize in Weka to compare them, and take a screenshot
You should provide the model output printed as well.
Expected length 2-4 pages: double spaced, 12 pt font.
How to use Weka:
Open the program
Click on Explorer
Open file
Files of type: choose (csv), and then choose the excel file
Click on Classify => choose => trees => J48 => start:- now you can see the output of J48 design tree
By clicking on Visualize and choosing the first one you can here compare the data of the Job, Age, Education … (take a screenshot if you use it to compare, but you don’t really need to compare it in this way)
Click on Classify => choose => trees =>SimpleCart => start:- now you can see the output of SimpleCart design tree
Here is the like to download Weka:-
http://www.cs.waikato.ac.nz/ml/weka/downloading.html
use version weka-3-6-10jre-x64.exe
Important notes;
It must be written in a very simple language by using only very simple and Basic English words. So I don’t want it to be like professional writing, I want it to be like a first year student college writing by using simple and basic words.
I have uploaded the excel file (data), and also the description of the excel file (data).
You cannot use other than Weka
Please see the next page!
I need your way of writing to be same exact of this to make the reader feel that this writing and the one you are going to write has only one writer( this writing is not related at all to the subject of this assignment)
Agile Project Management
Agile project management refers to the approach in which the process is flexible. This means that the designs and other activities are done in a flexible manner that allows addition of time and materials depending on the project demand. The role of the manager in such as a situation is to ensure that the right product is delivered in the right time and order. Despite the flexibility in these types of projects, priorities must be observed to ensure that resources are used effectively. Moreover, it is important to focus on team cooperation where each individual understands his or her role in the entire process. This creates space for individual growth in areas where productivity is maximized.
Usage and the Importance of Agile Project Management
Agile project management is important especially when dealing with projects that are less predictable. It is ideal in situations where the project has many discoveries. Furthermore, when the projects begin, it is done in phases such that each of the products is tested to ensure that they match the needs of consumers. These projects focus on reducing the number of mistakes by testing each product before making the entire batch. In agile project management, the teams are self-guided and do not need to focus on supervision. They are free to deliver on the goals of the project without having to follow strict rules. The project requirements are defined as the needs occur. The project also succeeds when the resources are developed given the uses that should be fulfilled. User testing is important because it facilitates the project management to provide the best decisions about the products to launch. Customer feedback is the most important thing to consider in these projects to ensure they succeed as soon as projects are launched in the market. The teams must assess the scope and requirements of the project at each step. This result will determine the direction in which the product and project will take.
Last Completed Projects
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