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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
Quantpedia
86 documents
TqSdk
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
Quantopian lectures
45 documents
Binance API docs
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

86 documents

Quantpedia

The document describes cross sectional momentum in foreign exchange: currencies with stronger recent returns have tended to outperform recent laggards. A simple version ranks a universe of roughly 10 to 20 currencies by their trailing 12 month returns…

ForexMomentumTrend followingBacktesting
Quantpedia

The document explains the book-to-market factor, which ranks stocks by book value relative to market price. Its basic long-short construction buys stocks with high book-to-market ratios and sells those with low ratios; the described example uses NYSE, AMEX,…

EquitiesFactor investingPortfolio constructionRisk management
Quantpedia

The low-volatility effect is the reported tendency for lower-risk stocks to deliver stronger risk-adjusted returns than higher-risk stocks. A straightforward implementation ranks stocks by the volatility of their past weekly returns, forms decile portfolios,…

EquitiesVolatilityFactor investingPortfolio construction
Quantpedia

The January Barometer proposes using an equity index’s January return to guide exposure for the remaining eleven months. A positive January signals holding equities; a negative one signals moving to Treasury bills. The document also describes a long-bond…

EquitiesUS marketsBacktestingStatistics
Quantpedia

The document describes the Halloween effect, a seasonal equity timing pattern in which returns have historically been stronger from November through April than from May through October. Its basic rule is to hold global equities during the winter half of the…

EquitiesUS marketsStatistics
Quantpedia

The document describes an overnight SPY approach conditioned on three sentiment and trend signals: SPY above its 20-day moving average, VIX below its moving average, and the Brain Market Sentiment indicator above its 20-day average. When all conditions hold,…

EquitiesSentimentVolatilityUS markets
Quantpedia

The strategy seeks to reduce conventional momentum’s changing exposure to broad equity factors. It estimates each stock’s monthly residual returns from a regression on the Fama–French three factors, then ranks stocks by standardized residual performance over…

EquitiesMomentumFactor investingUS markets
Quantpedia

The document describes a monthly long-short stock strategy that seeks momentum among large companies by focusing on stocks with high recent volatility. It filters for exchange-listed shares priced above $5, separates stocks by market capitalization, and uses…

EquitiesMomentumVolatilityFactor investing
Quantpedia

This document describes a long-only trend strategy for US-listed stocks. It enters when a stock closes at or above its highest historical closing price and exits when a 10-period average true range trailing stop is reached. The portfolio holds qualifying…

EquitiesTrend followingBreakoutTechnical indicators
Quantpedia

The document describes a monthly long–short strategy that ranks six Russell equity style portfolios: small-, mid-, and large-cap value and growth. Each month, it measures their returns over the previous 12 months, buys the strongest style, and shorts the…

EquitiesMomentumFactor investingPortfolio construction
Quantpedia

The document describes a country equity strategy based on the idea that investors with leverage or margin constraints may bid up high-beta assets. A practitioner can estimate each country ETF’s beta against the US equity index over a rolling one-year window,…

EquitiesFactor investingMomentumRisk management
Quantpedia

The FED Model compares the aggregate equity earnings yield with the yield on long-term government bonds. This strategy estimates the stock market’s next-month excess return with a rolling predictive regression that uses the yield gap as its input. At each…

EquitiesFixed incomeStatisticsBacktesting
Quantpedia

The document describes a contrarian strategy using 16 single-country equity ETFs. Rank countries by their returns over the previous 36 months, buy the four weakest performers, and short the four strongest; rebalance every three years. The cited research…

EquitiesMean reversionMomentumBacktesting
Quantpedia

Dispersion trading seeks to capture the difference between index and single-stock option volatility risk premia. A basic position sells index options and buys options on constituent stocks. Because the trade is exposed to correlation, it tends to benefit…

OptionsEquitiesVolatilityArbitrage
Quantpedia

Short-term reversal strategies buy recent stock losers and sell recent winners, expecting relative returns to turn around over a short horizon. The document describes a weekly portfolio using the 100 largest companies by market capitalization: it goes long…

EquitiesMean reversionExecutionRisk management
Quantpedia

The strategy ranks no-load equity mutual funds by their returns over the prior six months, selects the top decile, weights those funds equally, and holds the portfolio for three months. The document also discusses two alternative signals: a fund’s proximity…

EquitiesMomentumFactor investingPortfolio construction
Quantpedia

The document describes a short-horizon reversal around earnings announcements among stocks with actively traded options. Instead of following the conventional post-earnings announcement drift, the strategy ranks companies due to report the next working day…

EquitiesEvent-drivenMean reversionMarket microstructure
Quantpedia

The document describes a monthly equity reversal strategy that conditions recent returns on a fundamental strength score, or FSCORE. The score adds up nine financial statement signals covering profitability, leverage, liquidity, and operating efficiency.…

EquitiesMean reversionFactor investingStatistics
Quantpedia

The document explains how investors with limited capital can implement equity momentum without holding hundreds of stocks. Its example ranks UK-listed companies by their returns over the prior 12 months, excludes the smallest quarter of firms for liquidity,…

EquitiesMomentumTrend followingPosition sizing
Quantpedia

The document describes the January effect: small-cap stocks have historically tended to earn especially strong returns in January. A simple strategy buys small-cap stocks at the start of January and holds large-cap stocks for the rest of the year. The…

EquitiesUS marketsFactor investing
Quantpedia

The document describes a U.S. stock strategy that ranks non-financial NYSE, AMEX, and NASDAQ companies by the prior year’s change in total assets. At each June year-end, it forms ten equal groups, buys the lowest-growth group, and shorts the highest-growth…

EquitiesFactor investingUS marketsPortfolio construction
Quantpedia

The document describes an equity strategy that ranks NYSE, Nasdaq, and AMEX stocks by research and development spending relative to market capitalization. At the end of April, it sums each company’s R&D expenditure over the prior five years, scales that…

EquitiesFactor investingBacktestingRisk management
Quantpedia

The document explains the rebalancing premium as the return potentially gained by periodically restoring portfolio weights. Rebalancing sells assets that have risen relative to the portfolio and buys those that have fallen. A buy-and-hold portfolio instead…

CryptoPortfolio constructionVolatilityBacktesting
Quantpedia

The investment factor, commonly called CMA, compares returns from diversified portfolios of firms with low and high asset growth. The described interpretation is that conservative firms, which invest less, have tended to outperform aggressive firms, which…

EquitiesFactor investingUS marketsPortfolio construction