Got a tricky question? Receive an answer from students like you! Try us!

logistic regression classifier for the churn Data - Coursework Example

Only on StudentShare
Author : michaelmuller

Summary

Question 1: For the churn data the package used for analysis is SPSS because it is more versatile and conversant. The churn variable is considered as output, good/bad and the other variables are treated as independent. The independent variables are checking, duration, history, purpose, amount, savings, employed, install, marital, coapp, resident, property, age, other, housing, existcr, job, depends, telephon and foreign…

Extract of sample
logistic regression classifier for the churn Data

The programming code is as follows: LOGISTIC REGRESSION VARIABLES good_bad   /METHOD=ENTER checking duration history purpose amount savings employed installp marital coapp resident property age other housing     existcr job depends telephon foreign   /CONTRAST (purpose)=Indicator   /CLASSPLOT   /PRINT=CORR   /CRITERIA=PIN(0.05) POUT(0.10) ITERATE(20) CUT(0.5). Then the analysis is presented below: Case Processing Summary Unweighted Cases N Percent Selected Cases Included in Analysis 964 96.4 Missing Cases 36 3.6 Total 1000 100.0 Unselected Cases 0 .0 Total 1000 100.0 a. If weight is in effect, see classification table for the total number of cases. ...
Download paper

Related Essays

Data analysis. Statistical Significance of the Parameters
0= -148.2206 ? 1= -1.287395 ? 2= 1.809622 ? 3= 0.590396 ? 4= -21.48169 ? 5= 5.619403 ? 6= -14.51467 ? 7= 29.36026 From the above table, it can be noticed that the constant is -148.22 which means these manhours are available to operate an establishment if there is no factor available. Average daily occupation has the negative relationship with the manhours such that to add 1 extra manhour the average daily occupation will reduce by -1.28. Monthly average number of check-ins has the positive impact on the manhours such that for 1 extra man hour, 1.80 check-in are required. The coefficient for…
12 pages (3012 words)
Analysing data
As indicated from Table 1, the number one purpose of the performance appraisal (PA) for employees is to give feedback where 26.7% of the employees strongly agreed and 57.3% agreed. The second purpose was to develop employees’ performance at 25.3% (strongly agreed) and a staggering 61.3% of the employees agreed. The third most important purpose for the employees is to relieve uncertainty among employees where 22.7% and 56% strongly agreed and agreed, respectively. On the other hand, the results from Table 2 revealed that managers perceive giving feedback as its primary purpose where 33.3% of…
5 pages (1255 words)
procurement logistic and supply chain management
Cooper et al (1997) mentioned that practitioners and educators have variously addressed the concept of supply chain management as an extension of logistics, or as an all-encompassing approach to business integration. BCAM is headed by James Irvine, Managing Director holding 40% of the shares while Tom Irvine is the Production Director with 25% shares in the company. The company was established 100 years ago by the Irvine family which came into existence during mass industrialization of UK agricultural sector manufacturing tractors and wide range of associated agricultural equipments like…
8 pages (2008 words)
Data Table Analysis
Beside above, this elaborates the steps used to generate a pivot table using Kudler’s general ledger inventory data and explains how all the data in the pivot table may be developed and used for decision making in management for Kudler.   Inventory data table of the Kudler’s helps every person to read easily the table and enables them to easily explain the information in the table. This particular table is categorized into inventory item, codes of GL, summary line items and finally the amount. Evaluating the design elements of the data tables from an accounting perspective: Data tables…
3 pages (753 words)
Field Work and Data Collection
2.1 Methodology The methodology used in this study is a survey and relevant research. 2.2 Tool Used A questionnaire has been prepared and other relevant information will be obtained from different sources like journals, newspapers, magazines and articles. 2.3 Rationale of Questionnaire and Other Sources Used The research method that has been used in this study in order to achieve the above mentioned objective is a questionnaire (Appendix – 1). The questionnaire consists of 16 questions that are predominantly closed-ended in nature and it has been prepared for the participants who have the…
7 pages (1757 words)
financial data analysis
A clear linear relationship is not evident, which could be an indicator that WHEATHD is a poor predictor of WHEATSF. Figure 1: the plot of WHEATSF against WHEATHD Model R R Square Adjusted R Square Std. Error of the Estimate Change Statistics R Square Change F Change df1 df2 Sig. F Change 1 .421a .177 .174 27.2183 .177 53.344 1 248 .000 Table1: Model regression summary Table 1 above presents a summary of the regression summary. From this, adjusted R squared is 0.17, a figure that is very small indicating that the model is not very good in predicting the dependent variable as it is highly…
4 pages (1004 words)
Individual Data Analysis Report
Although he has enough knowledge needed to start such an upscale restaurant, he is unsure about the demand for such a restaurant in the city. The city had a population of nearly 500,000 but he could not provide any assurance regarding the taste or the income which would generate the demand for his restaurant. In such a situation, Michael requires to collect some additional information, on the basis of which he will succeed in promoting his restaurant properly and make the design, choices and price as per the preferable choice of the customers. In this context, the project aims to answer the…
12 pages (3012 words)