The Backtest Blog

In-depth analysis, strategy breakdowns, and data-driven insights. No opinions, just results.

Options12 min read

Backtesting Options Strategies: The Complete Guide for 2026

Everything you need to know about backtesting options strategies, from covered calls to iron condors, with real data examples.

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ETFs10 min read

SPY vs QQQ: 20-Year Backtest Comparison

We ran a comprehensive 20-year backtest comparing SPY and QQQ across multiple metrics. The results might surprise you.

March 28, 2026

Technical Analysis9 min read

Moving Average Crossover: Does It Actually Work?

The 50/200 moving average crossover is one of the most popular trading signals. We backtested it across 15 years of data.

March 22, 2026

Options11 min read

Selling Weekly Puts on SPY: 5-Year Backtest Results

Is selling weekly puts on SPY a reliable income strategy? We analyzed 260 weeks of data to find out.

March 15, 2026

Crypto8 min read

Crypto Backtesting: Bitcoin Dollar-Cost Averaging vs Lump Sum

Should you DCA into Bitcoin or invest a lump sum? We backtested both approaches across multiple time periods.

March 8, 2026

Futures9 min read

Futures vs ETFs for Index Trading: Which Performs Better?

We compared trading S&P 500 futures (ES) against SPY for short-term and long-term strategies.

March 1, 2026

Technical Analysis10 min read

The Best RSI Settings: We Tested Every Combination

RSI 14 is the default, but is it the best? We tested RSI periods from 2 to 50 across 15 years of data.

February 22, 2026

Beginner8 min read

How to Backtest a Trading Strategy Without Coding

You don't need to be a programmer to backtest trading strategies. Here are the best no-code tools and methods.

February 15, 2026

Options11 min read

Wheel Strategy Backtest: The Truth About This Popular Options Method

The Wheel Strategy is hugely popular on Reddit. We backtested it on 5 stocks to see if the hype is justified.

February 8, 2026

Strategies10 min read

Mean Reversion vs Trend Following: Which Strategy Wins?

Two opposing philosophies, one backtest. We compared mean reversion and trend following across multiple markets.

February 1, 2026

Technical Analysis6 min read

Backtesting the 50/200 Moving Average Crossover: Does It Still Work?

We put the classic golden cross and death cross strategy through rigorous backtesting across multiple decades of market data to see if this popular signal still delivers.

January 8, 2025

Options7 min read

How to Backtest Iron Condor Strategies with Historical Options Data

A comprehensive guide to backtesting iron condor strategies using historical options chains, including data sources, setup parameters, and performance metrics that matter.

January 22, 2025

Technical Analysis7 min read

RSI Mean Reversion Strategy: A Complete Backtest Guide

Discover how the RSI mean reversion strategy performs across different markets and timeframes with our detailed backtesting results and optimization insights.

February 5, 2025

Risk Management7 min read

Monte Carlo Simulation for Trading Strategies: Why One Backtest Is Not Enough

Learn why a single backtest equity curve can be misleading and how Monte Carlo simulation reveals the true range of possible outcomes for your trading strategy.

February 19, 2025

Technical Analysis7 min read

Backtesting MACD Divergence Signals: Separating Myth from Reality

MACD divergence is one of the most discussed technical signals. Our rigorous backtesting reveals whether bullish and bearish divergences actually predict reversals.

March 10, 2025

Tools7 min read

Walk-Forward Analysis: The Gold Standard of Strategy Validation

Walk-forward analysis is the most robust method for validating trading strategies. Learn how to implement it correctly and interpret the results to avoid overfitting.

March 25, 2025

Options7 min read

Backtesting Covered Call Strategies on Dividend Stocks

Combining covered calls with high-dividend stocks is a popular income strategy. Our backtest reveals the optimal parameters and whether the combination truly outperforms.

April 12, 2025

Tools7 min read

Python Backtesting Frameworks Compared: Backtrader vs Zipline vs VectorBT

A hands-on comparison of the three most popular Python backtesting libraries, with performance benchmarks, code examples, and recommendations for different use cases.

April 28, 2025

Technical Analysis7 min read

Bollinger Band Squeeze Strategy: Backtesting Volatility Breakouts

The Bollinger Band squeeze identifies periods of low volatility that often precede explosive moves. Our backtest quantifies this edge and reveals the best entry techniques.

May 15, 2025

ETFs8 min read

Sector Rotation Backtesting: Can You Time the Business Cycle?

We backtest multiple sector rotation strategies to determine whether systematic rotation between market sectors can generate alpha over buy-and-hold approaches.

June 2, 2025

Stocks8 min read

Backtesting Pairs Trading: Statistical Arbitrage for Retail Traders

Pairs trading exploits the mean-reverting relationship between correlated stocks. Learn how to identify pairs, backtest the strategy, and understand its current viability.

June 20, 2025

Crypto8 min read

Backtesting Crypto Momentum Strategies: Lessons from a Wild Market

Cryptocurrency markets exhibit strong momentum effects. We backtest systematic momentum strategies on crypto and explore why traditional parameters need adjustment.

July 8, 2025

Options8 min read

The Complete Guide to Backtesting LEAPS Options Strategies

LEAPS provide leveraged exposure with defined risk. We backtest various LEAPS strategies including deep ITM calls, poor mans covered calls, and LEAPS spreads.

July 25, 2025

Forex8 min read

Backtesting Forex Mean Reversion on Major Currency Pairs

Do currency pairs mean-revert? We backtest RSI-based and Bollinger Band mean reversion strategies on major forex pairs to answer this question definitively.

August 11, 2025

Risk Management8 min read

Portfolio Allocation Backtesting: 60/40 vs All-Weather vs Risk Parity

We backtest the most popular portfolio allocation strategies across multiple decades to determine which approach delivers the best risk-adjusted returns for long-term investors.

August 28, 2025

ETFs8 min read

Backtesting the VIX Term Structure: Trading Volatility ETFs Systematically

The VIX term structure provides predictable signals for trading volatility ETFs. We backtest contango and backwardation strategies on VXX, UVXY, and SVXY.

September 15, 2025

Risk Management7 min read

How to Avoid Overfitting: The Biggest Mistake in Backtesting

Overfitting is the number one reason backtested strategies fail in live trading. Learn to identify, prevent, and test for overfitting in your strategy development process.

October 3, 2025

ETFs8 min read

Backtesting Momentum Factor Investing with ETFs

Momentum is one of the strongest factors in finance. We backtest various momentum ETF strategies including cross-asset momentum, dual momentum, and momentum with value tilt.

October 20, 2025

Options8 min read

Backtesting Options Wheel Strategy: Income Generation Under the Microscope

The wheel strategy (selling puts then covered calls) is wildly popular among income traders. Our comprehensive backtest reveals its true performance versus simpler alternatives.

November 7, 2025

Tools7 min read

Building Your First Backtest in Python: A Step-by-Step Tutorial

A beginner-friendly guide to writing your first trading strategy backtest in Python using pandas, from data acquisition to performance analysis.

November 24, 2025

ETFs8 min read

Backtesting Mean Reversion in ETFs: Buying the Dip Systematically

Is buying the dip in ETFs a viable systematic strategy? We backtest multiple mean reversion approaches on sector and broad market ETFs with surprising results.

December 12, 2025

Risk Management8 min read

Backtesting Position Sizing: How Much Capital to Risk Per Trade

Position sizing determines whether a winning strategy makes you rich or blows up your account. We backtest fixed fractional, Kelly criterion, and volatility-based approaches.

January 5, 2026

Stocks8 min read

Backtesting Trend Following on Commodities: CTA Strategies for Retail Traders

Commodity Trading Advisors have profited from trend following for decades. We backtest classic CTA strategies on commodity futures using ETF proxies accessible to retail traders.

January 22, 2026

Options8 min read

Backtesting the Straddle Selling Strategy Around Earnings

Selling straddles before earnings exploits implied volatility overpricing. Our backtest reveals win rates, optimal timing, and which stocks provide the best opportunities.

February 8, 2026

Stocks8 min read

Backtesting Dollar-Cost Averaging vs. Lump Sum Investing

The eternal debate: invest all at once or spread it out? We backtest both approaches across every possible starting point in market history to provide a definitive answer.

February 25, 2026

Crypto7 min read

Backtesting Bitcoin Buy-the-Dip Strategies: What Actually Works

We tested multiple BTC buy-the-dip strategies across bull and bear markets to find which percentage drops offer the best risk-adjusted entries.

January 8, 2025

Forex8 min read

Forex Carry Trade Backtest: Does Holding High-Yield Currencies Still Work?

We backtested the classic carry trade strategy across major and emerging market currency pairs to see if interest rate differentials still generate alpha.

January 22, 2025

ETFs8 min read

ETF Sector Rotation: Backtesting Momentum-Based Allocation

A comprehensive backtest of momentum-based sector rotation using SPDR sector ETFs shows when this strategy shines and when it fails spectacularly.

February 5, 2025

Technical Analysis8 min read

VIX Mean Reversion Strategy: Backtesting Volatility Spikes

Volatility always reverts to the mean eventually. We backtested strategies that sell volatility after VIX spikes to quantify the edge and the risk.

February 19, 2025

Stocks8 min read

Backtesting Dividend Growth Investing: Total Returns vs. The S&P 500

Does focusing on companies that consistently grow their dividends actually beat the market? Our 20-year backtest reveals the nuanced truth.

March 4, 2025

Technical Analysis9 min read

Market Timing with the 200-Day Moving Average: A Comprehensive Backtest

The 200-day moving average is the most popular timing signal in existence. Our backtest across multiple asset classes reveals its true strengths and limitations.

March 18, 2025

Risk Management8 min read

Position Sizing Showdown: Fixed Fractional vs. Kelly Criterion Backtest

Your position sizing method can matter more than your entry signal. We backtested fixed fractional, full Kelly, half Kelly, and fixed dollar sizing head-to-head.

April 2, 2025

Crypto9 min read

Ethereum DeFi Yield Farming Backtest: Historical APY vs. Reality

DeFi protocols advertise astronomical APYs but what do realized returns look like after impermanent loss, gas fees, and token depreciation? We backtested to find out.

April 16, 2025

Risk Management8 min read

Stop-Loss Optimization: Backtesting Tight vs. Wide Stops Across Markets

Where you place your stop-loss can make or break a strategy. We backtested ATR-based stops from 0.5x to 5x across stocks, forex, and futures.

May 1, 2025

Risk Management9 min read

Correlation Breakdown: Backtesting Diversification When It Matters Most

Correlations spike during market crashes, exactly when diversification is needed most. We quantified this effect and tested strategies to combat it.

May 15, 2025

Technical Analysis9 min read

Backtesting Market Regime Detection: Bull, Bear, and Sideways Filters

Different strategies work in different regimes. We backtested multiple regime detection methods to find which most reliably identifies the current market environment.

June 2, 2025

Options9 min read

Earnings Season Options Strategies: A Backtest of Straddles and Iron Condors

Options prices inflate before earnings. We backtested selling that premium with straddles and iron condors across 500 earnings events to quantify the edge.

June 18, 2025

Stocks9 min read

Seasonal Patterns in the Stock Market: Backtesting Sell in May and Other Anomalies

Sell in May, the January effect, and other calendar anomalies are market folklore. Our backtest across 30 years determines which still have statistical validity.

July 3, 2025

Risk Management9 min read

Drawdown Analysis: How Deep and How Long Can You Survive?

Maximum drawdown gets all the attention, but drawdown duration is what actually breaks traders. We analyzed historical drawdown profiles across strategies and asset classes.

July 20, 2025

Risk Management9 min read

Backtesting the Kelly Criterion in Practice: From Theory to Trading

The Kelly criterion promises mathematically optimal growth. We backtested it across real trading strategies to see how theory meets the messy reality of markets.

August 5, 2025

Forex9 min read

Backtesting Forex Breakout Strategies: London and New York Sessions

Session breakout strategies exploit the volatility expansion at market opens. We backtested London and New York session breakouts across major pairs from 2015-2025.

August 22, 2025

Crypto9 min read

BTC-ETH Pair Trading: Backtesting Crypto Relative Value Strategies

Bitcoin and Ethereum move together but not identically. We backtested mean reversion and momentum strategies on the ETH/BTC ratio to find exploitable divergences.

September 8, 2025

Options8 min read

Backtesting the Covered Call Strategy: Income vs. Opportunity Cost

Covered calls are marketed as free income. Our 15-year backtest on SPY and individual stocks reveals the true cost of capping your upside.

September 25, 2025

ETFs9 min read

Backtesting Dual Momentum: Gary Antonaccis Strategy Put to the Test

Dual momentum combines absolute and relative momentum for market timing. We backtested the original strategy and several variations to evaluate its ongoing effectiveness.

October 10, 2025

Crypto9 min read

Backtesting Mean Reversion in Crypto: RSI Strategies on Bitcoin and Altcoins

Crypto markets are known for trends, but do mean reversion signals like oversold RSI work for timing entries? We tested RSI strategies across BTC, ETH, and major altcoins.

October 28, 2025

Risk Management8 min read

Volatility Targeting: Backtesting Constant Risk Allocation

Instead of holding a fixed allocation, volatility targeting adjusts exposure to maintain consistent portfolio risk. Our backtest shows dramatic improvement in risk-adjusted returns.

November 12, 2025

Stocks8 min read

Backtesting Dollar-Cost Averaging vs. Lump Sum: The Definitive Analysis

The DCA vs. lump sum debate is perennial. We ran 10,000 historical simulations to determine when each approach wins and by how much.

November 28, 2025

Options9 min read

Backtesting the VIX Term Structure: Contango and Backwardation Signals

The VIX futures curve contains predictive information about future market returns. We backtested strategies that exploit the term structure shape for timing and volatility trading.

December 15, 2025

Forex9 min read

Backtesting Forex Moving Average Crossover Systems: Are They Dead?

Moving average crossovers were once the bread and butter of forex trading. We tested every common MA combination from 2010-2025 to see if any still produce edge.

January 6, 2026

ETFs9 min read

Backtesting Equal Weight vs. Market Cap Weight: The Small-Cap Tilt Effect

Equal-weight ETFs systematically overweight smaller companies. We backtested this approach against cap-weighted benchmarks to quantify the small-cap tilt premium.

January 22, 2026