Backtesting, explained honestly

Short pieces on the things that decide whether a backtest means anything: bias, costs, sample size and timeframes.

Swing Trading Backtest: 7 Steps to Catch a False Edge
Swing Trading BacktestOctober 13, 202612 min read

Swing Trading Backtest: 7 Steps to Catch a False Edge

Test a swing trading backtest with point in time data, realistic fills, walk forward validation, and five diagnostics to expose false edges.

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Regime Detection in Trading: Backtest Before Risking Capital
Regime Detection TradingOctober 12, 202619 min read

Regime Detection in Trading: Backtest Before Risking Capital

Learn how HMMs, clustering, and volatility filters classify market regimes, then validate signals with walk forward backtests before changing trading risk.

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Historical Data for Backtests: 3 Trials Can Undermine a 10 Year Sharpe
Backtesting Data LengthOctober 12, 202612 min read

Historical Data for Backtests: 3 Trials Can Undermine a 10 Year Sharpe

Learn how backtesting data length varies by trade frequency, then estimate a sound sample using market regimes, trial counts, and the Deflated Sharpe.

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Order Block Backtesting: Code the Rules Before Trusting Results
Order Block BacktestOctober 11, 202614 min read

Order Block Backtesting: Code the Rules Before Trusting Results

Turn order block rules into code, then test with realistic costs, out of sample data, and walk forward checks. Track profit factor and drawdown.

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MAE and MFE Analysis: Set Percentile Stops Without Guesswork
Mae Mfe AnalysisOctober 10, 20269 min read

MAE and MFE Analysis: Set Percentile Stops Without Guesswork

Use MAE and MFE analysis to set stops by percentile, compare excursions normalized by ATR, and log journal fields for evidence based reviews.

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Traders: Calculate Your $7 Edge with the Trading Expectancy Formula
Trading Expectancy FormulaOctober 9, 202612 min read

Traders: Calculate Your $7 Edge with the Trading Expectancy Formula

Calculate trading expectancy with concrete examples ($7/trade, 0.09R). Include costs, avoid overfitting, and validate your edge with realistic backtests.

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Stop Guessing Risk Reward Ratio: Six Step Backtest and 2% Sizing
Risk Reward RatioOctober 8, 202616 min read

Stop Guessing Risk Reward Ratio: Six Step Backtest and 2% Sizing

Evidence-first guide to risk reward ratio for retail traders: calculate R:R, apply the 2% sizing rule, and run a six step backtest with Backtestify to...

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Turn Kelly Criterion Into Validated Position Sizes for Traders
Kelly Criterion TradingOctober 7, 202618 min read

Turn Kelly Criterion Into Validated Position Sizes for Traders

Trader-focused, implementation-first guide to turn Kelly Criterion math into validated position sizes. Learn fractional Kelly, portfolio constraints, and...

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Reduce Overfitting: Backtest First Stop Loss Optimization for Quants
Stop Loss OptimizationOctober 6, 202619 min read

Reduce Overfitting: Backtest First Stop Loss Optimization for Quants

Backtest first stop loss optimization for algo developers and quants. Use walk-forward validation, Monte Carlo stress tests, and conservative slippage...

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5,000 Paths: Monte Carlo Backtesting That Exposes Tail Risk for Traders & Devs
Monte Carlo BacktestingOctober 5, 202615 min read

5,000 Paths: Monte Carlo Backtesting That Exposes Tail Risk for Traders & Devs

Learn which methods, block lengths, and OOS checks to run—and why 5,000+ paths reveal true drawdown, ruin probability, and reproducible risk limits.

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Next Candle Prediction for Traders: Evidence First Backtest Workflow
Next Candle PredictionOctober 4, 202611 min read

Next Candle Prediction for Traders: Evidence First Backtest Workflow

Evidence first guide: turn next candle signals into tested probabilities. Combine candle features, volume and trend filters, then backtest before risking...

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Profit Factor: Why 1.3–2.0 Alone Misleads Traders on After Costs
Profit Factor ExplainedOctober 3, 202611 min read

Profit Factor: Why 1.3–2.0 Alone Misleads Traders on After Costs

Learn an execution first view of profit factor: compute it after costs, check trade count and equity curve, and verify out of sample results before...

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Backtest ICT Without Code: Walk Forward Workflow for ICT Traders
Ict Strategy BacktestOctober 2, 202616 min read

Backtest ICT Without Code: Walk Forward Workflow for ICT Traders

Convert discretionary ICT setups into plain English AI assisted rules, run walk forward validation, and check execution across engines before risking capital.

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8 Step TradingView Pine Script Backtest to Catch Repaint and Fill Bugs
Tradingview Pine ScriptOctober 1, 202614 min read

8 Step TradingView Pine Script Backtest to Catch Repaint and Fill Bugs

An 8 Step TradingView Pine Script backtest checklist to avoid repaint, fill, and trailing stop bugs. Export to CLI for reproducible analysis and deeper...

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0.5–1% Baseline: Position Sizing Methods Every Trader Should Test
Position Sizing MethodsSeptember 30, 202612 min read

0.5–1% Baseline: Position Sizing Methods Every Trader Should Test

Position sizing methods with math examples, Kelly and Bayesian cautions, and a workflow that tests first. Start with a 0.5–1% baseline before risking live...

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8 Steps to Backtest Futures Strategies for Developers: Execution-First Checklist
Backtest Futures StrategySeptember 29, 202618 min read

8 Steps to Backtest Futures Strategies for Developers: Execution-First Checklist

An execution-first checklist for developers and algo traders: eight concrete steps to map exchange specs to fills, model 1 tick per-side costs, and reach...

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Stop Overfitting: Walk Forward Analysis for Algo and Retail Traders
Walk Forward AnalysisSeptember 28, 202613 min read

Stop Overfitting: Walk Forward Analysis for Algo and Retail Traders

Practical walk forward analysis for algorithmic and retail traders. Implementation checks include purge and embargo controls, state resets, DSR and PBO,...

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95th Percentile Simulations to Cut Your Risk of Ruin
Risk of RuinSeptember 27, 202610 min read

95th Percentile Simulations to Cut Your Risk of Ruin

Simulation first guide to estimate and control risk of ruin with Monte Carlo and bootstrap percentiles (95th, 99th), concrete sizing rules, and evidence...

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Prove Risk Adjusted Returns With a Sharpe and Sortino Worked Example
Risk Adjusted ReturnsSeptember 26, 202611 min read

Prove Risk Adjusted Returns With a Sharpe and Sortino Worked Example

Learn how to calculate and validate risk adjusted returns using clear formulas, a reproducible Sharpe and Sortino example, and practical backtesting checks.

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4 Quick Tests to Expose Look-Ahead Bias in Quant Backtests
Look Ahead BiasSeptember 25, 202612 min read

4 Quick Tests to Expose Look-Ahead Bias in Quant Backtests

Diagnostic-first guide for quant teams to expose and fix look-ahead bias. Use T+1 shifts, timestamp audits, purged cross-validation, and a reproducible...

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Data Snooping Bias for Traders: Reality Check, SPA, and Tools
Data Snooping BiasSeptember 24, 202611 min read

Data Snooping Bias for Traders: Reality Check, SPA, and Tools

How data snooping bias inflates backtests, which tests (Reality Check, SPA) detect it, and practical backtesting steps and tools to expose overfitting...

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50-Day Purge Gaps: Out-of-Sample Testing Rules for Traders
Out of SampleSeptember 23, 202619 min read

50-Day Purge Gaps: Out-of-Sample Testing Rules for Traders

Trader how-to: run walk-forward out-of-sample tests. Enforce purge gaps, lock parameters, and use Deflated Sharpe to expose backtest inflation.

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Backtest Trading Strategies Like a Regulator for Traders
Backtest Trading StrategySeptember 22, 202611 min read

Backtest Trading Strategies Like a Regulator for Traders

Use a regulator-style, evidence-based workflow to backtest trading strategies: precise rules, realistic fills, out-of-sample validation, and paper trading...

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Maximum Drawdown for Traders: Spot 50% Losses That Need 100% Gains
Maximum DrawdownSeptember 21, 202610 min read

Maximum Drawdown for Traders: Spot 50% Losses That Need 100% Gains

Calculate maximum drawdown, run backtest checks to expose hidden risk, and validate trading strategies with peak to trough examples.

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Backtest Your Options Strategy With Realistic Fills and Robust Tests
Backtest Options StrategySeptember 20, 202614 min read

Backtest Your Options Strategy With Realistic Fills and Robust Tests

Backtest options strategies using realistic fills, out of sample checks, and Monte Carlo stress tests. Try a free Backtestify account to run your first...

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