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Weekly research notes on copy trading, quant risk, and execution quality

A public editorial archive of research-backed articles. Every post is grounded in academic papers, CFA curriculum material, or regulatory guidance rather than generic crypto marketing.

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10

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40+

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Quant due diligence

Featured noteCopy Trading Research

How to Evaluate a Copy Trading Strategy Before You Follow It

A practical framework for judging copy-trading strategies using live track record quality, drawdown, position behaviour, and platform disclosures rather than headline return alone.

2026-05-0222 min readCopy tradingDue diligenceRisk disclosure
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Archive

Risk Metrics20 min read

What Sharpe Ratio Can and Cannot Tell You About a Trading Strategy

Sharpe ratio is useful as a comparison tool, but only when paired with track record length, drawdown, and implementation context.

#Sharpe ratio#Risk-adjusted return#Performance metrics
Risk Metrics20 min read

Why Maximum Drawdown Deserves More Attention Than a Pretty Equity Curve

Maximum drawdown captures the depth of pain an investor would actually have to sit through, making it one of the most practical strategy risk measures.

#Drawdown#Tail risk#Recovery
Strategy Validation22 min read

Backtest Overfitting: Why the Best Historical Strategy Often Fails Live

The more parameters, variants, and data-mining passes you run, the easier it becomes to discover a strategy that looks great in-sample and disappoints out-of-sample.

#Backtesting#Overfitting#Out-of-sample
Strategy Validation19 min read

Deflated Sharpe Ratio: A Better Test for Quant Strategy Credibility

Deflated Sharpe Ratio adjusts for multiple testing and non-normal returns, making it a stronger credibility check than a raw Sharpe number.

#Deflated Sharpe#Selection bias#Quant research
Signal Research20 min read

What Time-Series Momentum Actually Says and What It Does Not

Trend-following evidence is real in the literature, but implementation details, asset universe, scaling, and regime changes matter more than the buzzword.

#Momentum#Trend following#Signals
Risk Management20 min read

Volatility Targeting Is Risk Shaping, Not Magic Alpha

Scaling exposure to recent volatility can improve risk-adjusted outcomes in some settings, but it does not turn a weak signal into a strong one.

#Volatility targeting#Exposure scaling#Risk control
Execution20 min read

Gross Alpha Is Not Deployable Alpha: Trading Costs, Turnover, and Market Impact

A strategy that looks attractive before costs can deteriorate quickly once commissions, spreads, slippage, and market impact are included.

#Transaction costs#Turnover#Market impact
Portfolio Construction20 min read

Diversification and Rebalancing Help, but They Do Not Repair a Broken Strategy

Diversification can improve portfolio behaviour, but it does not excuse weak edges, hidden correlation, or poor execution assumptions.

#Diversification#Rebalancing#Correlation
Market Microstructure20 min read

Crypto Execution Quality: Liquidity, Slippage, and Why Venue Choice Matters

In crypto markets, spread, depth, and venue design materially affect live results. A strategy that ignores microstructure is easier to sell than to execute.

#Liquidity#Slippage#Microstructure
These articles are written for education and due diligence. Quant strategy outcomes remain constrained by market structure, liquidity, costs, and risk management.