Premium Essay

Discriminant Analysis

In:

Submitted By milanalim
Words 1614
Pages 7
Discriminant analysis

The discriminant analysis model involves linear combinations of the following form

D=b0+b1X1+b2X2+…………………+bkXk

The weights b’s are estimated so that the groups differ as much as possible on the values of the discriminant function. Xi is the predictor or independent variable.

The data we have used is bankloan.sav. Since the dependent variable is “previously defaulted” which has nominal values as 0 for ‘NO’ and 1 for ‘YES’, we need to use discriminant analysis. The independent variables or the predictors that is used are “Age in years”, “Level of education”, Years with current employees”, House hold incomes”, “Debt to income ratio”, “Credit card debt”, “Years at current address” and “other debts”. The total number of data available for us is 800.

The tables shown below is the discriminant analysis that is done on this data

Analysis Case Processing Summary | Unweighted Cases | N | Percent | Valid | 700 | 82.4 | Excluded | Missing or out-of-range group codes | 150 | 17.6 | | At least one missing discriminating variable | 0 | .0 | | Both missing or out-of-range group codes and at least one missing discriminating variable | 0 | .0 | | Total | 150 | 17.6 | Total | 850 | 100.0 |

Group Statistics | Previously defaulted | Mean | Std. Deviation | Valid N (listwise) | | | | Unweighted | Weighted | No | Age in years | 35.5145 | 7.70774 | 517 | 517.000 | | Years with current employer | 9.5087 | 6.66374 | 517 | 517.000 | | Level of education | 1.6596 | .90443 | 517 | 517.000 | | Years at current address | 8.9458 | 7.00062 | 517 | 517.000 | | Household income in thousands | 47.1547 | 34.22015 | 517 | 517.000 | | Debt to income ratio (x100) | 8.6793 | 5.61520 | 517 | 517.000 | | Credit card debt in thousands | 1.2455 | 1.42231 | 517 | 517.000 | | Other debt in thousands | 2.7734 | 2.81394 |

Similar Documents

Free Essay

Bankruptcy Prediction

...area is well-suited for testing of increasingly sophisticated, data-intensive forecasting approaches. Contents [hide] 1 History 2 Modern methods 3 References 4 External links [edit]History The history of bankruptcy prediction includes application of numerous statistical tools which gradually became available, and involves deepening appreciation of various pitfalls in early analyses. Interestingly, research is still published that suffers pitfalls that have been understood for many years. Bankruptcy prediction has been a subject of formal analysis since at least 1932, when FitzPatrick published a study of 20 pairs of firms, one failed and one surviving, matched by date, size and industry, in The Certified Public Accountant. He did not perform statistical analysis as is now common, but he thoughtfully interpreted the ratios and trends in the ratios. His interpretation was effectively a complex, multiple variable analysis. In 1967, William Beaver applied t-tests to evaluate the importance of individual accounting ratios within a...

Words: 382 - Pages: 2

Free Essay

Consumer Purchase Behaviour Analysis of Shampoos

...INTRODUCTION In the past few years, beauty concerns have risen among both men and women in India, and this has given a significant boost to the country’s cosmetics industry, especially the hair care market. According to our latest research report on the Indian hair care market, segments like hair oil, shampoo, gel, and hair colour have witnessed an unprecedented growth in the sales. The shampoo market in India is estimated to be 2500 – 3000 crore worth. It is estimated that the hair oil market in India will cross the INR 100 Billion-mark in future. Hair oils / Gels Shampoo and conditioner Styling Products and Hair Colour Hair care Industry This project is intended towards one segment of the hair care industry – Shampoo’s. The major shampoo produces in India are  ITC – Fiama Di Wills  Hindustan Unilever - Sunsilk, Dove, Clinic Plus  Proctor and Gamble – Pantene, Head and Shoulders  L’oreal  Dabur India Ltd  Amway India  CavinKare etc. - L’oreal Paris, Garnier Fructis - Dabur - Amway Page | 1 VGSOM, IIT Kharagpur The most frequently used shampoos in India are the following. Normal Shampoo •Dove, Clinic Plus, Sunsilk, Chic, Fiama Di wills Herbal Shampoo •Ayur, Nyle, Shehnaz Hussain, Dabur, Himalaya, Herbal Essence Premium shampoo •Revelon Flex, Wella, L'oreal, Lakme, Matrix, Amway Anti-Dandruff shampoo •Head and Shoulders, Clinic all clear, Pantene One of the biggest barriers to shampoo usage is the consumer perception that it harms...

Words: 4921 - Pages: 20

Free Essay

Multivariate Analysis

...Multivariate Discriminant Analysis Priyanshi Gupta An Overview  MDA is a statistical technique used to classify an observation into one of the several a priori groupings dependent on the observation’s individual characteristics. It is used primarily to classify and/or make predictions in the problems where dependent variable comes in qualitative form, for example, male or female, bankrupt or non-bankrupt etc.  So the first step is to establish explicit group classifications. We have got observations coming from k groups. We are trying to look at what is the best way or best function in order to discriminate observations coming from different groups.  Once such function is in place, we go to classification which basically is the problem of classification of a new observation into appropriate population using the discriminant function.  So typically in such problems, once you have a set of data (called LEARNING set of data) with observations possibly coming from different populations are pre-classified, having predefined memberships to the groups. And based on the particular previously classified data, we create a discriminant function and can use it after proper calibration to classify a new observation to be coming from one of the groups.  Discriminant analysis is used when groups are known a priori. Types of DA Problems  2 Group Problems... …regression can be used  k-Group Problem (where k>=2)... …regression cannot be used if k>2 Example of a...

Words: 6778 - Pages: 28

Premium Essay

Discriminate Analysis

...Discriminant Function Analysis undertakes the same task as multiple linear regression by predicting an outcome. However, multiple linear regression is limited to cases where the dependent variable an interval variable. Discriminant analysis is a technique for analyzing data when the criterion or dependent variable is categorical and the predictor or independent variables are interval in nature. In many cases dependent variable consist of two or more groups or classification like male, female; low , medium, high etc. * When the criterion(dependent) variable has two categories, the technique is known as two-group discriminant analysis. * When three or more categories are involved, the technique is referred to as multiple discriminant analysis. DA is used when: The dependent is categorical with the predictor IV’s at interval level such as age, income, attitudes, perceptions, and years of education. There are more than two DV categories, Assumptions of discriminant analysis The major underlying assumptions of DA are: The observations are a random sample; Each predictor variable is normally distributed; each of the allocations for the dependent categories in the initial classification are correctly classified; Sample size: Unequal sample sizes are acceptable. The sample size of the smallest group needs to exceed the number of predictor variables. As a “rule of thumb”, the smallest sample size should be at least 20 for a few (4 or 5) predictors. The maximum...

Words: 815 - Pages: 4

Premium Essay

Marketing

...QA Concept Introducing LoadRunner  • Why should you automate performance testing?  • What are the LoadRunner components?  • Understanding LoadRunner Terminology  • What is the load testing process?  • Getting Familiar with HP Web Tours  • Application Requirements  The Power of LoadRunner  • Creating the Load Test  • Running the Load Test  • Monitoring the Load Test  • Analyzing Results  Building Scripts  • Introducing the Virtual User Generator (VuGen)  • How do I start recording user activities?  • Using VuGen’s Wizard mode  • How do I record a business process to create a script?  • How do I view the script?  Playing Back Your Script  • How do I set the run-time behavior?  • How do I watch my script running in real time?  • Where can I view information about the replay?  • How do I know if my test passed?  • How do I search or filter the results?  Solving Common Playback Problems  • Preparing HP Web tours for playback errors  • How do I work with unique server values?  Preparing a Script for Load Testing  • How do I measure business processes?  • How do I emulate multiple users?  • How do I verify Web page content?  • How can I produce debugging information?  • Did my test succeed?  Creating a Load Testing Scenario  • Introducing the LoadRunner Controller  • How do I start the Controller?  • The Controller window at a glance  • How do I modify the script details?  • How do I generate a heavy load?  • How do I emulate real load...

Words: 468 - Pages: 2

Free Essay

Preparing Business Scenario Analyses

...Preparing Business Scenario Analyses The following general guidelines may be used in preparing for an oral or written business scenario analysis and presentation. There may be several feasible courses of action regarding the solution to any case. It is more important to concern yourself with the process of problem definition and isolation, analysis, and evaluation of alternatives, and the choice of one or more recommendations, rather than trying to find a single answer. Very often, the right answer is the one that you can propose, explain, defend, and make work. • The Process of Analyzing a Case 1. Read and study the scenario thoroughly and efficiently. Read the scenario once for familiarity, noting issues that come to the forefront. Read the scenario again. Determine all the facts, making notes about symptoms of problems, root problems, unresolved issues, and roles of key players. Watch for issues beneath the surface. 2. Isolate the problem(s). Get a feel for the overall environment by putting yourself in the position of one of the key players. Seek out the pertinent issues and problems. 3. Analyze and evaluate alternatives. a. Once the problems and issues are isolated, work at gaining a better understanding of causes. In what area of the unit do the problems exist? Why? What caused them? Examine and evaluate the strengths and weaknesses of the unit’s processes (e.g., planning, communication), human behaviors, and/or exhibits (e.g., financial statements,...

Words: 505 - Pages: 3

Free Essay

Pest Analysis

...PEST Analysis One way of planning your business is to undertake a PEST analysis.1 PEST analysis involves looking at the Political, Economic, Socio-cultural and Technological factors that could affect your business. Every business needs to consider a range of external forces in order to take decisions. For many people imagination is very limited and is coloured solely by their own experience and personal beliefs. This can lead to wish fulfilment or a refusal to see reality or recognise the critical changes that are happening in the world around them. It can also lead to grabbing short-term solutions that, if they do not exacerbate problems, certainly ignore the longer term. In the business world pressure is often applied to take decisions quickly, acting on judgement and instinct rather than careful analysis. There are many driving forces in the external environment that might impact on your business. These can be categorised as: • Social; • Technological; • Economic; • Environmental; and • Political. Social forces Social forces include, for example, changing demography and education, etc. The population in Western Europe is relatively static, but the age bands are changing. The number of older people, for example, is growing rapidly. Technological forces Technological forces are changing dramatically quickly. What effects will this have on your production, marketing and distribution plans? Depending on your market, technology might either raise or lower entry barriers...

Words: 371 - Pages: 2

Free Essay

Anaylsis for Emc

...Fall 2015: Industry Analysis in Emerging Markets Your role in this analysis is to work with your team and to look at emerging technologies. From autonomous drones to emergent AI to 3D printers, you are going to research and get a better understanding of our fast-approaching technological future. Scientific American compiled the Top 10 List of Emerging Technologies for 2015. You can start here, but you are not limited to these technologies. You must choose an emerging industry, and will analyze the history of this technology and its industry, the trajectories of the technology, the key competitors, and the trends in the market. The end goal is to develop a comprehensive understanding of the industry, the competitive landscape, emerging trends to watch in the future, and an overall assessment as to the attractiveness of this industry. Your final deliverable for this project will be an in-class presentation, due April 26th. 1) What SIC/NAICS code does your industry fall under? 2) Describe your industry- a. Provide a brief history of your industry. (You may use a timeline in a separate appendix) b.  List and describe the characteristics of the products your industry offers in the marketplace. c. Who are the key competitors in the industry? d. What are the main differences between the products offered by key competitors? e. What strengths & weaknesses (capabilities, complementary resources, related intellectual property, etc.)...

Words: 430 - Pages: 2

Premium Essay

Service Marketing

...http://www.mysensex.comPESTLE « Pestle Summary: India | Main | Pestle summary: USA » 03/28/2009 Pestle Summary China Well, I guess this is where I get controversial, at least a bit. There are others who have predicted that China was in for a tough ride over the past few years, but they mostly got ignored, or were proven wrong by events. And, to a certain extent, if you cry doom long enough you'll always get proved right, given the laws of entropy. So this is a bit 'faux' controversy... This is the introductory note taking exercise for a Pestle analysis of China, drawn on conventional internet sources such as Wikipedia, the CIA World Factbook and Nationmaster. China is the most populous country in the world, with 1.34 billion people. It has the third largest GDP, with $4.84 trillion, behind Japan and the U.S. Like India, the currency and conditions make it useful to look at some statistics using Purchasing Power Parity, which bumps up China's GDP to $7.8 trillion, which would move it ahead of Japan. It also is the second in the world in annual military spending, although that needs a bit of context, as the world's number two spends about 15% of what the world number one (USA) spends. But with PPP, that looks like more money, and insofar as it is used to pay salaries, rather than buy Israeli rocket parts, PPP is valid in this context too. China is badly governed by the Communist Party, and in my five-year Pestle forecast I will be making the case that misgovernance will...

Words: 1059 - Pages: 5

Free Essay

Bsa/375

...McCauley, COO * Hugh McCauley, COO of Riordan has sent a service request to us. The service request SR-rm-022 stats that Riordan wants to make improvement on their current HR tools. They are currently using a variety of HR tools and would want’s us create one integrated application. To do this we will have to do a system analysis of their current system. An analysis will be made with recommendations to upgrade and consolidate their system. * The service request is basically a project statement. This is a document from the customer who clearly states what the project should deliver and outline the high-level work required for completing this project * (SR-rm-022). Riordan Manufacturing has 550 employees worldwide and has projected earnings of $46 million. It is a fortune 1000 enterprise with $1 billion in excess revenues. It is wholly owned by Riordon Industries and based in San Jose , California. * . We will use the joint application design (JAD) for our system analysis, this should help keep the analysis efforts to a minimum. Fact finding is at the core of system analysis. Interviewing of individuals who understand the current system and any known issues, including future activities needed. To do this observation of how data is handled and how this is used for their jobs. Through study of the documents, policies, and procedures in reference to the system. * Interviewing and gathering...

Words: 397 - Pages: 2

Free Essay

Hr Stratgey

...29th, 2013 Angela Lucente Planning For People Job analysis is an important process, any organization used to use it in order to collect information and data about required skills, level of education, work environment, responsibilities, and the duties to create a job description, recruiting plans, and performance development planning (Susan M. Heatfield, 2013). Once job analyses are updated as described, a summary of the results is normally prepared in writing in the form of a job description (Wayne F. Cascio, 2010). According to my reading chapter five about job analysis process. There are some topics I felt comfortable with, such as alternative perspectives on jobs. This topic add to my knowledge many information and explained how jobs are important to organizations, what is the highly unusual jobs that some organizations required it, and distinguish job analysis form job design (Wayne F. Cascio, 2010). On the other hand, I struggled with topic job requirements because there are many methods created in order to study job requirements and none of them alone is sufficient. Thus, it is essential to integrate this methods to obtain the results of the tasks and duties of a job (Wayne F. Cascio, 2010). It is not that easy to implement the methods of job analysis, such as job performance, observation, interview, critical incidents, and structured questionnaire, those are the most five common methods of job analysis and each one of those takes time and effort to achieve desirable...

Words: 321 - Pages: 2

Premium Essay

Job Analysis Examination

...------------------------------------------------- Running header: Job Analysis Methods ------------------------------------------------- Abstract Examination of different methods utilized to create a comprehensive job analysis, including advantages and disadvantages of all approaches. There are several methods that can be utilized to create a comprehensive job analysis. A job analysis provides a better understanding of the positions within an organization, which will allow the recruitment process to be more focused, consistent and thorough. The first method that can be employed to create an effective job analysis is the Critical Incidents Technique. This technique identifies circumstances that arise in a current position, what action was taken, and the consequences of the action, to identify the effective and ineffective behaviors in job performance. These critical situations are documented by interviewing former jobholders, supervisors, or by reviewing documents and logs from the job. Job duties are examined, and then critical incidents are identified to determine poor or good performance issues related to a specific job requirement. This technique is useful for covering job events that may not be covered in a general job description. Identifying atypical circumstances that may arise in a position can aid in finding a candidate that would be an ideal fit. Reviewing these critical incidents also enable the recruitment process to be shaped to include more pointed questions...

Words: 916 - Pages: 4

Premium Essay

Google Car

...to accomplish that soon, also technology is to expensive. Other companies building autonomous cars said that they are working on vehicles that will be able to safely make that switch. Volvo says that it expects to have its cars tested on city streets by 2020. The Google management team faced several questions. Should Google continue to invest in the technology behind self-driving cars? How could Google's core software-based and search business benefit from self-driving car technology? As large auto manufacturers began to invest in automotive technology themselves, could Google compete? Was this investment of time and resources worth it for Google? Environmental Scanning (external and internal analysis): PEST Analysis After reading the case study Google car I have used the PEST analysis model in which the following was concluded: 1. Political Factors: Government’s regulations on automobile transportation are one of the major aspects in Google's car that have legal barriers. Due to that most of the governments do not have specific laws for self-driving vehicle and there are no federal standards for autonomous cars special permission in all US states adjusted for road test. Laws need to be adapted to accidents liability for insurance purposes. 2. Economic Factors: Cost is a concern, due to the investment in technology required to be adapted to cars an estimated of $150,000 in equipment. The consumers are not willing to spend more than $3,000 for autonomous driving applications...

Words: 479 - Pages: 2

Free Essay

Vaan Lan

...implementation actions you recommend should be explicit and thoroughly explained. Occasionally, careful evaluation of implementation actions may show the strategy to be less favorable than you thought originally. A strategy is only as good as the firm's ability to implement it effectively. Therefore, effort to determine effective implementation is important. Process Issues You should ensure that your presentation (either oral or written) has logical consistency throughout. For example, if your presentation identifies one purpose, but your analysis focuses on issues that differ from the stated purpose, the logical inconsistency will be apparent. Likewise, your alternatives should flow from the configuration of strengths, weaknesses, opportunities, and threats you identified by the internal and external analyses. Thoroughness and clarity also are critical to an effective presentation. Thoroughness is represented by the comprehensiveness of the analysis and alternative generation. Furthermore, clarity in the results of the analyses, selection of the best alternative strategy, and design of implementation actions are important. For example, your statement of the strengths and weaknesses should flow clearly and logically from the internal analyses presented. Presentations (oral or...

Words: 305 - Pages: 2

Premium Essay

Pest Analysis Italy

...BLEND TWO COUNTRY ANALYSIS ITALY Task: You will carry out an analysis of Italy today in order to have a general idea of its current state of affairs. To do this you will visit several sites to gather the necessary information. This information should then be transferred in note-form onto the table below. You will then use these notes to give a short, informal presentation during the following class session. Procedure: You will use a well-known analytical tool: THE PEST ANALYSIS. Although this tool was originally created for the business environment, it is now used in many sectors to analyse organisations, projects and systems. STEP ONE: WHAT IS A PEST ANALYSIS 1. First you need to find out what a PEST analysis is: Go to http://www.rapidbi.com/created/the-PESTLE-analysis-tool.html#political Read quickly through the information and write short answers to the following questions: What sort of picture does a Pest analysis offer? Why is it important to take these factors into account? What are some common uses of the Pest? In what situation might you use a Pest in your own professional context? The Table below gives some of the indicators which may be relevant for each category. Can you think of any other factors to consider? Add them to the corresponding column. PEST ANALYSIS TEMPLATE Political / Legal Economic Social Technological - Government organisation / attitude - Economic growth (overall; by industry sector) - Income...

Words: 615 - Pages: 3