The Book of Alternative dаta: A Guide for Investors, Traders and Risk Managers

The Book of Alternative dаta: A Guide for Investors, Traders and Risk Managers
ePUB
  • eBook:
    The Book of Alternative dаta: A Guide for Investors, Traders and Risk Managers
  • Author:
    Alexander Denev, Saeed Amen
  • Edition:
    1 edition
  • Categories:
  • Data:
    July 21, 2020
  • ISBN:
    1119601797
  • ISBN-13:
    9781119601791
  • Language:
    English
  • Pages:
    416 pages
  • Format:
    ePUB

Book Description
The first and only book to systematically address methodologies and processes of leveraging non-traditional information sources in the context of investing and risk management
Harnessing non-traditional data sources to generate alpha, analyze markets, and forecast risk is a subject of intense interest for financial professionals. A growing number of regularly-held conferences on alternative data are being established, complemented by an upsurge in new papers on the subject. Alternative data is starting to be steadily incorporated by conventional institutional investors and risk managers throughout the financial world. Methodologies to analyze and extract value from alternative data, guidance on how to source data and integrate data flows within existing systems is currently not treated in literature. Filling this significant gap in knowledge, The Book of Alternative Data is the first and only book to offer a coherent, systematic treatment of the subject.
This groundbreaking volume provides readers with a roadmap for navigating the complexities of an array of alternative data sources, and delivers the appropriate techniques to analyze them. The authors―leading experts in financial modeling, machine learning, and quantitative research and analytics―employ a step-by-step approach to guide readers through the dense jungle of generated data. A first-of-its kind treatment of alternative data types, sources, and methodologies, this innovative book:
  • Provides an integrated modeling approach to extract value from multiple types of datasets
  • Treats the processes needed to make alternative data signals operational
  • Helps investors and risk managers rethink how they engage with alternative datasets
  • Features practical use case studies in many different financial markets and real-world techniques
  • Describes how to avoid potential pitfalls and missteps in starting the alternative data journey
  • Explains how to integrate information from different datasets to maximize informational value
The Book of Alternative Data is an indispensable resource for anyone wishing to analyze or monetize different non-traditional datasets, including Chief Investment Officers, Chief Risk Officers, risk professionals, investment professionals, traders, economists, and machine learning developers and users.

Content

PART 1: Introduction and Theory
CHAPTER 1: Alternative dаta: The Lay of the Land
CHAPTER 2: The Value of Alternative Data
CHAPTER 3: Alternative Data Risks and Challenges
CHAPTER 4: Machine Learning Techniques
CHAPTER 5: The Processes behind the Use of Alternative Data
CHAPTER 6: Factor Investing

PART 2: Practical Applications
CHAPTER 7: Missing dаta: Background
CHAPTER 8: Missing dаta: Case Studies
CHAPTER 9: Outliers (Anomalies)
CHAPTER 10: Automotive Fundamental Data
CHAPTER 11: Surveys and Crowdsourced Data
CHAPTER 12: Purchasing Managers' Index
CHAPTER 13: Satellite Imagery and Aerial Photography
CHAPTER 14: Location Data
CHAPTER 15: Text, Web, Social Media, and News
CHAPTER 16: Investor Attention
CHAPTER 17: Consumer Transactions
CHAPTER 18: Government, Industrial, and Corporate Data
CHAPTER 19: Market Data
CHAPTER 20: Alternative Data in Private Markets

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