Exploring Complex Survey Data Analysis Using R: A Tidy Introduction with {Srvyr} and {Survey}

Zimmer, Stephanie, Powell, Rebecca, Velásquez, Isabella

Exploring Complex Survey Data Analysis Using R: A Tidy Introduction with {Srvyr} and {Survey}
  • 出版商: CRC
  • 出版日期: 2024-11-19
  • 售價: $3,250
  • 貴賓價: 9.5 折 $3,088
  • 語言: 英文
  • 頁數: 346
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032302860
  • ISBN-13: 9781032302867
  • 相關分類: R 語言、Data Science

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Surveys are powerful tools for gathering information, uncovering insights, and facilitating decision-making. However, to ensure the accurate interpretation of results, they require specific analysis methods. In this book, readers embark on an in-depth journey into conducting complex survey analysis with the {srvyr} package and tidyverse family of functions from the R programming language. Intended for intermediate R users familiar with the basics of the tidyverse, this book gives readers a deeper understanding of applying appropriate survey analysis techniques using {srvyr}, {survey}, and other related packages. With practical walkthroughs featuring real-world datasets, such as the American National Election Studies and Residential Energy Consumption Survey, readers will develop the skills necessary to perform impactful survey analysis on survey data collected through a randomized sample design. Additionally, this book teaches readers how to interpret and communicate results of survey data effectively.

Key Features:

  • Uses the {srvyr} package and tidyverse family of packages.
  • Grants a conceptual understanding of the statistical methods that the functions apply to.
  • Includes practical walkthroughs using publicly available survey data.
  • Provides the reader with the tools for interpreting, visualizing, and presenting results.

商品描述(中文翻譯)

調查是收集資訊、揭示見解和促進決策的重要工具。然而，為了確保結果的準確解釋，它們需要特定的分析方法。在這本書中，讀者將深入探索如何使用 R 程式語言中的 {srvyr} 套件和 tidyverse 函數家族進行複雜的調查分析。本書適合對 tidyverse 基礎知識有一定了解的中級 R 使用者，幫助讀者更深入地理解如何使用 {srvyr}、{survey} 和其他相關套件應用適當的調查分析技術。透過實際的操作示範，使用如美國國家選舉研究和住宅能源消耗調查等真實世界數據集，讀者將培養執行影響力調查分析所需的技能，這些分析是基於隨機抽樣設計收集的調查數據。此外，本書還教導讀者如何有效地解釋和傳達調查數據的結果。

主要特色：
- 使用 {srvyr} 套件和 tidyverse 套件家族。
- 提供對函數所應用的統計方法的概念理解。
- 包含使用公開可用調查數據的實際操作示範。
- 為讀者提供解釋、視覺化和呈現結果的工具。

作者簡介

Stephanie Zimmer, PhD, is a senior survey statistician with 10 years experience in survey sampling and design, survey weighting and analysis, and data management. She is an expert statistical programmer in R, SAS, and SUDAAN. She earned her PhD in Statistics from Iowa State University and her BS in Statistics from NC State. After earning the RStudio Tidyverse Trainer certification, she co-taught two courses on tidy survey analysis in R. She is currently a Senior Research Statistician at RTI International.

Rebecca J. Powell, PhD, is the Director of Data Management and Survey Programming at Fors Marsh. Her research interests focus on visual design of questionnaires and contact materials. Dr. Powell is a Certified RStudio Tidyverse Trainer and has taught courses and webinars on data management in R and tidy survey analysis in R at both AAPOR and MAPOR. She has a PhD in Survey Research and Methodology from the University of Nebraska-Lincoln and a BS and MS in Applied Statistics from Rochester Institute of Technology.

Isabella Velásquez is a content strategist, data enthusiast, and author. Her experience spans data collection, grantmaking, strategy development, and survey instrument development. She earned her MSc in Analytics and BA in Economics and East Asian Languages and Civilizations from the University of Chicago. She currently works as a Sr. Product Marketing Manager at Posit Software, PBC.

作者簡介(中文翻譯)

Stephanie Zimmer, PhD，是一位資深調查統計學家，擁有10年的調查抽樣與設計、調查加權與分析以及數據管理經驗。她是R、SAS和SUDAAN的專家統計程式設計師。她在愛荷華州立大學獲得統計學博士學位，並在北卡羅來納州立大學獲得統計學學士學位。在獲得RStudio Tidyverse Trainer認證後，她共同教授了兩門關於R中整潔調查分析的課程。她目前是RTI International的資深研究統計學家。

Rebecca J. Powell, PhD，是Fors Marsh的數據管理與調查程式設計主任。她的研究興趣集中在問卷和聯絡材料的視覺設計上。Powell博士是認證的RStudio Tidyverse Trainer，並在AAPOR和MAPOR教授過有關R中的數據管理和整潔調查分析的課程和網路研討會。她在內布拉斯加州林肯大學獲得調查研究與方法論的博士學位，並在羅切斯特理工學院獲得應用統計學的學士和碩士學位。

Isabella Velásquez是一位內容策略師、數據愛好者和作者。她的經驗涵蓋數據收集、撥款、策略發展和調查工具開發。她在芝加哥大學獲得分析學碩士學位和經濟學及東亞語言與文明的學士學位。她目前在Posit Software, PBC擔任資深產品行銷經理。

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