AQR $187B firm-wide 2017
PioneersLong
AQR Capital $187B firm-wide academic factors
Source: Packtpub
AQR satellite alt data
PioneersMulti
AQR satellite oil tankers shadows alt data
Source: Packtpub
Absolute Return Enhanced +14.3%
PioneersLong
Two Sigma Absolute Return Enhanced +14.3% 2024
Source: Substack
Aspect Capital UK CTA
PioneersMulti
Aspect Capital UK trend-following CTA
Source: encyclopedia
Aug 2007 quant quake correlation
LimitsShort
Aug 2007 quant quake stat arb correlation breakdown
Source: encyclopedia
BAM Balyasny multi-strategy
PioneersLong
BAM Balyasny Asset Management multi-strategy
Source: QuantBlueprint
Big Tech AI rotation
2026 AI TradeLong
Mega-cap tech AI rotation 2026 hedge funds
Source: HedgeCo
Black swan extrapolation fail
LimitsShort
Black swan extrapolation ML extrapolation fails
Source: Substack
Bridgewater $150B+ AUM
PioneersLong
Bridgewater $150B+ AUM Pure Alpha
Source: Packtpub
CV satellite imagery
MethodsLong
Computer vision satellite imagery oil tankers parking
Source: encyclopedia
Capula UK fixed income
PioneersMulti
Capula Investment Management UK fixed income
Source: encyclopedia
Citadel Securities top market maker
PioneersLong
Citadel Securities top equity options market maker
Source: QuantBlueprint
Citadel multi-strategy quant
PioneersLong
Citadel multi-strategy quant + market making
Source: QuantBlueprint
Composite Fund +11.2% recent
PioneersLong
DE Shaw Composite Fund +11.2% recent
Source: INN
Correlated drawdown risk
2026 AI TradeShort
Correlated drawdown crowded AI trade risk
Source: HedgeCo
Critical materials specialty
2026 AI TradeLong
Critical materials specialty fab
Source: HedgeCo
Crowding factor decay
LimitsShort
Crowding factor decay alpha shrinks more capital
Source: encyclopedia
Cubist Point72 quant
PioneersLong
Cubist Systematic Strategies Point72
Source: QuantBlueprint
DE Shaw $50B+ AUM
PioneersLong
DE Shaw $50B+ AUM systematic + discretionary
Source: INN
Deep learning neural networks
MethodsLong
Deep learning neural networks pattern recognition
Source: Tech
ExodusPoint multi-strategy
PioneersLong
ExodusPoint multi-strategy quant + fundamental
Source: QuantBlueprint
GANs synthetic data stress test
MethodsMulti
GANs synthetic datasets stress test trading
Source: Resonanz
GBM gradient boosting tabular
MethodsLong
GBM XGBoost LightGBM tabular finance
Source: encyclopedia
Hudson River Trading HFT
PioneersLong
Hudson River Trading HFT prop
Source: encyclopedia
IMC Trading options derivatives
PioneersMulti
IMC Trading derivatives Amsterdam
Source: QuantBlueprint
Industrial DC real estate
2026 AI TradeLong
Industrial + DC real estate AI build-out
Source: HedgeCo
Jane Street market making teamwork
PioneersLong
Jane Street ETF + options arb market making
Source: QuantVPS
Jump Trading HFT prop
PioneersLong
Jump Trading HFT prop firm Chicago
Source: encyclopedia
LLMs macro data + earnings calls
MethodsLong
LLMs macroeconomic data + earnings calls signals
Source: Resonanz
Man Group AHL CTA largest
PioneersLong
Man Group AHL CTA largest UK quant
Source: encyclopedia
Mar 2020 outside training distribution
LimitsShort
Mar 2020 outside training distribution failures
Source: Substack
Medallion 35-40% annualized 1982+
PioneersLong
Medallion ~35-40% annualized since 1982
Source: Rostrum
Medallion closed to outsiders
PioneersMulti
Medallion closed to outsiders only employees
Source: Rostrum
NLP earnings call sentiment
MethodsLong
NLP earnings call sentiment 10K parsing
Source: encyclopedia
NVDA META MSFT GOOG long
2026 AI TradeLong
NVDA META MSFT GOOG long AI infrastructure
Source: HedgeCo
Nuclear renaissance AI
2026 AI TradeLong
Nuclear renaissance AI power demand
Source: encyclopedia
Numerai crowdsourced ML
PioneersLong
Numerai crowdsourced ML hedge fund tournament
Source: encyclopedia
Optiver options market making
PioneersLong
Optiver Dutch options market maker global
Source: encyclopedia
Overfitting backtest
LimitsShort
Overfitting backtest in-sample optimistic
Source: Rostrum
PDT Partners Morgan Stanley spinoff
PioneersLong
PDT Partners Morgan Stanley spinoff stat arb
Source: QuantVPS
Power utilities AI demand
2026 AI TradeLong
Power utilities AI data center demand
Source: HedgeCo
Pure Alpha systematic incorporated
PioneersLong
Bridgewater Pure Alpha systematic + macro
Source: Packtpub
Quantum computing DE Shaw
MethodsMulti
Quantum computing DE Shaw exploration
Source: Rostrum
RAG retrieval-augmented generation
MethodsLong
RAG retrieval-augmented generation internal research
Source: Resonanz
RIDA +15.6% 2024
PioneersLong
RenTec RIDA +15.6% 2024 best since 2012
Source: Substack
RIEF -19.4% 2020
LimitsShort
RenTec RIEF -19.4% 2020 model overcomp
Source: Substack
RIEF -8.7% Aug 2007
LimitsShort
RIEF -8.7% Aug 2007 quant quake
Source: Substack
Random forest ensemble
MethodsLong
Random forest ensemble methods trading
Source: encyclopedia
Reinforcement learning agents
MethodsLong
Reinforcement learning trading agents
Source: encyclopedia
Renaissance Medallion 30% 2024
PioneersLong
Medallion Fund 30% return 2024
Source: Substack
Renaissance Tech RIEF +22.7% 2024
PioneersLong
Renaissance RIEF +22.7% full-year 2024
Source: Substack
Schonfeld Strategic Advisors
PioneersLong
Schonfeld Strategic Advisors quant equities
Source: QuantBlueprint
Short legacy tech weak AI
2026 AI TradeShort
Short legacy tech weak AI integration
Source: HedgeCo
Single unified model architecture
PioneersLong
Single unified model architecture not pod-based
Source: Substack
Susquehanna SIG options trading
PioneersLong
Susquehanna SIG options trading
Source: encyclopedia
Tower Research Capital
PioneersLong
Tower Research Capital HFT prop
Source: QuantVPS
Transformer architecture sequence
MethodsLong
Transformer architecture sequence prediction
Source: encyclopedia
Two Sigma $51B AUM
PioneersLong
Two Sigma $51B AUM systematic
Source: INN
Two Sigma Spectrum +10.9% 2024
PioneersLong
Two Sigma Spectrum +10.9% 2024
Source: Substack
Two Sigma alt data master
PioneersLong
Two Sigma alt data master satellite + cards
Source: Rostrum
Verition multi-strategy
PioneersMulti
Verition Fund Management multi-strategy
Source: QuantBlueprint
Volatility around earnings AI
2026 AI TradeMulti
Volatility around AI earnings event-driven
Source: HedgeCo
Voleon Group ML-focused
PioneersLong
Voleon Group ML-focused stat arb
Source: encyclopedia
Winton Capital trend-following
PioneersLong
Winton Capital Management trend-following CTA
Source: Tech
WorldQuant WebSim platform
PioneersLong
WebSim WorldQuant alpha development platform
Source: QuantVPS
WorldQuant alpha factory
PioneersLong
WorldQuant Millennium-affiliated alpha factory
Source: QuantBlueprint
An encyclopedia of publicly documented strategies for education. YCAI does not recommend, endorse, or trade any of these. Not investment advice.