Business And Applied Statistics Research Essays, Book Reports, Term Papers

This essay Business And Applied Statistics Research Essays, Book Reports, Term Papers has a total of 4427 words and 33 pages.

business and applied statistics research Table of Contents: Executive Summary 1 Problem/Opportunity 2-4 Objectives/Goals 5 Research Design 5-6 Data Collection 6-9 Data Analysis 9-10 Data Interpretation 10-11 Appendix: Appendix A(College Pro Overview) 12 Figure A(Questionnaire-rough draft) 13 Crosstabulation Table 14 Appendix B(Calculations/Equations) 15-16 Appendix C(Manager Success Model) 17 Figure B(Graphs) 18 References 19 Resume 20 Keeping Quality Under Control A Proposal For xxxxxxxxxx 1999 Executive Summary I am coming to xxxxxxxxx with a research proposal that could quite possibly revitalize the spirit in which it was founded. Since xxxxxx first began in 1978, quality workmanship has been one of the principles around which its foundation was constructed. It is that very same principle that established a clientele which has supported xxx over the years with repeat business and word of mouth recommendations. After having the privilege of working for xxx this past summer I was able to gain some insight on a problem that could potentially crack that foundation. After years of high quality performance it appears to me that, like many other opportunistic companies, xxx has let targets and numbers get in the way of the thing that made them the largest residential painting company in the world. That thing is quality. It is my assertion that the production target driven structure which xxx has grown to embrace is the culprit in an ongoing decrease in overall quality. If given the chance I am capable of doing pertinent business research that can determine the existence or lack there of of an association between production targets and quality ratings. This research will not only allow management to understand the connection between these targets and quality but also enable them to pick any desired level of overall quality by choosing the corresponding production target. Such understanding will inherently lead to and increase in overall quality. However, there are countless indirect results of such an understanding. To name a few: increased profits, increased demand, lowered stress, less turnover and on and on. The majority of this proposal details specifically how I would go about obtaining and analyzing this data as well as what it could do for you. Thank you for your time and consideration. NOTE: If the reader is not familiar with xxx please read the brief company description in Appendix A. Problem/Opportunity Description: Overview xxxx has three main principles by which it stands. These principles are intended to guide administrators in the decision making process and lead managers on a daily basis as they work with customers and painters. As I understand it, these three statements are the commandments of the xxx business. Do as they say and you can do no wrong. In everything you do quality should be the motivating factor. This is one of the three principles and today this commandment is under scrutiny. Recently I had the privilege of working for The Franchise Company(founder of xxx), so I have some insight as to how the company operates. One of the things that I noticed was a discrepancy between quality and production targets(aka Designated Target DT). Larger production targets do not inherently imply that quality will go down. If an emphasis is placed on quality above all things then a well run business can maintain the same level of quality no matter what the DT. However, I believe that one can find some drastic inconsistencies between what xxx preaches and what xxx teaches. From personal experience, I can attest to the fact that hitting your DT is the number one priority. As I would expect, xxx administration maintains that quality(one of the founding principles) is their number on priority no matter what the DT. The problem here is, through no fault of their own, xxx is unaware of the impact that higher DTs have on young managers interest in quality. In an insert from a xxx field manual called “Manager Success Model,” the contradiction is blatantly obvious. On one side of the sheet points are given for quality, profit and volume.(see Appendix C) The points awarded at the “star” level are twice as much(twice as significant) as both profit and volume which are equal in points. However, on the other side of the sheet the exact wording is “xxx and your General Manager will deem your summer a success provided that you hit your sales target, make between $6,000 and $10,000 and deliver quality service to your customers…” In my opinion the order of the latter is more indicative of the true culture. Quality Contradiction There are three factors that undermine the quality commandment. 1) When a manager hits his DT he pays less royalty on each job produced thereafter. 2) The general managers who set the DTs for the managers receive a bonus when each manager hits the designated DT. 3) The company as a whole will naturally make more money as more DTs are met. It is this structure that undermines the culture and specifically the quality that xxx’s three principles try and instill. It is not necessarily intentional but rather unavoidable. Benefit of Quality In my opinion, xxx has the right idea in trying to emphasize quality. Quality is the cornerstone of the most powerful means of getting more contracts and that is word of mouth. It is the number one goal of most companies to provide a service or product at such a level that new business is generated by word of mouth. According to Gitlow the benefits of improving quality are similar. He puts them in this order: “1) Productivity rises 2) Quality Improves 4) Price can be cut 5) Cost per good unit or service is lowered 6) Worker morale goes up”(Gitlow, 1990) Downfall of Low Quality Poor quality of work damages the business more than large DTs help it. It is hard to calculate the effects of low quality on a business because the repercussions are intangible. Here are three of the main outcomes from a low level of quality. For one, there are an inflated number of complaints that have to be dealt with on a daily basis by employees whose sole job it is to listen to complaints. These are employees that could be used elsewhere or not at all. Secondly, every year there are several huge lawsuits that are the direct result of neglect. The majority of these settlement fees and lawyer fees could be avoided with a consistent emphasis on quality. Finally, one of the toughest things for xxx to do year in and year out is bring in qualified managers and train them. This requires a huge amount of resources. Quality is one of the main factors that ultimately drives managers away which leads to xxx having to rehire and retrain. When quality is high there are fewer job-site problems and an overall lowered level of stress for the manager. This means a happy manager at the end of the season and usually a returning manager (CPPs most valuable asset). Opportunity By continuing to emphasize quality and restructuring certain aspects of the DT program, xxx may initially show a drop in revenue. On the other hand, the ultimate benefits of such an adjustment bode increased profits, smoother operation, and long term stability. As Brown puts it “The goal of research is not to measure past performance, but to drive future behavior.”(Brown, 1991) With the right data and the proper research I feel that I can provide xxx with the information necessary to create a marriage between production targets(DTs) and the quality of the work. Such a marriage would allow for a maximum level of production at a desired level of quality. Research Objectives/Goals Hypothesis: An increase in production targets will lead to an overall decrease in quality ratings. If you contract with me: 1) I will attempt to demonstrate to you that there is a relationship between production targets and the quality ratings from customers. 2) I will dissever the nature of the relationship determined in (1). 3) I will provide you with the necessary information for determining the level to adjust your DTs to in order to achieve a desired average quality rating.(ie you want and average quality rating of x out of y—I will tell you how to set a DT to achieve that level of success) Plainly put, the goal of the research which I would conduct is to provide xxx with the know-how to dictate their own quality level. The information from this research will allow me to demonstrate to you how xxx can maintain a desired level of excellence(as per its principles) while maximizing production. Research Design In order to achieve the former objectives we must go through all the steps that are involved in a research project. The following is a practical order of events from start to finish.  Identify the problem/opportunity (this has already been done-see above)  Data Collection Method  Design a questionnaire/survey for the target population  Define population  Determine method of sampling  Distribute questionnaires to sample  Data Analysis  Decide which method of displaying data makes analysis most efficient  Figure out which test will best suit the objectives  Interpret Results  Work with management to determine appropriate levels of certainty  Present results in layman’s terms to management To do this research for xxx I would need information first on quality ratings and then information on the corresponding DTs. (ie customer x gave a rating of 3 and he was the customer of a manager who had DT y) Data Collection Questionnaire Design Because xxx does not have existing data on customer satisfaction as it pertains to quality, I would be designing the questionnaires from scratch. When designing a questionnaire there are a few things to keep in mind. - questionnaire should be relatively short (about 1 page) - questions should move from impersonal to more personal - questions should be simple - specifically, this questionnaire should cover all aspects of quality(idea of quality may vary from person to person) (personal communication, Dickson, BPA 402, 1999) See Figure A in appendix(rough draft of a questionnaire) This particular questionnaire asks about quality of a xxx job. Possible answers are provided on an ordinal scale which provides for distinct differences between responses. Specifically, it was designed around the Likert scale model. In this model a statement is made about quality and respondents are asked to respond based on how much or how little they agree with the statement. (ie the quality of work was good: 1)strongly disagree 2)disagree 3)neutral 4)agree 5)strongly agree) By making a statement and making the end points of responses polar opposites, I can determine the degree to which the customer feels one way or another about quality. In this case, all statements about quality are positive so that a high score(5) represents high quality and vice versa. These types of questions are also known as closed questions. “Closed questions have become the mainstay of survey researchers.”(Patricia Labaw, 1980) However there are several drawbacks to the closed question, the most notable being “that researchers may not know what the answers really meant to the respondent.”(Ibid) In this case, I feel like the closed question will be easier to analyze and more efficient. Defining Population In this case we want our population to consist of people who have already had their houses painted by a xxx manager. In order to minimize variables that might affect quality other than DTs, we also should limit the population to customers in the state of Washington and Oregon from the 1999 season. Sampling Sample size represents the number of people from the target population that are going to receive the questionnaire. Sample sizes will vary depending on what we want to do with the data and how confident management wants to be that the information wasn’t tainted by sampling error. The sample for our purposes will be a probability sample. This is generally more time consuming and costly, but it will allow us to project our results onto the entire population and make a more confident conclusion since it is a random sample. (each member has an equal chance of being selected) The probability of being selected is equal to 1/n where n is the number of people in the population. I would choose the stratified sampling method which would allow me to split the population into two mutually exclusive groups.(ie income or geographic location) Next, samples are taken from each group at random. This can help to minimize random sampling error. For instance, we don’t want people from only one level of income. In this case, I would split my population by geographic location. In the xxx business it is common knowledge that customers vary drastically from area to area. Another appropriate reason for using the stratified method is that is requires smaller sample sizes. In this situation, the total population is not that big. Because the total sample size should not excede 5% of the total population a smaller sample is adequate. One of the strengths and weaknesses inherent in the stratified sampling technique is the relatively smaller size of the sample. This means less time and cost but potentially greater random error. Another weakness is that the information necessary to properly stratify the sample is not always available.(Gates, McDanie

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