Quantitative Methods in Finance
Learn the fundamentals of quantitative techniques essential in finance
This course teaches the fundamentals of quantitative techniques essential in financial analysis. .
The course starts with concepts and techniques of time value of money which are a fundamental tool for financial analysis, corporate finance, valuation, and other investment decisions. We then introduce descriptive statistics that provides essential tools for describing and evaluating return and risk.
Furthermore, the course introduces some of the discrete and continuous probability distributions most commonly used to describe the behavior of random variables. We then move to probability theory and calculations that are widely used in finance, for example, in the field of investment and project valuation and in financial risk management. Probability theory concepts are needed to understand investment decision-making under conditions of uncertainty.
Then we explain how to estimate different parameters (e.g., mean and standard deviation) of a population if only a sample, rather than the whole population, can be observed. Hypothesis testing is a closely related topic. Finally, the course presents techniques that are used to accept or reject an assumed hypothesis (null hypothesis) about various parameters of a population.
Course Curriculum
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StartIntroduction to Time Value of Money
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StartInterest Rates
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StartInterest Rate Equation
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StartEffective Annual Rate
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StartTime Value of Money for Different Compounding Frequencies
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StartFuture Value and Present Value of a Single Cash Flow
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StartFuture Value and Present value of Annuities
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StartCalculating Present Value and Future Value of Annuities with Different Compounding Frequencies
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StartUsing a Timeline
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StartNet Present Value (NPV) and Internal Rate of Return (IRR)
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StartConflict Between NPV and IRR (And Problem with IRR)
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StartHolding Period Return (Total Return)
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StartMoney-weighted and Time-weighted Rates of Return of a Portfolio
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StartAnnualized Returns
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StartYield Measures for Money Market Instruments
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StartConvert One Yield to Another
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StartDescriptive Vs. Inferential Statistics
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StartTypes of Measurement Scales
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StartParameter, Sample Statistic, and Frequency Distribution
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StartRelative Frequencies and Cumulative Relative Frequencies
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StartProperties of a Data Set (Histogram / Frequency Polygon)
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StartMeasures of Central Tendency - Arithmetic Mean
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StartWeighted Average Mean
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StartGeometric Mean
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StartHarmonic Mean
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StartMedian and Mode
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StartQuartiles, Quintiles, Deciles, and Percentiles
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StartRange, Mean Absolute Deviation, Variance, Standard Deviation
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StartChebyshev’s Inequality
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StartCoefficient of Variation and Sharpe Ratio
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StartSkewness
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StartRelative Locations of Mean, Median and Mode
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StartSample Skewness and Kurtosis
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