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Principles of Managerial Statistics and Data Science (Hardcover)
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Principles of Managerial Statistics and Data Science (Hardcover)
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Introduces readers to the principles of managerial statistics and
data science, with an emphasis on statistical literacy of business
students Through a statistical perspective, this book introduces
readers to the topic of data science, including Big Data, data
analytics, and data wrangling. Chapters include multiple examples
showing the application of the theoretical aspects presented. It
features practice problems designed to ensure that readers
understand the concepts and can apply them using real data. Over
100 open data sets used for examples and problems come from regions
throughout the world, allowing the instructor to adapt the
application to local data with which students can identify.
Applications with these data sets include: Assessing if searches
during a police stop in San Diego are dependent on driver's race
Visualizing the association between fat percentage and moisture
percentage in Canadian cheese Modeling taxi fares in Chicago using
data from millions of rides Analyzing mean sales per unit of legal
marijuana products in Washington state Topics covered in Principles
of Managerial Statistics and Data Science include: data
visualization; descriptive measures; probability; probability
distributions; mathematical expectation; confidence intervals; and
hypothesis testing. Analysis of variance; simple linear regression;
and multiple linear regression are also included. In addition, the
book offers contingency tables, Chi-square tests, non-parametric
methods, and time series methods. The textbook: Includes academic
material usually covered in introductory Statistics courses, but
with a data science twist, and less emphasis in the theory Relies
on Minitab to present how to perform tasks with a computer Presents
and motivates use of data that comes from open portals Focuses on
developing an intuition on how the procedures work Exposes readers
to the potential in Big Data and current failures of its use
Supplementary material includes: a companion website that houses
PowerPoint slides; an Instructor's Manual with tips, a syllabus
model, and project ideas; R code to reproduce examples and case
studies; and information about the open portal data Features an
appendix with solutions to some practice problems Principles of
Managerial Statistics and Data Science is a textbook for
undergraduate and graduate students taking managerial Statistics
courses, and a reference book for working business professionals.
General
Imprint: |
Wiley-Blackwell
|
Country of origin: |
United States |
Release date: |
March 2020 |
First published: |
2020 |
Authors: |
R. Rivera
|
Dimensions: |
236 x 156 x 29mm (L x W x T) |
Format: |
Hardcover
|
Pages: |
688 |
ISBN-13: |
978-1-119-48641-1 |
Categories: |
Books >
Science & Mathematics >
Mathematics >
General
|
LSN: |
1-119-48641-6 |
Barcode: |
9781119486411 |
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