Case Studies of Data Warehousing Failures

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HW#1: DW Case Study
Case Studies of Data Warehousing Failures
Four studies of data warehousing failures are presented. They were written based on interviews with people who were associated with the projects. The extent of the failure varies with the organization, but in all cases, the project was at least a disappointment.
Read the cases and prepare a report that provides a substantive discussion on each of the following:

What’s the scope of what can be considered a data warehousing failure?
What do you find most interesting in the failure stories?
Do they provide any insights about how a failure might be avoided?

Your discussion should be at least 2 pages in length with 1.5” spacing & 1” margins.
Case Study 1: Auto Guys
Auto Guys initiated a data warehousing project four years ago but it never achieved full usage. After initial support for the project eroded, management revisited their motives for the warehouse and decided to restart the project with a few changes. One reason for the restructuring, according to the project manager, was the complexity of the model initially employed by Auto Guys.
At first, the planner for the data warehouse wanted to use a dimensional model for tabular information. But political pressure forced the system’s early use. Consequently, mainframe data was largely replicated and these tables did not work well with the managed query environment tools that were acquired. The number of tables and joins, and subsequent catalog growth, prevented Auto Guys from using data as it was intended in a concise and coherent business format.
The project manager also indicated that the larger the data warehouse, the greater the need for high-level management support – something Auto Guys lacked on their first attempt at setting up the warehouse. Another problem mentioned by the project manager was that the technology Auto Guys chose for the project was relatively new at the time, so it was not accepted and did not garner the confidence that a project using proven technology would have received. This is a risk inherent in any “cutting edge” technology adoption. The initial abandonment of the project was undoubtedly hastened by both corporate discomfort with this new technology and the lack of top management support.
A short time after dropping the project, top management felt pressure to reestablish it. Because Auto Guys initially planned an enterprise-wide warehouse, they had considerable computer capacity. It was put to use on a much smaller project that focused exclusively on a single subject area. Other subject areas were due to be added once the initial subject area project was completed. Auto Guys expects to grow the warehouse to two terebytes within a year or two and eventually expand to their projected enterprise-wide data warehouse. The biggest difference between pre- and post-resurrection will be that the project will evolve incrementally.
Given his experience with the warehouse, the project manager made the following summary observations: (1) the management of expectations is critical to any sizeable data warehousing project; (2) proven technology, although not essential, does make the project easier to explain and justify; and (3) the construction of a sizeable data warehouse should be treated more like and R&D effort instead of a typical
IT project because of the time it takes to complete the project, the amount of money involved, and the short-term focus of top management.
Case Study 2: Government Research Laboratory
The Government Research Laboratory (GRL) has a finance department in each of the fifteen nearly identical laboratories that report to its national home office. As a member of the finance team, Bob was familiar with the monthly financial reports required by the home office. Although the financial reports themselves were not complicated, access to the mainframe where the data was housed was necessary, and an understanding of COBOL was needed to generate any report that differed from the standard. Once a month, reports would be distributed in paper form and each member of the finance team would sort through them and file them away. If the reports required any alteration, then someone from IS, or one of two people from finance familiar with COBOL, was contacted.
Because of these reporting difficulties, an IS manager made the suggestion that the company’s first data warehouse be constructed, and that the finance department be the primary beneficiary. Two people from IS began to work full-time on the project and a financial analyst also joined the group. The IS manager then offered a bonus to the IS technicians if they could get the data warehouse up and running by the end of the fiscal year which was just four month away.
Both the IS and the finance members of the team, firmly rooted in reality, knew this would be a difficult if not impossible task. But they resolved to give it their best shot and attempted a full transfer of all available reports to the warehouse. When it became clear that this was too ambitious, they cut out all of the detailed reports and focused on just the summaries, assuming the more detailed material could be integrated at some point after the initial deadline.
The team was successful and had all summary reports transferred to the data warehouse at the end of the fiscal year. The fact that the necessary tables were up and functional, however, was not an indicator of future success.
The first problem involved changes to the mainframe database which were initiated at the same time, but uncoordinated with, the data warehousing project. At the same time the foundation for the data warehouse was being laid, the planning system on the mainframe was undergoing modifications not captured in the data warehouse. In particular, changes in cost accounting standards within the organization changed the number of key summary categories from the standard five used in the past to seven, rendering the traditional five next to useless.
The second problem occurred when the goal to establish the data warehouse became the end goal.
As the GRL financial analyst for the team describes it, the feedback and modification period he had anticipated after September never came. The preliminary fix became the permanent solution. The analyst later learned that IS had always intended to set the system up but only funded its basic maintenance.
Modifications were not in the budget and the finance department, only minimally included in the warehouse project, never had a budget that would fund the inclusion of more data and alterations to the system.
Essentially, GRL found itself with a data warehouse that contained too little data and data that was outdated because of format changes in GRL’s cost accounting standards. Also, neither finance nor IS budgeted for changes necessary to create a fully functional data warehouse. Those two problems alone would have killed most data warehouse initiatives, but the problems did not end there.
The data warehouse was supposed to solve two accessibility problems. One involved the need for COBOL language expertise whenever a report required alteration, and the other involved the sheer mass of printed documents being disseminated and archived. Instead of providing a solution, reports theoretically available on a network were handled in much the same manner as the old reports. For one
thing, the data access software installed on each user’s PC was frequently incompatible with the mix of software already there. Many end-users, therefore, found access to the data warehouse difficult, and those who were able to access the data warehouse had such bad experiences with the new system they just did not use it. Also, the small minority that did not experience accessibility problems simply printed hard copies of the reports, which was no great change from how things had been done in the past.
Additionally, the programming barriers in existence when COBOL knowledge was necessary simply changed form. PowerBuilder, very much a programmer’s tool, was selected to build the user interfaces. Ironically, IS only had one individual with PowerBuilder skills, thus creating more of a bottleneck than had existed with COBOL.
The situation remained the same, if not worse, for three years following the first warehousing initiative. Finally, another IS project manager became interested in the idea of breathing life into the old warehouse. He was motivated by the organization’s solution to the Y2K problem, which involved abandoning the old mainframe system and transferring the old reports to the warehouse. Fortunately, his interest was accompanied by funding that allowed the enhancements anticipated at the very beginning of the first project to finally be realized. Also, all users are able to access Web-based reports.
Several things should have been done differently at GRL: (1) The warehousing initiative should have been in sync with mainframe changes and other IT initiatives throughout the lab; (2) Planning and resources should have been projected much farther into the future; (3) A pilot should have been done which probably would have identified a number of technical and fine tuning problems; (4) Deadlines should have reasonable.
Still, given the most recent developments, GRL’s financial analyst classifies his experience as a partial disappointment. “It could have been so much better,” he explains. “It could have been done right…for the right reasons.”
Case Study 3: Complicated Systems
The manager for Complicated Systems’ IT client information center started her job three years ago. That was six months after Complicated launched its data warehousing initiative that started with initial interest from the chief financial officer but shortly thereafter received its support from Complicated headquarters. A small group of people from Complicated’s main office, possessing no experience with data warehousing, decided which data would be…

Examining Nursing Specialties

To Prepare:

Reflect on your decision to pursue a specialty within the MSN program, including your professional and academic goals as they relate to your program/specialization.

Assignment:

Post an explanation of your choice of a nursing specialty within the program. Describe any difficulties you had (or are having) in making your choice, and the factors that drove/are driving your decision. Identify at least one professional organization affiliated with your chosen specialty and provide details on becoming a member.

*I have a Bachelor’s of science in Biology and Nursing. I am currently a registered nurse at RWJBH on the oncology/med-surg floor since Oct 22, 2017. I am currently enrolled in the Family Nurse Practitioner program but am considering the Mental Health Nurse Practitioner program due to FNP being saturated and the need for more Mental Health NPs which might drive a higher salary as well. I am a member for the ANA (American Nurse’s Association)* Please let me know if you have any questions. Thank you.

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Python MySQL Assignment

CS223 Programming Homework #3

Note: As is true of all programming assignments, you must control the user experience. That means you have to prompt the user with useful prompts, check input to make sure its what you want (and will work).

You should follow the python style guide (https://www.python.org/dev/peps/pep-0008/ (Links to an external site.)) for the most part (not where tabs are concerned). You must have comments that describe what youre doing clearly, and all indentation must be correct and clear (this is the main place that I dramatically disagree with the Python style guide, I believe that you should always use tabs). You should never duplicate code, instead put functionality in functions for clarity, simplicity and ease of debugging.

The intent of this program is to manage a set of contacts. Each contact will have data associated with it:

Id number/integer
First Name string
Last Name string
Age number/integer
Phone Number string
Email string
Gender character (m/f/o)
Anything else youd like to add to make yours unique (can result in extra credit)
You must allow the customer to do the following actions on the contact list:

List all contacts
Add contact
Delete contact
Edit contact
Exit program
You have the code (both yours and mine) from the last homework that you can modify to make it work for this assignment. Please note that in the next HW assignment well hook the code up to a DB to save everything to the DB and read from it. Getting a head start on that is a good idea.

You should use classes for this assignment. This means you should have two classes:

Contact all the attributes/properties described above with appropriate constructor. Methods:
Add (constructor – __init__(p_id, p_fname, p_lname, p_age, p_phone, p_email, p_gender)
Edit
Contact List (contact_list) built on Python list (or creating one within the constructor), you should have methods:
Add add a new contact to the list
Edit edit a contact within the list
Delete delete a contact from the list

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What recommendations should it make on taking Cipro?

In the fall of 2001 following the deadly attacks on the World Trade Center the United States exper Show more In the fall of 2001 following the deadly attacks on the World Trade Center the United States experienced the first cases of anthrax it had seen since 1978. The sources of the anthrax spores were letters sent to the American Media Inc. building in Florida Tom Brokaw of NBC News Dan Rather of CBS News and Senators Edward Kennedy Tom Daschle and Patrick Leady in the United States Senate. There were a series of deaths cutaneous infections and hundreds of employees at these organizations who tested positive for exposure to the anthrax spores. As a result of these exposures the most effective antibiotic for treating anthrax Cipro was in high demand. Bayer A.G. a German company owns the patent for this antibiotic and a significant ramp-up in production was needed to meet the increasing demand for those who had been exposed to anthrax. Bayer A.G.s United States unit went into 24-hour shifts following the anthrax breakouts. Mr. Brokaw held up a bottle of Cipro on his program NBC Nightly News and calmed a jittery public by saying In Cipro we trust. Workers at one of Bayers U.S. plants cheered with the coverage. However executives at headquarters for the company remained silent for weeks about the companys ability to manufacture sufficient amounts of the patented antibiotic. Executives indicated that the company was concerned that if it appeared in the media it would give the appearance of taking advantage of the dire circumstances. Bayers history made it wary of any involvement in international battles. Bayer A.G. had to pay reparations following World War II and its patent for its world-famous aspirin Bayer was stripped from it and awarded to a U.S. company. It was not until 2000 that Bayer was once again permitted to use its name. The companys low profile during the anthrax scares was deliberate and explained by executives as a desire to avoid appearing exploitive of the problem of the infections and illnesses. Frustrated with the lack of communication from Bayer Canada suspended Bayers patent in Canada and ordered other drug manufacturers to begin production of their pending generic formulas for Cipro. Other drug companies do have their own formulas developed and ready to go but could not produce these generics so long as Bayer held its patent protection. One company Apotex indicated its production method would not infringe on Bayers patent but Bayer threatened litigation and indicated it would deliver all the Cipro needed and/or ordered by both the United States and Canadian governments. Health officials were skeptical and one stated Theres no way you can tell me getting it from six companies is going to be slower than getting it from one company. Professor John W. Dienhart a business ethics professor at Seattle University stated that Bayer should be a good corporate citizen. He added This is not breaking a patent but adjusting a patent to meet a particular need. The U.S. Congress was considering suspension of the Cipro patent in the U.S. in order to ramp-up production even more. The legislation would permit federal judges to suspend patents on the basis of public health issues. In response to some panic in the United States pharmacies in Mexico permitted to sell Cipro without a doctors prescription as required in the United States were ordering large amounts of Cipro increasing their prices and doing a great deal of profitable business from U.S. orders. For example the Zipp Pharmacy located in Ciudad Juarez a border town says its orders for Cipro increased 15 times what they were before the 2001 anthrax infections. A nurse buying doses of Cipro for her entire family said What if there were mad runs on it? Its nice to have it around just in case. Physicians at the Center for Disease Control (CDC) were concerned about the Mexico purchases and use of the drug without physician prescription. They note the following problems: (1) some people are allergic to Cipro and can become quite ill with just one dose; (2) Cipro has side effects for almost everyone including nausea vomiting and loss of appetite; (3) Cipro does have an effect on the brain including possible seizures and hallucinations or simple mood changes and insomnia; and (4) Cipro damages cartilage in the joints especially when taken by children and is given to children only when there is the absolute need (i.e. there is an infection ongoing). The CDC has advised use of Cipro only upon determination of exposure or infection from anthrax. Bayer continues to struggle with its position promises and public perception as the anthrax infections creased. Bayers corporate policy is as follows: We offer our customers a wide variety of products and services in areas ranging from health care and agriculture to plastics and specialty chemicals. Bayer is research-based and is aiming for technological leadership in its core activities. Our goals are to steadily increase corporate value and generate a high value added for the benefit of our stockholders our employees and the community in every country in which we operate. We believe that our technical and commercial expertise involves responsibility to work for the common good and contribute to sustainable development. Bayer: Success through Expertise with Responsibility. What decisions do you think Bayer should make in this situation? Should it suspend its patent voluntarily? What recommendations should it make on taking Cipro? Should it back the warning from the CDC? Is it wrong for Bayer to profit from this public health problem? Develop a memo that offers ethical guidelines for a Bayer executive. Show less

 

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