A Case Method for Teaching Statistics

IF 1.7 4区 经济学 Q2 ECONOMICS Journal of Economic Education Pub Date : 1999-01-24 DOI:10.1080/00220489909595938
W. Carlson
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引用次数: 40

Abstract

Knowledge of statistical methods is becoming increasingly important for economics students. Productivity and resource-usage analyses are rapidly expanding in all economic sectors. Policy research and program evaluation require statistical procedures. Improved statistical computer packages and the explosion of electronic data sets have expanded the opportunity for statistical applications to economic problems. The practice of bringing realistic applications and cases into economic education is growing in general (Siegfried et al. 1991; Schodt and Carlson 1995) and particularly in statistics classes (Becker 1996; Hilmer 1996; Carlson and Smith 1997). Reports from these authors confirm the importance of active student involvement in the learning process. Students regularly report that the case projects require considerable effort but are the most important contribution to their learning. In this article, I report on the results of using cases in a statistics course required for the economics major at a private liberal arts college. I show how students working with realistic databased cases become interested in the economic problem and, as a result, are motivated to learn statistical methods. Class sections typically have between 15 and 30 students. The course has a calculus prerequisite and is part of a major that emphasizes mathematical rigor and problem-solving applications in many courses. The statistics course topics include descriptive statistics, discrete and continuous probability, parametric probability distributions, random variables and functions of random variables, classical statistical inference, and simple and multiple regression. Classical inference and regression analysis are each allocated approximately one-third of the course time with the other topics in the remaining one-third. The textbook (Carlson and Thorne 1997) presents the mathematical content of the statistical procedures and emphasizes teaching by using realistic examples. In course lectures, I emphasize rigorous understanding of the statistical procedures and their application to economic problems. Applications require extensive use of the Minitab statistical package. Cases are used extensively because the economics students who take this course are primarily interested in the study of economics and not mathematical statistics. Students are presented with a situation that requires statistical and economic analysis to solve a realistic problem. In the cases, students must first apply economic analysis to identify the key issues and to formulate the analysis. Data from real applications are provided with the cases, and students prepare their statistical computations using the Minitab statistical package. Student teams prepare a written report, addressed to a policy decisionmaker. This report reinforces
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统计学教学的案例教学法
统计方法的知识对经济学专业的学生来说变得越来越重要。生产力和资源使用分析正在所有经济部门迅速扩大。政策研究和项目评估需要统计程序。改进的统计计算机软件包和电子数据集的爆炸式增长扩大了将统计应用于经济问题的机会。将现实应用和案例引入经济教育的做法总体上正在增长(Siegfried et al. 1991;Schodt and Carlson 1995),特别是在统计学课程中(Becker 1996;Hilmer 1996;Carlson and Smith 1997)。这些作者的报告证实了学生积极参与学习过程的重要性。学生经常报告说,案例项目需要相当大的努力,但对他们的学习是最重要的贡献。在这篇文章中,我报告了在一所私立文理学院经济学专业必修的统计学课程中使用案例的结果。我展示了学生如何在处理现实的数据库案例时对经济问题产生兴趣,从而有动力学习统计方法。每班通常有15到30名学生。该课程以微积分为先决条件,是强调数学严谨性和许多课程中问题解决应用的专业的一部分。统计课程的主题包括描述性统计、离散和连续概率、参数概率分布、随机变量和随机变量函数、经典统计推断、简单和多元回归。经典推理和回归分析各占大约三分之一的课程时间,其他主题占剩下的三分之一。教材(Carlson and Thorne 1997)介绍了统计程序的数学内容,并强调使用实际例子进行教学。在课堂上,我强调对统计程序的严格理解,以及它们在经济问题上的应用。应用程序需要大量使用Minitab统计包。案例被广泛使用,因为选修这门课程的经济学学生主要对经济学研究感兴趣,而不是数理统计。学生将面对一种需要统计和经济分析来解决现实问题的情况。在这种情况下,学生必须首先运用经济分析来确定关键问题并制定分析。案例提供了实际应用的数据,学生使用Minitab统计软件包准备统计计算。学生小组准备一份书面报告,致政策制定者。这份报告强调
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来源期刊
CiteScore
1.80
自引率
11.10%
发文量
32
审稿时长
24 weeks
期刊介绍: The Journal of Economic Education offers original articles on teaching economics. In its pages, leading scholars evaluate innovations in teaching techniques, materials, and programs. Instructors of introductory through graduate level economics will find the journal an indispensable resource for content and pedagogy in a variety of media. The Journal of Economic Education is published quarterly in cooperation with the National Council on Economic Education and the Advisory Committee on Economic Education of the American Economic Association.
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