Core Statistics
Basics & Descriptive
Mean, Median, Mode, Variance, Standard Deviation, and Data Types.
Probability & Distributions
Rules of probability, Normal, Binomial, and Poisson distributions.
Sampling & Estimation
Sampling methods, Central Limit Theorem, and Confidence Intervals.
Hypothesis Testing
Z-test, t-test, Type I & II errors, and Power of a test.
ANOVA
Analysis of Variance for comparing means across multiple groups.
Regression Analysis
Simple & Multiple regression, Correlation, and Forecasting.
Quantitative Management (MBA)
Intro to Quant Mgmt
Overview of quantitative methods in business decision making.
Linear Programming
Maximizing profit and minimizing cost using the Simplex method.
Decision Theory
Decision making under risk and uncertainty. Maximin & Minimax.
Game Theory
Strategic decision making and competitive analysis.
Operations Research
Transportation, Assignment problems, and Inventory models (EOQ).
Project Management
PERT, CPM, and Critical Path Analysis for scheduling.