Information Quality: The Potential of Data and Analytics to Generate Know (epub)

相似文件 换一批

是 否 +2 论坛币

k人 参与回答

经管之家送您一份

应届毕业生专属福利!

求职就业群

赵安豆老师微信：zhaoandou666

经管之家联合CDA

送您一个全额奖学金名额~ !

立即领取

感谢您参与论坛问题回答

经管之家送您两个论坛币！

+2 论坛币

Information Quality: The Potential of Data and Analytics to Generate Knowledge

Ron S. Kenett, Galit Shmueli



Provides an important framework for data analysts in assessing the quality of data and its potential to provide meaningful insights through analysis

Analytics and statistical analysis have become pervasive topics, mainly due to the growing availability of data and analytic tools. Technology, however, fails to deliver insights with added value if the quality of the information it generates is not assured. Information Quality (InfoQ) is a tool developed by the authors to assess the potential of a dataset to achieve a goal of interest, using data analysis.  Whether the information quality of a dataset is sufficient is of practical importance at many stages of the data analytics journey, from the pre-data collection stage to the post-data collection and post-analysis stages. It is also critical to various stakeholders: data collection agencies, analysts, data scientists, and management.

This book:

• Explains how to integrate the notions of goal, data, analysis and utility that are the main building blocks of data analysis within any domain.
• Presents a framework for integrating domain knowledge with data analysis.
• Provides a combination of both methodological and practical aspects of data analysis.
• Discusses issues surrounding the implementation and integration of InfoQ in both academic programmes and business / industrial projects.
• Showcases numerous case studies in a variety of application areas such as education, healthcare, official statistics, risk management and marketing surveys.
• Presents a review of software tools from the InfoQ perspective along with example datasets on an accompanying website.

This book will be beneficial for researchers in academia and in industry, analysts, consultants, and agencies that collect and analyse data as well as undergraduate and postgraduate courses involving data analysis.

Table of Contents

Foreword ix

About the authors xi

Preface xii

Quotes about the book xv

About the companion website xviii

PART I THE INFORMATION QUALITY FRAMEWORK 1
1 Introduction to information quality 3
2 Quality of goal, data quality, and analysis quality 18
3 Dimensions of information quality and InfoQ assessment 31
4 InfoQ at the study design stage 53
5 InfoQ at the postdata collection stage 67

PART II APPLICATIONS OF InfoQ 79
6 Education 81
7 Customer surveys 109
8 Healthcare 134
9 Risk management 160
10 Official statistics 181

PART III IMPLEMENTING InfoQ 219
11 InfoQ and reproducible research 221
12 InfoQ in review processes of scientific publications 234
13 Integrating InfoQ into data science analytics programs, research methods courses, and more 252
14 InfoQ support with R 265
15 InfoQ support with Minitab 295
16 InfoQ support with JMP 324

Index 351

原版 PDF:
https://bbs.pinggu.org/thread-4904329-1-1.html

EPUB:

本帖隐藏的内容

Information Quality_The Potential of Data and Analytics to Generate Knowledge.epub (32.41 MB, 需要: 20 个论坛币)

2016-12-1 14:50:11 上传

需要: 20 个论坛币  [购买]

epub 压缩包：
Information Quality_The Potential of Data and Analytics to Generate Knowledge.zip (32.41 MB, 需要: 20 个论坛币) 本附件包括：

• Information Quality_The Potential of Data and Analytics to Generate Knowledge.epub

2016-12-1 14:48:16 上传

需要: 20 个论坛币  [购买]

epub 文件阅读器（epub file reader）：
https://bbs.pinggu.org/a-2096935.html

epub 截图：

扫码加我 拉你入群

请注明：姓名-公司-职位

以便审核进群资格，未注明则拒绝

分享0 收藏1 回帖

关键词：information Informatio potential formation Analytics framework important potential however deliver

谢谢分享

谢谢分享