Skip to content

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

28 documents

Quantpedia

The document describes a monthly, long-only strategy that ranks country equity index ETFs by their past returns and holds the strongest markets. It gives a typical lookback range of 10 to 12 months and cites research using a portfolio of leading country…

EquitiesMomentumTrend followingBacktesting
Quantpedia

The document describes an equity factor strategy that tilts a global stock portfolio toward companies whose ESG ratings have risen and away from those whose ratings have fallen. ESG momentum is measured over the prior 12 months, and the portfolio is…

EquitiesMomentumFactor investingPortfolio construction
Quantpedia

Post-earnings announcement drift (PEAD) is the tendency for stocks to continue moving in the direction of an earnings surprise after the announcement. The document describes a quarterly US equity strategy combining two signals: standardized unexpected…

EquitiesMomentumEvent-drivenBacktesting
Quantpedia

The document describes a monthly cross-sectional strategy across 22 commodity futures. It calculates each contract’s skewness over the prior 12 months, buys three commodities with the lowest skewness, and shorts three with the highest, using equal weights…

CommoditiesFuturesFactor investingStatistics
Quantpedia

The document describes a monthly strategy that blends momentum across equity factors with a broad market portfolio. It forms fast and slow signals from each factor’s recent one-month and twelve-month returns, ranks signal magnitudes to allocate factor…

EquitiesMomentumFactor investingPortfolio construction
Quantpedia

This document describes a monthly equity strategy based on how similar the positive language in companies’ latest 10-K or 10-Q filings is to prior language. It uses a vendor’s cosine-similarity measure, ranks covered stocks into deciles, buys the…

EquitiesSentimentFactor investingUS markets
Quantpedia

The document describes a calendar anomaly in which equity returns have historically been concentrated around the month boundary. The interval runs from the final trading day of one month through the third trading day of the next. A basic implementation buys…

EquitiesUS marketsBacktesting
Quantpedia

The net current asset value (NCAV) rule compares a company’s current assets, less all liabilities, with its market value; it excludes long-term assets. Graham’s rationale is that a sufficiently large discount may offer liquidation-value protection. The…

EquitiesFactor investingBacktesting
Quantpedia

This strategy ranks five ETFs representing US stocks, foreign stocks, bonds, real estate, and commodities by their trailing 12-month returns. It selects the three strongest, weights them equally, holds them for one month, then repeats the ranking and…

Multi-assetMomentumPortfolio constructionRisk management
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 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 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

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 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

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
Quantpedia

This equity strategy uses the timing of corporate announcements as a signal for stock performance around earnings. The proposed explanation is that managers may have information about upcoming results: they tend to announce repurchases ahead of favorable…

EquitiesEvent-drivenUS marketsBacktesting
Quantpedia

The document describes a futures spread strategy based on the price difference between WTI and Brent crude oil. It explains that the oils differ in composition and production and transport characteristics, while temporary shocks may cause their price spread…

FuturesCommoditiesMean reversionPairs trading
Quantpedia

The document describes a stock-selection strategy using language measures calculated from companies’ 10-K and 10-Q filings. Lexical richness reflects vocabulary variety, lexical density measures the share of information-carrying language, and specific…

EquitiesMachine learningFactor investingBacktesting
Quantpedia

The document explains a relative value strategy that pairs stocks with similar historical price paths. It normalizes total return series, selects close matches using the sum of squared price differences, and trades the selected pairs in a later period. When…

EquitiesPairs tradingMean reversionArbitrage
Quantpedia

The dollar carry trade uses the average forward discount of a basket of developed-market currencies relative to the US three-month Treasury rate to choose a currency position. If the US rate exceeds the basket’s average forward discount, the strategy goes…

ForexCarryRisk managementBacktesting
Quantpedia

The document describes a calendar effect attributed to semi-monthly paychecks. Its proposed explanation is that employees receive wages around the 15th and some retirement contributions arrive at financial institutions for investment the following day. The…

EquitiesEvent-drivenBacktesting