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Game Theory
study of the ways in which interacting choices of agents produce outcomes with respect to the preferences of those agents, where the outcomes in question might have been intended by none of the agents.
Game Theory
study of the consequences of your actions
Game Theory
introduced von Neumann & Morgenstern (1944)
Game
All situations in which at least one agent can only act to maximize their utility through anticipating the responses to his actions by one or more other agents
Game
where a player tries to predict the effects of their actions against or with another player
Players
agents involved in games
The Prisonners Dilemma
A standard example of a game in which two players must choose between cooperation and betrayal, with the outcome dependent on the simultaneous choice of both players.
Analytics
a field in com sci that uses math, statistics, & machine learning to find meaningful patterns in data.
Descriptive Analytics
Presents its findings using reports, pivot tables, & visualization: histograms, line graphs, pie charts, & box & whisker plots
Descriptive Analytics
What happened?
Diagnostic Analytics
Why it did happen?
Diagnostic Analytics
Focus on the root cause & effect (root cause analysis)
Diagnostic Analytics
It aims to identify & explain anomalies & outliers
Predictive Analytics
What might happen in the future
Predictive Analytics
Uses deep learning, machine learning algorithm to find patterns
Prescriptive Analytics
What should we do next?
Prescriptive Analytics
“the future of data analytics”
Business Analytics
analytics applied to business data
Short term data collection
barely allows researchers to develop a deep understanding of participants’ characteristics, experiences, & beliefs
Long term data collection
dropout data is high
Marketing and Sales Inputs
Customer data, Order data, Sales trend data, Per-unit cost, Company travel expense policy
Marketing and Sales Outputs
Sales strategies, Product pricing, Employment needs
Supply Chain Management Inputs
Product sales data, Production plans, Inventory levels, Layoff and recall company policy
Supply Chain Management Outputs
Raw material orders, Packaging orders, Resource expenditure data, Production and inventory reports, Hiring information
Accounting and Finance Inputs
Payments from customers, Accounts receivable data, Accounts payable data, Sales data, Production and inventory data, Payroll and expense data
Accounting and Finance Outputs
Payments to suppliers, Financial reports, Customer credit data
Human Resources Inputs
Personnel forecasts and Skills data
Human Resource Output
Regulation compliance, Employee training and certification, Skills database, Employee evaluation and compensation