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Knowledge library

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.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
TqSdk
86 documents
Quantpedia
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Binance API docs
45 documents
Quantopian lectures
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
Alphalens
14 documents
WonderTrader
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

20,364 documents

Quant Q&A

The document considers whether some equity markets still have nearly flat implied volatility smiles, in contrast with the negative skew often associated with major indices after the 1987 crash. One response reports that options on many Korean equities, and…

EquitiesOptionsVolatilityMarket microstructure
Quant Q&A

The document explains how to interpret a country's sovereign credit ratings over time. Ratings describe a government's creditworthiness when an agency publishes them; they are not continuous measurements of past or future conditions. Agencies may issue…

Fixed incomeStatisticsRisk management
Quant Q&A

The document discusses how to fit a Black-Scholes implied volatility surface when options trade with bid-ask spreads. It explains why separate arbitrage-free bid and ask surfaces are generally not useful for practical hedging, since trades and hedges can…

OptionsVolatilityDerivatives pricingArbitrage
Quant Q&A

The document proposes generating trading alpha by predicting index additions and deletions before an official announcement. The suggested approach is to build an algorithm that tracks stocks in a target market and applies the index provider's published…

EquitiesEvent-drivenBacktesting
Quant Q&A

The document contrasts arithmetic returns and log returns for portfolio analysis. Arithmetic returns preserve cross-sectional weighting, so they are appropriate for combining asset returns into a portfolio return for a period. Log returns add across time,…

StatisticsPortfolio constructionRisk management
Quant Q&A

The document asks how to simulate stock paths under a Merton jump diffusion model, which combines continuous Brownian movement with jumps driven by a Poisson process. The response frames the task as Monte Carlo simulation: choose a time increment, draw a…

Derivatives pricingStatisticsOptions
Quant Q&A

The document evaluates a simple nearest-match method for assigning European government bond benchmarks. It compares each bond with government issues using coupon, maturity date, issue date, and volume, scaled so each field has equal weight, then selects the…

Fixed incomeStatistics
Quant Q&A

The document asks why a cointegrating vector from a Johansen test differs from coefficients estimated by ordinary least squares in a model of firm revenues and several explanatory variables. The reported test statistics are interpreted as indicating one…

StatisticsEquitiesFixed income
Quant Q&A

The document explains why delta-hedged option profits should not be confused with recovering the premium as trading revenue. Under Black–Scholes assumptions of zero rates, continuous hedging, and realized volatility equal to implied volatility, gamma gains…

OptionsDerivatives pricingVolatility
Quant Q&A

The document discusses modeling S&P 500 return volatility with GARCH models that use the VIX as an external regressor. The question concerns comparing GARCH forecasts with implied volatility forecasts, using data from 2020 through 2022, and asks whether to…

EquitiesVolatilityStatistics
Quant Q&A

The document asks whether Bloomberg Barclays monthly total and excess returns can be reproduced from constituent-level index data, including constituent returns, market values, and excess returns. The author reports a close but imperfect tie-out for a broad…

Fixed incomeBacktestingPortfolio construction
Quant Q&A

The document considers how to separate a shared global component of bond yields from local influences. It suggests applying principal component analysis to yields at several curve maturities, from shorter tenors to the long end, as a way to identify common…

Fixed incomeStatisticsMulti-asset
Quant Q&A

The document clarifies the role of the innovation term in ARCH and GARCH models. Returns are represented as a conditional mean plus the square root of conditional variance multiplied by a standardized white-noise shock. The variance equation updates over…

StatisticsVolatilityRisk management
Quant Q&A

The document explains that exchange options, whose payoff exchanges one asset for another, do appear in practice, though listed markets are limited and often less liquid than single-asset options. In commodity futures, a zero-strike spread option can have…

OptionsCommoditiesDerivatives pricing
Quant Q&A

The document proposes clustering stocks using financial statement ratios such as price-to-book, price-to-earnings, and return on equity, potentially alongside market measures such as beta and annual price change. The suggested workflow is to form groups from…

EquitiesMachine learningPortfolio construction
Quant Q&A

The document summarizes screening practices for using Thomson Reuters Datastream in empirical equity research, with particular relevance to momentum strategies. It highlights risks from rounded prices, erroneous extreme returns, nonlocal listings, depositary…

EquitiesMomentumStatisticsBacktesting
Quant Q&A

The document proposes grouping companies by country and sector, calculating return correlations within the relevant groups, and averaging the pairwise coefficients for four categories: same country and sector, same country across sectors, different countries…

EquitiesStatistics
Quant Q&A

The document raises the problem of inconsistent definitions of the quality factor in financial research and investment practice. It notes that some studies emphasize a single accounting measure, such as gross profits relative to assets, while index providers…

Factor investingEquitiesStatistics
Quant Q&A

The document examines whether removing factor exposure from a trading signal or from forward returns produces the same performance estimate. With a projection matrix P and residual-maker M = I − P, it writes the strategy’s cross-sectional return as the inner…

StatisticsFactor investingBacktesting
Quant Q&A

The document asks how to attribute stock-trading profit and loss to individual options in a delta-neutral portfolio when the stock is traded only to hedge those options. It compares allocating the hedge result in proportion to each option’s gamma with…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains roll-rate analysis as tracking accounts from one delinquency state to another over a fixed interval, then questions whether published portfolio projections follow from the reported transition percentages. It sets up equations to infer…

StatisticsRisk managementBacktestingFixed income
Quant Q&A

The document describes an attempt to infer a coherent zero-coupon discount curve from a quoted forward swap curve, with the aim of also producing a three-month LIBOR forward curve. The author recognizes that the available observations may not uniquely…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document discusses why some customers continue to route large SPX and VIX option orders through open-outcry pits when electronic trading is also available. The accepted response attributes better execution prices to negotiation between floor traders, who…

OptionsExecutionMarket microstructureHigh-frequency trading
Quant Q&A

The document explains how to visualize Black–Scholes Vanna, the sensitivity of an option’s value to changes in both the underlying price and volatility. The central task is to evaluate Vanna over every pair drawn from two input ranges, rather than matching…

OptionsDerivatives pricingVolatilityStatistics