Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.
20,364 documents
The document explains why historical price data returned by R’s quantmod and tseries download functions retain dates as an index rather than as a regular column. The returned objects are matrices, which can hold only one data type; mixing a Date value with…
The discussion explains how several Heston model parameters affect the shape and level of the implied volatility curve. It focuses on producing a symmetric smile rather than a skewed smirk. The answer identifies correlation between the asset and its variance…
The discussion explains possible routes to real-time forex data over FIX and why access may be difficult to obtain cheaply. It describes FX as an interbank market where a firm typically connects through chosen banks, while noting that banks may offer FIX for…
The discussion addresses how to decide whether a predictive model has too many explanatory variables, especially when adding variables keeps improving in-sample fit. The answers emphasize that there is no universal cutoff. One warning sign is…
The discussion asks how a convex implied volatility smile relates to high kurtosis and the expected returns of options across strikes. Its answer says that assuming constant implied volatility alongside a symmetric, fat-tailed underlying distribution can…
The document asks how to estimate a stock’s price sensitivity to an earnings surprise when studying post-earnings announcement drift. It considers expected price-to-earnings ratios as a rough proxy for the price response to earnings, while noting that this…
The document addresses which S&P 500 options determine the settlement value of VIX futures with expirations beyond the nearest contract. It explains that each VIX future references the option maturity that will be the front month when that future expires. As…
The document explains how target expected return serves as an input to mean–variance portfolio optimization and discusses its attainable range under different weight constraints. With short selling allowed and unrestricted borrowing, the response describes…
The document clarifies the difference between instantaneous variance in the Heston model and the variance of cumulative log returns over a fixed horizon. In the model, the variance process describes local log-return variance; it should not be read as the…
The document considers what Treasury desks can monitor as a successor to the LIBOR–OIS spread for assessing stress in interbank lending. It distinguishes SOFR, a Treasury-collateralized benchmark with little direct bank credit exposure, from unsecured…
The document describes a simple linear interpolation for estimating an initial stub rate in a floating-rate note or swap. Given one-month and two-month reference rates, it weights the difference between them according to where the stub period falls between…
The document surveys proposed uses of social media and online discussion data in trading. Suggested signals include investor attention, the popularity of individual stocks, shifts in discussion volume, and changes in sentiment. One cited behavioral…
This document clarifies the difference between a floating-rate bond’s contractual coupon spread and its z-spread. The coupon spread is generally specified when the bond is issued and determines the payment added to the reference rate. The z-spread, by…
The question concerns fitting a geometric Brownian motion model to historical stock prices, simulating future paths, and averaging those paths to create a forecast. The responses explain that the ensemble mean follows the model’s expected price path, while…
This document is a community-sourced reading list of influential work in quantitative finance, with emphasis on portfolio management and asset pricing since 2000. Suggested topics include covariance shrinkage, robust optimization, estimation with many…
The document asks how to classify leveraged currency-pair positions offered by retail FX brokers under the CFI instrument taxonomy. It observes that these positions are generally not settled by delivering the full currency notional, which complicates…
The note explains the lower bound on an American call’s continuation value: it must be at least the payoff available from exercising immediately. The comparison is made using the stock price at the exercise time, not the stock’s eventual price. If immediate…
The note considers why a target call delta may fail to produce a strike in a dividend-paying Black–Scholes setting. With continuous dividend yield, call delta is bounded above by the discount factor for dividends, so a target above that bound cannot be…
The note examines whether the reciprocal of a stock price can be treated as a traded asset under geometric Brownian motion. Applying Itô’s lemma to the discounted reciprocal shows that, under the stock’s risk-neutral measure, it retains a drift unless the…
The document explains that long-term government yields combine expected future short rates with a term premium. Forward rates are derived from the yield curve through arbitrage relationships, so they also combine those components; a forward rate alone does…
The document gives an intuitive interpretation of the mean-reversion parameter in Vasicek- or CIR-style interest rate models. It relates the parameter to the time needed for a rate to close half the distance between its current level and its long-run…
The document distinguishes valuation of an existing interest rate swap from the pricing of a newly executed swap between coupon dates. For an existing swap, its contractual cash flows are valued in full when calculating the amount for termination or buyout.…
The document explains why an equivalent martingale measure (EMM) is used in pricing theory. Under the stated one-period setup, a pricing measure must be a probability measure and must make discounted portfolio values satisfy the martingale condition.…
The document addresses how to learn what market moves may imply, using higher swap rates as an example. It argues that “market situations” span too many instruments and causes for one book to explain them comprehensively. A useful starting point is to study…