Math 250: Quantitative Analysis
Welcome to our course on Quantitative Analysis for Strategic Decision-Making. Master key quantitative tools and risk management strategies to make data-driven business decisions with confidence.
Welcome to our course on Quantitative Analysis for Strategic Decision-Making. Master key quantitative tools and risk management strategies to make data-driven business decisions with confidence.
Introduction
The Planning Process
Environmental Scanning
Assemble a Strategy
Implement the Strategy
Monitor and Evaluate the Strategy
Lesson Summary
Learning Outcome
Quiz 1.1
Decision Making
Defining the Problem
Identifying Limiting Factors
Develop Potential Alternatives
Analyze the Alternatives
Implement the Alternative
Establish a Control and Evaluation System
Lesson Summary
Learning Outcome
Quiz 1.2
Decision Making Tools
The Decision Tree
Payback Analysis
Simulation
Lesson Summary
Learning Outcomes
Quiz 1.3
Quantitative Approach Benefits
Quantitative Decision-Making
1. Decision Trees
2. Network Analysis
3. Simulation Models
4. Optimization Models
Lesson Summary
Quiz 1.4
When Do We Have to Make Decisions?
How Do We Make Decisions?
Examples of Rational Models
Intuitive Decisions
Developing Your Model
Lesson Summary
Quiz 1.5
What Is Certain
Weighing Risk
Several Perspectives
Lesson Summary
Learning Outcome
Quiz 1.6
What Is Risk?
The Five Risk Categories Analyzed
Managing Risk
Mitigating Risk
Lesson Summary
Quiz 1.7
Introduction
Simulation to Solve Problems
Types of Tools
Advantages Versus Disadvantages
Lesson Summary
Quiz 2.1
Making Guesses About the Future
The Usefulness of Being Random
Probability Distributions
The Value of Computer Simulations
Lesson Summary
Quiz 2.2
Introduction
Static Simulation
Dynamic Simulation
lesson Summary
Summary
Quiz 2.3
What Is a Monte Carlo Simulation?
A Brief History of the Monte Carlo Simulation
How the Monte Carlo Simulation Works
Advantages of the Monte Carlo Simulation
Common Applications of the Monte Carlo Simulation
Lesson Summary
Quiz 2.4
Introduction
Merchandise Inventory
Goods in Transit
Goods in Consignment
Goods Damaged or Obsolete
Lesson Summary
Learning Outcomes
Quiz 3.1
Inventory Costs
Ordering Costs
Carrying Costs
Shortage Costs
COGS
Lesson Summary
Learning Outcomes
Quiz 3.2
Definition
Demand
Cost
Technology
Lesson Summary
Quiz 3.3
Overview of Inventory and Control Systems
Continuous Inventory Systems
Periodic Inventory Systems
ABC Classification System
Lesson Summary
Quiz 3.4
Inventory Purchases Defined
Before Recording
Recording Inventory Purchases
Lesson Summary
Quiz 3.5
Decisions About the Supply Chain
Bullwhip Effect
Inventory Positioning
Packaging and Materials
Lesson Summary
Quiz 3.6
Introduction
Patience for Purchases
Losing Customers
Less Efficient
Bad Reputation
Resolutions
Lesson Summary
Quiz 4.1
What Is a Waiting-Line System?
Optimal Waiting Line
Types of Waiting Lines
Waiting-Line Phases
Lesson Summary
Quiz 4.2
The Business Economics of Waiting Lines
Optimal Waiting Line
Performance Measures
Bring on the Distractions
Lesson Summary
Quiz 4.3
Introduction
Decision Analysis
Value and Payoffs
Uncertainty and States of Nature
Lesson Summary
Quiz 5.1
Business Decisions
Expected Value
Business Cycle
Lesson Summary
Quiz 5.2
Decision Making
Optimistic Approach
Conservative Approach
Minimax Approach
Lesson Summary
Quiz 5.3
Probability Data Definition
Calculating Probability
Approaches to Probability
Lesson Summary
Quiz 5.4
Business Decisions
Decision Trees
Payoff Tables
Lesson Summary
Quiz 5.5
Business Decisions
Expected Value
Perfect Information
Lesson Summary
Quiz 5.6
Making Decisions
Information
Revised Probability
Lesson Summary
Quiz 5.7
What Is a Decision Strategy?
Automatic Decisions
Decision Trees
Lesson Summary
Quiz 5.8
More Accurate Predictions
Bayes' Theorem
Using the Math
Example
Lesson Summary
Quiz 5.9
Information Cost
Perfect & Sample Information
Calculations
Lesson Summary
Quiz 5.10
Driven by Utility
What Is Utility?
Upgrading Efficiency
Real-Life Examples of Pursuing Utility
Lesson Summary
Quiz 5.11
Introduction
Never Enough Time
PERT
Types of Time
Lesson Summary
Learning Outcomes
Quiz 6.1
Blamestorming
Henry Gantt
The Gantt Chart
Lesson Summary
Lesson Objectives
Quiz 6.2
Why Manage a Project?
Planning a Project
Performing a Project
Learning from a Project
Lesson Summary
Quiz 6.3
The Project Team
Roles of the Project Team
Member Responsibilities
Work Breakdown Structure
The Responsibility Assignment Matrix (RACI)
Lesson Summary
Learning Outcomes
Quiz 6.4
The Three Types of Estimates
Purpose of Three Estimates
Lesson Summary
Quiz 6.5
Recognizing Uncertainty
Strategies
Identifying and Breaking Down Work
Applying Probabilistic Scheduling
Lesson Summary
Quiz 6.6
What Is Critical Path Methodology?
How Is Critical Path Determined?
Managing Critical Path
Crashing Versus Fast Tracking
Lesson Summary
Quiz 6.7
Costs and Project Management
Direct Costs
Indirect Costs
Lesson Summary
Quiz 6.8
Sensitive Issues in Culture
Global Issues in Project Management
Breaking Down the Issues
Balancing the Issues
Lesson Summary
Quiz 6.9
Introduction
Linear Programming
Step 1: Define Your Variables
Step 2 - Define the Objective Function
Step 3 - Writing the Constraints
Step 5 - Finding the Solution
Lesson Summary
Quiz 7.1
What Is Integer Linear Programming?
Description of the Components of the Equation
Formula Used for Integer Linear Programming
application of the Formula of Integer Linear Programming
Break Even
Design of the Equation
Lesson Summary
Quiz 7.2
Introduction
Why Use Linear Programming?
Linear Programming Steps
Solution to the Example LP
Lesson Summary
Quiz 8.1
Definition
Advantages of Extreme Points in Problem Solving
Summary
Quiz 8.2
Linear Programming Models
Example: Maximizing Profit
Mathematical Problem Representation
Problem Solving with R: Data Input
Problem Solving with R: Data Output
Lesson Summary
Quiz 8.3
Introduction
What Is Sensitivity Analysis?
Sensitivity Analysis in Action
The Demand Equation
Changing the Values in the Demand Equation
Lesson Summary
Quiz 9.1
Safety-Wise Optimal Solutions
Graphical Sensitivity Analysis
Objective Function Coefficient Change
Right-Hand Side Value Change
Lesson Summary
Quiz 9.2
Introduction
Linear Programming for Marketing
What is Linear Programming?
Requirements for Linear Programming
How Can Linear Programming Be Used for Media Selection or Market Research?
Limitations of Linear Programming
Lesson Summary
Quiz 10.1
How Corporate Finance Decisions are Made
Using Linear Programming in Corporate Finance Decisions
Portfolio Selection
Financial Mix Strategy
Financial Planning
Lesson Summary
Quiz 10.2
Introduction
The Transportation Problem
Types
Solutions
Lesson Summary
Quiz 11.1
Transportation
Unequal Supply and Demand
Northwest Corner Rule
Minimum Cell Cost
Unacceptable Routes
Maximizing Objectives
Lesson Summary
Quiz 11.2
Cost As A Priority
Constraints
Cost Information
Solve the Problem
Lesson Summary
Quiz 11.3
What's the Problem?
Transportation Simplex Algorithm
What It Looks Like
Least Cost Method
Optimality Test
Lesson Summary
Quiz 11.4
The Hungarian Algorithm
Hungarian Algorithm Steps
Hungarian Algorithm Application
Lesson Summary
Quiz 11.5
Assignment
Final Exam