项目四名称:Analyst of Total Sales of Desk top PC and LCD
项目四背景:As contract agreement requested, these records of business transaction from January 1, 2005 through March 31, 2005 were provided for you. The objective of analytical plan is to obtain total sale values for each product, each brand and so forth, further compare whether the average sales are significantly different among the different brands of desktop PC and LCD monitor during the first quarter in 2005.
Statistical Analysis Plan-SAP
-To summarize the total sales for each item among the different brands of desktop PC and of LCD.
-To summarize the total sales for each of different brands of desktop PC and of LCD.
-To report to us with the highest and lowest sales for each desktop PC and each LCD.
-To present which of the retail would be the best purchaser for the different brands of desktop PC and of LCD.
-To compare the difference of average sales across the different brands of desktop PC and of LCD on the basis of statistical inferences.
-To make comments and suggestions.
Analytical Report
Analytical report must present the approaches to be taken in making conclusions on these data.
Required SAS Skills
Data Checking and Validity
Data Manipulation using SAS Functions and Conditional Statements
Data Processing using SAS Statements and DO LOOPS
Data Combination using Set and Merge
Data Analysis using MEANS, FREQ, T-TEST, ANOVA
项目五名称:Associations between Maternal Alcohol Consumption and Low Weight Births
项目五背景:Heavy alcohol consumption during pregnancy is a known a risk factor for adverse perinatal outcomes, such as low weight. There is some debate, however, about the effect of moderate drinking; as well, the mediating influences of cigarette smoking and social class are not fully understood.
Subjects for this survey were selected from pregnant mothers. The information was obtained on drinking history through questionnaires. Alcohol consumption during pregnancy was further obtained. From the initial interview group of 1122 respondents, 900 gave birth to a single fetus after at least 28 weeks of gestation: 85 % of these women completed the questionnaire.
The purpose of this study was to address the relationship between maternal alcohol consumption and the risk of delivering a low weight infant while accounting for smoking status and social status.
Statistical Analysis Plan-SAP
Step I Univariate analysis
-Demographic Characteristics
-The proportions of heavy, moderate, and light drinkers
-The proportions of low weight births by smoking
-The proportions of LBW infants among social class strata
Step II Multivariate analysis and risk estimate
-Model Selection
-Assessed the fitted models by statistically, theoretically, empirically, and biologically.
-Possible interaction factors among the variables in the model should also be checked
-Assessed the fitted model with the DETAILS and LACKFIT Options
Documentation
Preparing documentations for data management
Summarizing one-page results (MS word, Single Space, Style: Normal and Times New Roman, Font: 12)
Required Base SAS Skill
Data Input and Manipulation
Data Processing using Array
PROC FORMAT, FREQ Procedures
PROC LOGISTIC
首先,我们是从实际的工作市场需求方面来分析一下为什么SAS拥有广阔的就业前景。
而北美作为全球经济中重要支柱,是诸多金融巨头,保险公司的聚集地,能够在第一时间内获得或者找到最有价值的信息和资源,对各大企业至关重要,而SAS则是目前能够实现这一目标最流行的工具,故而以惊人的速度得到快速、蓬勃的发展,并且有越来越火的趋势,毫无疑问,相对应的必然是需要大量的此方面的技术人员,所以,很多大的银行和保险机构一直都在招聘大量的业务分析人员(Business Analyst);另外,在北美,由于社会老年化,大量的医药研究公司,也一直迅猛发展,他们需要大批统计分析员(Statistical Analyst),并且付给相当高的报酬及优厚福利,工作稳定舒适。由于SAS广泛应用于金融,保险,临床研究,医药开发,市场调查,政府监管和教育研究部门,所以,在北美的需求居全球之最。SAS在美国的就业前景是浅而易见的,而加拿大对SAS编程和分析人员的需求正步美国的后尘而逐步、稳定攀升。在商务“Evidence Decision Making”和“Right Service to the Right Person at the Right Time”等理念支配下,各大公司、政府、大学等将需要利用自己已经成熟的数据库,挖掘其用价值的信息和知识,成为正确决策的依据,特别是在经济需要从低谷走出来时,更显得其重要性和迫切性。
那么,什么是SAS?
美国SAS软件研究所(SAS Institute Inc.)创建于1976年,总部在美国北卡州。SAS系统是由SAS公司开发的集数据仓库、大规模数据处理、数据挖掘、统计分析、图表制作、网页连接等为一体的计算机软体系统。旨在为用户提供最富有竞争力的武器,让用户为自己的商务发展做出最正确、最有效的决策,即将杂乱无章的原始数据转化为富有价值的信息和知识,令用户的商务在竞争的浪潮中,永远把握正确航向和速度发展、延伸。