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Playing the Short Game - The Effects of Data Breaches on Share Prices

Offered By: 0xdade via YouTube

Tags

ShmooCon Courses Finance Courses Cybersecurity Courses Neural Networks Courses Predictive Models Courses Data Breaches Courses

Course Description

Overview

Explore the financial impact of data breaches on publicly traded companies in this Shmoocon 2020 conference talk. Delve into an expanded dataset of over 200 breaches disclosed by public companies over 13 years to determine the measurable fiduciary effects of breach notifications. Learn about the methodology used to analyze stock price impacts, including naive results, predictive models, and non-linear predictions using neural networks. Examine case studies such as Equifax and Starbucks to understand the varying effects of breaches on different organizations. Gain insights into the relationship between security shortfalls and stock performance, and consider potential future trends in this area.

Syllabus

Intro
Chaim Sanders
Motivation
Previous Work
Methodology
What is an "in scope breach"
Pruning the Data
Downloading the Stock Data
Naive Results
Predictive Models
Multivariate Linear Regression - Anyway
Non-Linear Predictions: Neural Nets
Interpreted Results
The Ugly: Equifax
The Good: Starbucks
Questions


Taught by

0xdade

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