Applied Statistics and Multivariate Data Analysis for Business and Economics: A Modern Approach Using R, Spss, Stata, and Excel
暫譯: 商業與經濟應用統計與多變量數據分析:使用 R、SPSS、Stata 和 Excel 的現代方法

Cleff, Thomas

商品描述

This comprehensive textbook equips students of economics and business, as well as industry professionals, with essential principles, techniques, and applications of applied statistics, statistical testing, and multivariate data analysis. Through real-world business examples, it illustrates the practical use of univariate, bivariate, and multivariate statistical methods.

The content spans a broad range of topics, from data collection and scaling to the presentation and fundamental univariate analysis of quantitative data, while also demonstrating advanced analytical techniques for exploring multivariate relationships. The book systematically covers all topics typically included in university-level courses on statistics and advanced applied data analysis. Beyond theoretical discussion, it offers hands-on guidance for using statistical software tools such as Excel, SPSS, Stata, and R.

In this completely revised and updated second edition, new sections on logistic regression are included, along with enhanced examples and solutions using R for all covered statistical methods. This edition provides a robust resource for mastering applied statistics in both academic and professional settings.

商品描述(中文翻譯)

這本全面的教科書為經濟學和商業的學生以及業界專業人士提供應用統計學、統計檢定和多變量數據分析的基本原則、技術和應用。通過真實的商業案例,它說明了單變量、雙變量和多變量統計方法的實際應用。

內容涵蓋廣泛的主題,從數據收集和標準化到定量數據的呈現和基本單變量分析,同時展示了探索多變量關係的高級分析技術。這本書系統地涵蓋了大學級統計學和高級應用數據分析課程中通常包含的所有主題。除了理論討論外,它還提供了使用統計軟體工具(如 Excel、SPSS、Stata 和 R)的實用指導。

在這本完全修訂和更新的第二版中,新增了有關邏輯回歸的章節,並增強了使用 R 的示例和解決方案,涵蓋所有統計方法。本版為在學術和專業環境中掌握應用統計學提供了強大的資源。

作者簡介

Thomas Cleff is Professor of Quantitative Methods for Business and Economics and has been Dean of the Business School at Pforzheim University for more than 10 years. He is a member of many international academic advisory boards worldwide and an expert in international accreditation and academic partnerships. His research focuses on quantitative analysis in international marketing, innovation research and brand research.

作者簡介(中文翻譯)

托馬斯·克萊夫(Thomas Cleff)是商業與經濟定量方法的教授,並且在普福爾茨海姆大學的商學院擔任院長超過10年。他是全球多個國際學術諮詢委員會的成員,並且在國際認證和學術夥伴關係方面是專家。他的研究專注於國際行銷的定量分析、創新研究和品牌研究。