Book Image

Principles of Strategic Data Science

By : Peter Prevos
Book Image

Principles of Strategic Data Science

By: Peter Prevos

Overview of this book

Mathematics and computer science form an integral part of data science, and understanding them is crucial for efficiently managing data. This book is designed to take you through the entire data science pipeline and help you join the dots between mathematics, programming, and business analysis. You’ll start by learning what data science is and how organizations can use it to revolutionize the way they use their data. The book then covers the criteria for the soundness of data products and demonstrates how to effectively visualize information. As you progress, you’ll discover the strategic aspects of data science by exploring the five-phase framework that enables you to enhance the value you extract from data. Toward the concluding chapters, you’ll understand the role of a data science manager in helping an organization take the data-driven approach. By the end of this book, you’ll have a good understanding of data science and how it can enable you to extract value from your data.
Table of Contents (6 chapters)

Descriptive Statistics

The first step in any analytical process is to describe the data under consideration. Descriptive statistics are methods, such as the average, median, range, standard deviation, and so on, that summarize a dataset. Business intelligence and exploratory analysis are the most common uses of descriptive statistics.

Descriptive statistics are the rear-view mirror of management. Most performance reports consist of large volumes of tables and graphs that report on what happened in the previous reporting period. Business reporting is often viewed as a lowly aspect of data science because you need to look through the windshield to drive a car, and not just look through the rear-view mirror. More crudely, some say that traditional performance reporting is like counting the dead after the battle has been fought.

Although this analogy might seem a compelling argument to ditch the traditional business report, it does not negate the importance of a rear-view mirror. The car analogy...