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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
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

5,922 documents

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 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 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 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 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
Quantpedia

The document describes a monthly long-short strategy that ranks commodity futures by their past 12-month performance, buys the strongest quintile, and sells the weakest. The cited research finds profitable continuation strategies and reports an average…

CommoditiesFuturesMomentumFactor investing
Quantpedia

The document describes a cross-sectional momentum strategy for U.S. real estate investment trusts. Each month, it ranks listed REITs by their returns over the prior 11 months, leaving out the most recent month, and divides them into equal-weighted groups.…

EquitiesMomentumFactor investingUS markets
Quantpedia

This document describes a monthly sector rotation rule using ten sector ETFs. Each month, rank the funds by their prior 12-month returns, invest equally in the three strongest, hold for one month, and then rebalance. The stated aim is to outperform a broad…

EquitiesMomentumFactor investingPortfolio construction
Quantpedia

This document describes a monthly, long-only strategy that combines stock momentum with environmental, social, and governance scores. It frames portfolio selection as a knapsack problem: one characteristic acts as the portfolio constraint and the other as…

EquitiesMomentumFactor investingPortfolio construction
Quantpedia

This document explains a cross-sectional commodity carry strategy that ranks futures by roll returns, buys the strongest contracts, and shorts the weakest. Its simple monthly example equally weights the top and bottom quintiles and holds the positions for…

CommoditiesFuturesCarryFactor investing
Quantpedia

This strategy uses SEC 13F holdings disclosures to identify stocks that active mutual fund managers appear to favor most strongly. It proposes defining a universe of active managers, selecting each manager’s most concentrated or highest-conviction positions,…

EquitiesUS marketsFactor investingPortfolio construction
Quantpedia

This document presents a foreign-exchange value strategy that uses purchasing power parity (PPP) to compare currencies with estimated fair values. The suggested universe contains 10–20 currencies. Using the latest OECD PPP figure and monthly CPI and…

ForexCarryPortfolio constructionRisk management
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

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 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

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
Strategy library

This document describes a quarterly, long-only US equity strategy modeled on a value ETF. It starts with NYSE stocks, removes financial firms, ADRs, and REITs, then screens for liquidity using average dollar volume over a 90-day window. Among eligible…

EquitiesFactor investingPortfolio constructionUS markets