Much has been discussed about the relationship between implied volatility (IV) and realized volatility, between IVs of different markets, asset classes, maturities, etc. However little has been discussed about the relationship between IV and dividend yield. The dividend yield is a financial ratio that indicates how much a company pays …

Statistical arbitrage is a classic trading strategy, invented in the 1980s. We mostly see it being applied in the equity markets, but statistical arbitrage is not limited to equities. It can be applied to other asset classes as well. Reference examined the statistical arbitrage strategy in the commodity markets, …

A mean reversion trading strategy is based on the concept that asset prices will revert to their historical average or mean over time. This strategy identifies securities that have deviated significantly from their historical averages, with the expectation that they will eventually return to those levels. The goal is to …

Pairs trading is a market-neutral trading strategy that involves taking simultaneous long and short positions in two correlated stocks to profit from their relative price movements. There are recent research papers that argue that pairs trading is no longer profitable, especially when using traditional pairs selection methods. Reference , however, …

Skewness of returns is a statistical measure that captures the asymmetry of the distribution of an asset’s returns over a specified period. It is particularly important in risk management and option pricing, where the skewness of returns can affect the valuation of derivatives and the construction of portfolios. Reference  …

Retail investors are individual, non-professional investors who buy and sell securities, such as stocks, options, and mutual funds, for their personal accounts rather than for an organization or institution. Unlike institutional investors, who manage large sums of money on behalf of clients or large entities, retail investors typically trade in …

Stochastic volatility models, unlike constant volatility models, which assume a fixed level of volatility, allow volatility to change. These models, such as the Heston model, introduce an additional stochastic process to account for the variability in volatility, providing a more nuanced dynamics of the market. By incorporating factors like mean …

Realized volatility (RV) refers to the actual movement of an asset’s price over a specific period, typically measured using high-frequency data. Unlike implied volatility, which is derived from options prices and reflects market expectations, realized volatility is computed from historical price data and provides an empirical measure of how much …

An extreme loss event in the stock market refers to a sudden and significant decline in stock prices, often resulting from unexpected and severe market conditions. These events, also known as market crashes or financial crises, can be triggered by a variety of factors including economic downturns, geopolitical tensions, natural …

In the financial literature and media, we often encounter the concept of term structure, such as the term structure of volatility and the term structure of interest rates. Reference introduced the concept of term structure of expected stock returns. Essentially, the author utilizes options data to first calculate a …