Assumptions of Normality

The assumption of normality is a common assumption in many financial models, including the Black-Scholes model. It assumes that the returns of an asset follow a normal distribution, characterized by a bell-shaped curve.

However, in reality, financial returns often deviate from normality, exhibiting features such as fat tails and skewness. The assumption of normality can lead to inaccurate pricing, underestimated risk, and suboptimal trading decisions.

Traders use alternative models that do not rely on the assumption of normality, such as those based on stable distributions or extreme value theory. Understanding the limitations of the normality assumption is crucial for accurate financial modeling and risk management.

In the cryptocurrency space, where volatility is often high and returns are non-normal, the assumption of normality is particularly problematic.

Fat Tails
Cost Reduction
Trading Expenses
Long Term Investing
CAPM Limitations
Skewness
Risk Variance
Model Limitations

Glossary

Momentum Trading

Analysis ⎊ Momentum trading, within cryptocurrency, options, and derivatives, represents a strategy predicated on the continuation of existing price trends.

Order Book Dynamics

Depth ⎊ This refers to the aggregated volume of resting limit orders at various price levels away from the mid-quote in the bid and ask sides.

Copula Functions

Model ⎊ Copula functions provide a sophisticated mathematical framework for separating the marginal distributions of individual assets from their joint dependency structure.

GARCH Models

Model ⎊ These econometric tools specifically address the time-varying nature of asset return dispersion, which is highly pronounced in cryptocurrency markets.

Hypothesis Testing

Hypothesis ⎊ In the context of cryptocurrency, options trading, and financial derivatives, a hypothesis represents a testable statement concerning a market phenomenon or trading strategy's efficacy.

Statistical Arbitrage

Heuristic ⎊ ⎊ This approach to trading relies on identifying statistical relationships between two or more assets or instruments that are expected to revert to a historical mean or cointegrated path.

Asian Options

Calculation ⎊ The determination of payoff for these instruments relies fundamentally on the arithmetic or geometric average of the underlying cryptocurrency asset's price over a specified observation period, rather than the terminal price alone.

Interest Rate Hikes

Policy ⎊ Interest rate hikes represent a monetary policy action undertaken by central banks to curb inflation or cool an overheating economy.

Volatility Swaps

Trade ⎊ A Volatility Swap constitutes a bilateral agreement to exchange a fixed volatility rate for the realized volatility observed over a specified contract period.

Stress Testing

Methodology ⎊ Stress testing is a financial risk management technique used to evaluate the resilience of an investment portfolio to extreme, adverse market scenarios.