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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

86 documents

Quantpedia

Paired switching rotates investment between two negatively correlated assets instead of holding a static mix. A simple example ranks an equity fund and a government bond fund by their returns over the prior quarter, invests in the stronger performer for the…

Multi-assetMomentumPortfolio constructionRisk management
Quantpedia

This document describes a long-short equity factor that ranks nonfinancial U.S. stocks by a composite measure of earnings quality. It combines cash flow relative to reported earnings, return on equity, cash flow relative to assets, and debt relative to…

EquitiesFactor investingPortfolio constructionRisk management
Quantpedia

The document describes the equity size effect: the claim that smaller-capitalization stocks can outperform larger stocks. Its basic portfolio sorts NYSE, AMEX, and NASDAQ stocks by market value into deciles, then buys the smallest decile and shorts the…

EquitiesFactor investingRisk managementBacktesting
Quantpedia

The document describes a stock return premium around scheduled earnings announcements and a strategy that uses past trading volume to identify stocks expected to announce. At the start of each month, stocks are ranked by the concentration of their volume…

EquitiesEvent-drivenMarket microstructureFactor investing
Quantpedia

This document describes a country-level equity value strategy based on Shiller’s cyclically adjusted price-to-earnings ratio (CAPE). At each year-end, it ranks 32 countries by CAPE and invests equally in the least expensive third, provided their CAPE is…

EquitiesFactor investingPortfolio constructionStatistics
Quantpedia

The pre-holiday effect is the reported tendency for equity markets to rise on the final trading session before a holiday. The proposed simple approach holds a broad equity exposure on specified pre-holiday sessions and remains in cash on other days.…

EquitiesEvent-drivenSentimentStatistics
Quantpedia

The document outlines a global tactical allocation strategy that combines value and momentum signals across asset classes. It ranks investable markets using 12-month momentum, 1-month momentum, and an asset-specific valuation measure: earnings yield for…

Multi-assetFactor investingMomentumPortfolio construction
Quantpedia

This strategy applies short-horizon mean reversion to a universe of 24 US futures markets. It uses weekly Wednesday-to-Wednesday returns and ranks contracts within groups defined by recent changes in trading volume and open interest. Volume is normalized…

FuturesMean reversionMarket microstructureRisk management
Quantpedia

The document presents a calendar-based equity timing effect associated with Ramadan. It proposes holding an equally weighted basket of exchange-traded funds tracking countries with Muslim-majority populations during Ramadan and remaining in cash during the…

EquitiesSentimentBacktestingRisk management
Quantpedia

The document explains why equity index options may carry a volatility risk premium: investors value protection against sharp losses and may pay more for options than subsequent realized volatility justifies. It describes a monthly strategy that sells a…

OptionsVolatilityDerivatives pricingRisk management
Quantpedia

The document describes a process for turning academic finance research into systematic strategy summaries. Strategies are grouped by market and theme, with trading rules, rebalancing schedules, performance and risk characteristics, and references to…

Multi-assetTrend followingMomentumFactor investing
Quantpedia

The document describes a process for turning academic finance research into systematic strategy summaries. Strategies are grouped by market and theme, with trading rules, rebalancing schedules, performance and risk characteristics, and references to…

Multi-assetTrend followingMomentumFactor investing
Quantpedia

The document describes a process for turning academic finance research into systematic strategy summaries. Strategies are grouped by market and theme, with trading rules, rebalancing schedules, performance and risk characteristics, and references to…

Multi-assetTrend followingMomentumFactor investing
Quantpedia

The document describes a process for turning academic finance research into systematic strategy summaries. Strategies are grouped by market and theme, with trading rules, rebalancing schedules, performance and risk characteristics, and references to…

Multi-assetTrend followingMomentumFactor investing