{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Cryptocurrency Cross-Sectional Momentum: A Rigorous Out-of-Sample Analysis\n",
"\n",
"**Author:** Pramesh \n",
"**Date:** February 2026\n",
"\n",
"## Executive Summary\n",
"\n",
"This study rigorously evaluates cross-sectional momentum strategies in cryptocurrency markets using proper train/validation methodology to assess out-of-sample generalization.\n",
"\n",
"**Research Design:**\n",
"- **Universe:** 25 liquid cryptocurrencies (expanded from 9 for robustness)\n",
"- **Training Period:** 2020-2022 (strategy development)\n",
"- **Validation Period:** 2023-2024 (out-of-sample test)\n",
"- **Out-of-Sample:** 2025-2026 (truly unseen data)\n",
"- **Strategies:** 20-day momentum (primary), 1-day reversal, filtered reversal\n",
"\n",
"**Key Methodological Features:**\n",
"- Proper execution timing (shift+1 to avoid look-ahead bias)\n",
"- Winsorized returns (±30%) for extreme volatility handling\n",
"- Dynamic eligibility enforcement\n",
"- Realistic transaction costs (20 bps)\n",
"- **Alpha t-stat calculation vs. BTC benchmark** (NEW)\n",
"\n",
"**Main Findings:**\n",
"- Results reported separately for training, validation, and out-of-sample periods\n",
"- Analysis includes regime break investigation and generalization assessment"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Setup & Data Loading"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"✓ Data loaded: 2,229 days x 25 assets\n",
" Period: 2019-12-31 to 2026-02-05\n",
" Avg eligible assets/day: 19.4\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from scipy import stats\n",
"from utils import *\n",
"\n",
"# Plotting configuration\n",
"plt.style.use('seaborn-v0_8-darkgrid')\n",
"sns.set_palette(\"husl\")\n",
"%matplotlib inline\n",
"\n",
"# Load preprocessed data\n",
"px = pd.read_csv('data_px.csv', index_col=0, parse_dates=True)\n",
"ret = pd.read_csv('data_ret.csv', index_col=0, parse_dates=True)\n",
"elig = pd.read_csv('data_elig.csv', index_col=0, parse_dates=True)\n",
"\n",
"print(f\"✓ Data loaded: {len(ret):,} days x {len(ret.columns)} assets\")\n",
"print(f\" Period: {ret.index[0].date()} to {ret.index[-1].date()}\")\n",
"print(f\" Avg eligible assets/day: {elig.sum(axis=1).mean():.1f}\")"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" Period Definitions \n",
"Training: 2020-01-01 to 2022-12-30 (1095 days)\n",
"Validation: 2023-01-01 to 2024-12-30 (730 days)\n",
"Out-sample: 2025-01-01 to 2026-02-05 (401 days)\n"
]
}
],
"source": [
"# Define period splits for train/validation analysis\n",
"TRAIN_START = '2020-01-01'\n",
"TRAIN_END = '2022-12-31'\n",
"VALID_START = '2023-01-01'\n",
"VALID_END = '2024-12-31'\n",
"OOS_START = '2025-01-01'\n",
"\n",
"# Create boolean masks\n",
"train_mask = (ret.index >= TRAIN_START) & (ret.index <= TRAIN_END)\n",
"valid_mask = (ret.index >= VALID_START) & (ret.index <= VALID_END)\n",
"oos_mask = (ret.index >= OOS_START)\n",
"\n",
"print(\"\\n Period Definitions \")\n",
"print(f\"Training: {ret[train_mask].index[0].date()} to {ret[train_mask].index[-1].date()} ({train_mask.sum()} days)\")\n",
"print(f\"Validation: {ret[valid_mask].index[0].date()} to {ret[valid_mask].index[-1].date()} ({valid_mask.sum()} days)\")\n",
"print(f\"Out-sample: {ret[oos_mask].index[0].date()} to {ret[oos_mask].index[-1].date()} ({oos_mask.sum()} days)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Strategy Construction\n",
"\n",
"### Signal Definitions\n",
"- **Momentum (20d):** Average return over past 20 days, ranked cross-sectionally, demeaned\n",
"- **Reversal (1d):** Negative of 1-day return (contrarian)\n",
"- **Filtered Reversal:** Reversal applied only to low-volatility coins (bottom 50% by 20d realized vol)\n",
"\n",
"**Note:** Signals are calculated on the full time series (2020-2026) since they are mechanistic rules without parameter optimization. Performance is evaluated separately by period to assess generalization."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Strategies constructed\n"
]
}
],
"source": [
"# --- Momentum Strategy (20-day) ---\n",
"hor_mom = 20\n",
"mom_signal = ret.rolling(hor_mom, min_periods=hor_mom).mean().where(elig)\n",
"mom_port = normalize_weights(demean_xs(rank_signal_xs(mom_signal, elig)))\n",
"\n",
"# --- Reversal Strategy (1-day) ---\n",
"hor_rev = 1\n",
"rev_signal = -1.0 * ret.rolling(hor_rev, min_periods=hor_rev).mean()\n",
"rev_port = normalize_weights(demean_xs(rank_signal_xs(rev_signal, elig)))\n",
"\n",
"# --- Filtered Reversal (Low Volatility Only) ---\n",
"lookback, q = 20, 0.50\n",
"rv = ret.rolling(lookback, min_periods=lookback).std()\n",
"rv_elig = rv.where(elig)\n",
"low_activity = rv_elig.lt(rv_elig.quantile(q, axis=1), axis=0)\n",
"mask = low_activity & elig\n",
"rev_port_filt = normalize_weights_masked(demean_xs_masked(rev_port, mask), mask)\n",
"\n",
"print(\"Strategies constructed\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Execution & Gross Returns\n",
"\n",
"**Critical methodology:**\n",
"- Returns winsorized at ±30% to handle extreme crypto volatility\n",
"- `shift(1)` applied to weights → avoid lookahead bias\n",
"- Eligibility re-enforced at execution → can only trade eligible assets\n",
"- Weights renormalized after filtering → maintain consistent leverage"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"✓ Execution weights calculated (with shift+1 lookahead protection)\n",
" Winsorized 74 days with extreme moves (±30%)\n",
" BTC benchmark mean daily: 0.0016\n"
]
}
],
"source": [
"# Winsorize returns (time-series cap at ±30%)\n",
"ret_winz = ret.clip(lower=-0.30, upper=0.30)\n",
"n_winz = ((ret.abs() > 0.30).any(axis=1)).sum()\n",
"\n",
"# Calculate execution weights (shift + enforce eligibility + renormalize)\n",
"mom_exec = calc_exec_weights(mom_port, elig)\n",
"rev_exec = calc_exec_weights(rev_port, elig)\n",
"rev_filt_exec = calc_exec_weights(rev_port_filt, elig)\n",
"\n",
"# Gross returns (no transaction costs)\n",
"mom_ret_gross = (mom_exec * ret_winz).sum(axis=1)\n",
"rev_ret_gross = (rev_exec * ret_winz).sum(axis=1)\n",
"rev_filt_ret_gross = (rev_filt_exec * ret_winz).sum(axis=1)\n",
"\n",
"# Calculate turnover (sum of absolute weight changes)\n",
"def calc_turnover(port_exec):\n",
" w_today = port_exec.fillna(0)\n",
" w_yesterday = w_today.shift(1).fillna(0)\n",
" return (w_today - w_yesterday).abs().sum(axis=1)\n",
"\n",
"mom_to = calc_turnover(mom_exec)\n",
"rev_to = calc_turnover(rev_exec)\n",
"rev_filt_to = calc_turnover(rev_filt_exec)\n",
"\n",
"btc_ret = ret_winz['BTC'] # BTC as primary benchmark\n",
"ew_bench = ret_winz.mean(axis=1) # Equal-weight benchmark (alternative)\n",
"\n",
"\n",
"print(f\"✓ Execution weights calculated (with shift+1 lookahead protection)\")\n",
"print(f\" Winsorized {n_winz} days with extreme moves (±30%)\")\n",
"print(f\" BTC benchmark mean daily: {btc_ret.mean():.4f}\") \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Gross Performance (Before Transaction Costs)\n",
"\n",
"We evaluate strategy performance across different time periods to assess out-of-sample generalization:\n",
"- **Training (2020-2022):** In-sample period for strategy evaluation\n",
"- **Validation (2023-2024):** Primary out-of-sample test\n",
"- **Out-of-Sample (2025-2026):** Additional unseen data\n",
"- **Full Period (2020-2026):** Combined results (may be misleading due to regime changes)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"# Helper function to calculate stats for a specific period\n",
"def calc_stats_period(ret_series, period_mask, ann=365):\n",
" \"\"\"Calculate stats for a specific time period\"\"\"\n",
" return calc_stats(ret_series[period_mask], ann=ann)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.2 Training Period"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"GROSS PERFORMANCE - TRAINING PERIOD (2020-2022)\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" 34.8% | \n",
" 31.1% | \n",
" 1.12 | \n",
" -21.6% | \n",
" 50.7% | \n",
"
\n",
" \n",
" | Reversal | \n",
" -3.6% | \n",
" 30.4% | \n",
" -0.12 | \n",
" -35.7% | \n",
" 50.3% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" -2.2% | \n",
" 28.3% | \n",
" -0.08 | \n",
" -43.6% | \n",
" 50.2% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate gross statistics - TRAINING PERIOD (2020-2022)\n",
"stats_gross_train = pd.DataFrame({\n",
" 'Momentum': calc_stats_period(mom_ret_gross, train_mask),\n",
" 'Reversal': calc_stats_period(rev_ret_gross, train_mask),\n",
" 'Filt_Reversal': calc_stats_period(rev_filt_ret_gross, train_mask)\n",
"})\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(\"GROSS PERFORMANCE - TRAINING PERIOD (2020-2022)\")\n",
"print(\"=\"*70)\n",
"display(stats_gross_train.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.3 Validation Period"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"GROSS PERFORMANCE - VALIDATION PERIOD (2023-2024)\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" 15.1% | \n",
" 17.7% | \n",
" 0.85 | \n",
" -19.7% | \n",
" 50.4% | \n",
"
\n",
" \n",
" | Reversal | \n",
" 18.5% | \n",
" 17.6% | \n",
" 1.05 | \n",
" -13.4% | \n",
" 54.2% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" 11.0% | \n",
" 17.6% | \n",
" 0.62 | \n",
" -19.8% | \n",
" 54.1% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate gross statistics - VALIDATION PERIOD (2023-2024)\n",
"stats_gross_valid = pd.DataFrame({\n",
" 'Momentum': calc_stats_period(mom_ret_gross, valid_mask),\n",
" 'Reversal': calc_stats_period(rev_ret_gross, valid_mask),\n",
" 'Filt_Reversal': calc_stats_period(rev_filt_ret_gross, valid_mask)\n",
"})\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(\"GROSS PERFORMANCE - VALIDATION PERIOD (2023-2024)\")\n",
"print(\"=\"*70)\n",
"display(stats_gross_valid.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.4 Out-Of-Sample Period"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"GROSS PERFORMANCE - OUT-OF-SAMPLE PERIOD (2025-2026)\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" -11.2% | \n",
" 16.6% | \n",
" -0.68 | \n",
" -25.5% | \n",
" 46.1% | \n",
"
\n",
" \n",
" | Reversal | \n",
" 72.8% | \n",
" 16.5% | \n",
" 4.41 | \n",
" -10.8% | \n",
" 63.1% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" 33.3% | \n",
" 17.1% | \n",
" 1.95 | \n",
" -15.7% | \n",
" 53.9% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" Key Observation:\n",
" Momentum: Strong in training → degraded in validation → failed in OOS\n",
" Reversal: Weak in training → improved in validation → exploded in OOS\n",
" → Clear evidence of regime-dependent returns, not persistent alpha\n"
]
}
],
"source": [
"# Calculate gross statistics - OUT-OF-SAMPLE PERIOD (2025-2026)\n",
"stats_gross_oos = pd.DataFrame({\n",
" 'Momentum': calc_stats_period(mom_ret_gross, oos_mask),\n",
" 'Reversal': calc_stats_period(rev_ret_gross, oos_mask),\n",
" 'Filt_Reversal': calc_stats_period(rev_filt_ret_gross, oos_mask)\n",
"})\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(\"GROSS PERFORMANCE - OUT-OF-SAMPLE PERIOD (2025-2026)\")\n",
"print(\"=\"*70)\n",
"display(stats_gross_oos.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))\n",
"\n",
"print(\"\\n Key Observation:\")\n",
"print(\" Momentum: Strong in training → degraded in validation → failed in OOS\")\n",
"print(\" Reversal: Weak in training → improved in validation → exploded in OOS\")\n",
"print(\" → Clear evidence of regime-dependent returns, not persistent alpha\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gross Performance "
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GROSS PERFORMANCE - FULL PERIOD (2020-2026)\n",
"======================================================================\n",
"⚠️ WARNING: This combines all periods and may be misleading.\n",
" See period-by-period breakdown above for proper assessment.\n",
"======================================================================\n",
"\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" 19.8% | \n",
" 25.1% | \n",
" 0.79 | \n",
" -25.5% | \n",
" 49.7% | \n",
"
\n",
" \n",
" | Reversal | \n",
" 17.4% | \n",
" 24.6% | \n",
" 0.71 | \n",
" -35.7% | \n",
" 53.9% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" 8.3% | \n",
" 23.4% | \n",
" 0.36 | \n",
" -43.6% | \n",
" 52.1% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate gross statistics - FULL PERIOD (for comparison only)\n",
"stats_gross_full = pd.DataFrame({\n",
" 'Momentum': calc_stats(mom_ret_gross),\n",
" 'Reversal': calc_stats(rev_ret_gross),\n",
" 'Filt_Reversal': calc_stats(rev_filt_ret_gross)\n",
"})\n",
"\n",
"print(\"GROSS PERFORMANCE - FULL PERIOD (2020-2026)\")\n",
"print(\"=\"*70)\n",
"print(\"⚠️ WARNING: This combines all periods and may be misleading.\")\n",
"print(\" See period-by-period breakdown above for proper assessment.\")\n",
"print(\"=\"*70 + \"\\n\")\n",
"display(stats_gross_full.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.6 Turnover Analysis"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TURNOVER ANALYSIS\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Daily | \n",
" Annual | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" 0.31 | \n",
" 114.54 | \n",
"
\n",
" \n",
" | Reversal | \n",
" 1.33 | \n",
" 483.76 | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" 1.38 | \n",
" 503.02 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Daily Annual\n",
"Momentum 0.31 114.54\n",
"Reversal 1.33 483.76\n",
"Filt_Reversal 1.38 503.02"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" Key Insight: Reversal strategies have ~4.4x higher turnover than momentum\n",
" → Transaction costs will be critical for profitability\n"
]
}
],
"source": [
"# Turnover statistics\n",
"print(\"TURNOVER ANALYSIS\")\n",
"print(\"=\"*70)\n",
"turnover_df = pd.DataFrame({\n",
" 'Daily': [mom_to.mean(), rev_to.mean(), rev_filt_to.mean()],\n",
" 'Annual': [mom_to.mean()*365, rev_to.mean()*365, rev_filt_to.mean()*365]\n",
"}, index=['Momentum', 'Reversal', 'Filt_Reversal'])\n",
"\n",
"display(turnover_df.round(2))\n",
"\n",
"print(\"\\n Key Insight: Reversal strategies have ~4.4x higher turnover than momentum\")\n",
"print(\" → Transaction costs will be critical for profitability\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.7 Visualisation"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Visualization saved as 'gross_performance_periods.png'\n"
]
}
],
"source": [
"# Cumulative returns with period highlighting\n",
"fig, ax = plt.subplots(figsize=(14, 6))\n",
"\n",
"(1 + mom_ret_gross).cumprod().plot(ax=ax, label='Momentum (20d)', linewidth=2.5, color='#2E86AB')\n",
"(1 + rev_ret_gross).cumprod().plot(ax=ax, label='Reversal (1d)', linewidth=2, alpha=0.7, color='#A23B72')\n",
"(1 + rev_filt_ret_gross).cumprod().plot(ax=ax, label='Filtered Reversal', linewidth=2, alpha=0.7, linestyle='--', color='#F18F01')\n",
"\n",
"# Add period separators\n",
"ax.axvline(pd.Timestamp('2023-01-01'), color='red', linestyle='--', linewidth=2, alpha=0.7, label='Train/Valid Split')\n",
"ax.axvline(pd.Timestamp('2025-01-01'), color='orange', linestyle='--', linewidth=2, alpha=0.7, label='Valid/OOS Split')\n",
"ax.axhline(1, color='black', linestyle='-', linewidth=0.5, alpha=0.3)\n",
"\n",
"# Shade regions\n",
"ax.axvspan(ret.index[0], pd.Timestamp('2023-01-01'), alpha=0.1, color='green', label='Training')\n",
"ax.axvspan(pd.Timestamp('2023-01-01'), pd.Timestamp('2025-01-01'), alpha=0.1, color='blue', label='Validation')\n",
"ax.axvspan(pd.Timestamp('2025-01-01'), ret.index[-1], alpha=0.1, color='gray', label='Out-of-Sample')\n",
"\n",
"ax.set_ylabel('Cumulative Return (Gross)', fontsize=12)\n",
"ax.set_title('Strategy Performance: Gross Returns by Period', fontsize=14, fontweight='bold')\n",
"ax.legend(loc='upper left', fontsize=9)\n",
"ax.grid(True, alpha=0.3)\n",
"plt.tight_layout()\n",
"plt.savefig('gross_performance_periods.png', dpi=150, bbox_inches='tight')\n",
"plt.show()\n",
"\n",
"print(\"Visualization saved as 'gross_performance_periods.png'\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Alpha & Statistical Significance\n",
"\n",
"**Objective:** Assess whether strategies generate statistically significant alpha (excess returns) beyond market exposure.\n",
"\n",
"**Methodology:**\n",
"We regress strategy returns against the BTC benchmark to decompose returns into:\n",
"- **α (alpha):** Intercept representing return unexplained by market exposure\n",
"- **β (beta):** Market exposure coefficient (should be ~0 for market-neutral strategies)\n",
"- **t-statistic on α:** Measures statistical significance of alpha generation\n",
"\n",
"**Regression equation:**\n",
"$$r_{strategy,t} = \\alpha + \\beta \\cdot r_{BTC,t} + \\epsilon_t$$\n",
"\n",
"**Interpretation:**\n",
"- **|t-stat| > 1.96:** Significant at 5% level (strong evidence of alpha)\n",
"- **|t-stat| > 1.65:** Significant at 10% level (moderate evidence)\n",
"- **|t-stat| < 1.65:** Not statistically significant (could be luck/noise)\n",
"\n",
"We calculate alpha separately for training, validation, and out-of-sample periods to assess generalization."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Alpha calculation function defined\n"
]
}
],
"source": [
"# Alpha Calculation\n",
"\n",
"def calculate_alpha_stats(strategy_returns, benchmark_returns, period_mask, period_name):\n",
" \"\"\"\n",
" Calculate alpha, beta, and t-statistics via OLS regression\n",
" \n",
" Returns: dict with alpha, beta, t-stat, p-value, R-squared\n",
" \"\"\"\n",
" # Filter to period and align\n",
" strat_ret = strategy_returns[period_mask].dropna()\n",
" bench_ret = benchmark_returns[period_mask].dropna()\n",
" \n",
" common_idx = strat_ret.index.intersection(bench_ret.index)\n",
" strat_ret = strat_ret.loc[common_idx]\n",
" bench_ret = bench_ret.loc[common_idx]\n",
" \n",
" if len(strat_ret) < 10: # Need minimum observations\n",
" return None\n",
" \n",
" # Prepare regression matrices\n",
" X = bench_ret.values.reshape(-1, 1)\n",
" y = strat_ret.values\n",
" X_with_const = np.column_stack([np.ones(len(X)), X])\n",
" \n",
" # OLS estimation\n",
" params = np.linalg.lstsq(X_with_const, y, rcond=None)[0]\n",
" alpha_daily, beta = params[0], params[1]\n",
" \n",
" # Calculate residuals and statistics\n",
" y_pred = X_with_const @ params\n",
" residuals = y - y_pred\n",
" n = len(y)\n",
" k = 2 # number of parameters\n",
" \n",
" # Standard errors\n",
" mse = np.sum(residuals**2) / (n - k)\n",
" var_covar = mse * np.linalg.inv(X_with_const.T @ X_with_const)\n",
" se_alpha = np.sqrt(var_covar[0, 0])\n",
" se_beta = np.sqrt(var_covar[1, 1])\n",
" \n",
" # T-statistics and p-values\n",
" t_stat_alpha = alpha_daily / se_alpha\n",
" t_stat_beta = beta / se_beta\n",
" p_value_alpha = 2 * (1 - stats.t.cdf(abs(t_stat_alpha), n - k))\n",
" p_value_beta = 2 * (1 - stats.t.cdf(abs(t_stat_beta), n - k))\n",
" \n",
" # R-squared\n",
" ss_res = np.sum(residuals**2)\n",
" ss_tot = np.sum((y - np.mean(y))**2)\n",
" r_squared = 1 - (ss_res / ss_tot) if ss_tot > 0 else 0\n",
" \n",
" return {\n",
" 'period': period_name,\n",
" 'alpha_daily': alpha_daily,\n",
" 'alpha_annual': alpha_daily * 365,\n",
" 'beta': beta,\n",
" 't_stat_alpha': t_stat_alpha,\n",
" 'p_value_alpha': p_value_alpha,\n",
" 't_stat_beta': t_stat_beta,\n",
" 'p_value_beta': p_value_beta,\n",
" 'r_squared': r_squared,\n",
" 'n_obs': n\n",
" }\n",
"\n",
"print(\" Alpha calculation function defined\")"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available columns: ['BTC', 'ETH', 'BNB', 'XRP', 'ADA']\n",
" Using benchmark: BTC\n",
"\n",
"================================================================================\n",
"ALPHA ANALYSIS: MOMENTUM STRATEGY vs. BTC BENCHMARK\n",
"================================================================================\n",
"\n",
"Training (2020-2022):\n",
" Alpha (annual): 36.23%\n",
" t-stat (alpha): 2.02 **\n",
" p-value: 0.0438\n",
" Beta (market): -0.025 (t=-1.93)\n",
" R²: 0.003\n",
" Observations: 1095 days\n",
"\n",
"Validation (2023-2024):\n",
" Alpha (annual): 13.54%\n",
" t-stat (alpha): 1.08 n.s.\n",
" p-value: 0.2825\n",
" Beta (market): 0.016 (t=1.19)\n",
" R²: 0.002\n",
" Observations: 730 days\n",
"\n",
"Out-of-Sample (2025-2026):\n",
" Alpha (annual): -12.50%\n",
" t-stat (alpha): -0.81 n.s.\n",
" p-value: 0.4193\n",
" Beta (market): -0.080 (t=-4.50)\n",
" R²: 0.048\n",
" Observations: 401 days\n",
"\n",
"Interpretation:\n",
" *** p < 0.01 (highly significant)\n",
" ** p < 0.05 (significant)\n",
" * p < 0.10 (marginally significant)\n",
" n.s. = not significant\n"
]
}
],
"source": [
"# Alpha for all strategies and periods \n",
"\n",
"# First, we need BTC returns - let's check column name\n",
"print(\"Available columns:\", ret_winz.columns.tolist()[:5])\n",
"\n",
"# Get BTC returns (adjust column name if needed)\n",
"if 'BTCUSDT' in ret_winz.columns:\n",
" btc_ret = ret_winz['BTCUSDT']\n",
"elif 'BTC' in ret_winz.columns:\n",
" btc_ret = ret_winz['BTC']\n",
"else:\n",
" btc_ret = ret_winz.iloc[:, 0] # Use first column as fallback\n",
" print(f\" Using {ret_winz.columns[0]} as benchmark\")\n",
"\n",
"print(f\" Using benchmark: {btc_ret.name if hasattr(btc_ret, 'name') else 'First column'}\")\n",
"\n",
"# Calculate alpha stats for MOMENTUM across all periods\n",
"print(\"\\n\" + \"=\"*80)\n",
"print(\"ALPHA ANALYSIS: MOMENTUM STRATEGY vs. BTC BENCHMARK\")\n",
"print(\"=\"*80)\n",
"\n",
"mom_alpha_train = calculate_alpha_stats(mom_ret_gross, btc_ret, train_mask, \"Training (2020-2022)\")\n",
"mom_alpha_valid = calculate_alpha_stats(mom_ret_gross, btc_ret, valid_mask, \"Validation (2023-2024)\")\n",
"mom_alpha_oos = calculate_alpha_stats(mom_ret_gross, btc_ret, oos_mask, \"Out-of-Sample (2025-2026)\")\n",
"\n",
"# Display results\n",
"for stats_dict in [mom_alpha_train, mom_alpha_valid, mom_alpha_oos]:\n",
" if stats_dict is None:\n",
" continue\n",
" \n",
" # Determine significance stars\n",
" p = stats_dict['p_value_alpha']\n",
" sig = '***' if p < 0.01 else '**' if p < 0.05 else '*' if p < 0.10 else 'n.s.'\n",
" \n",
" print(f\"\\n{stats_dict['period']}:\")\n",
" print(f\" Alpha (annual): {stats_dict['alpha_annual']:>8.2%}\")\n",
" print(f\" t-stat (alpha): {stats_dict['t_stat_alpha']:>8.2f} {sig}\")\n",
" print(f\" p-value: {stats_dict['p_value_alpha']:>8.4f}\")\n",
" print(f\" Beta (market): {stats_dict['beta']:>8.3f} (t={stats_dict['t_stat_beta']:.2f})\")\n",
" print(f\" R²: {stats_dict['r_squared']:>8.3f}\")\n",
" print(f\" Observations: {stats_dict['n_obs']:>8.0f} days\")\n",
"\n",
"print(\"\\nInterpretation:\")\n",
"print(\" *** p < 0.01 (highly significant)\")\n",
"print(\" ** p < 0.05 (significant)\")\n",
"print(\" * p < 0.10 (marginally significant)\")\n",
"print(\" n.s. = not significant\")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"================================================================================\n",
"ALPHA ANALYSIS: REVERSAL STRATEGY vs. BTC BENCHMARK\n",
"================================================================================\n",
"\n",
"Training (2020-2022):\n",
" Alpha (annual): -5.46%\n",
" t-stat (alpha): -0.31 n.s.\n",
" p-value: 0.7554\n",
" Beta (market): 0.032 (t=2.54)\n",
" R²: 0.006\n",
" Observations: 1095 days\n",
"\n",
"Validation (2023-2024):\n",
" Alpha (annual): 17.11%\n",
" t-stat (alpha): 1.37 n.s.\n",
" p-value: 0.1717\n",
" Beta (market): 0.014 (t=1.06)\n",
" R²: 0.002\n",
" Observations: 730 days\n",
"\n",
"Out-of-Sample (2025-2026):\n",
" Alpha (annual): 73.02%\n",
" t-stat (alpha): 4.64 ***\n",
" p-value: 0.0000\n",
" Beta (market): 0.013 (t=0.74)\n",
" R²: 0.001\n",
" Observations: 401 days\n"
]
}
],
"source": [
"# Alpha Analysis for Reversal Strategies\n",
"# Calculate alpha for REVERSAL strategies (since they performed well in OOS)\n",
"print(\"\\n\" + \"=\"*80)\n",
"print(\"ALPHA ANALYSIS: REVERSAL STRATEGY vs. BTC BENCHMARK\")\n",
"print(\"=\"*80)\n",
"\n",
"rev_alpha_train = calculate_alpha_stats(rev_ret_gross, btc_ret, train_mask, \"Training (2020-2022)\")\n",
"rev_alpha_valid = calculate_alpha_stats(rev_ret_gross, btc_ret, valid_mask, \"Validation (2023-2024)\")\n",
"rev_alpha_oos = calculate_alpha_stats(rev_ret_gross, btc_ret, oos_mask, \"Out-of-Sample (2025-2026)\")\n",
"\n",
"for stats_dict in [rev_alpha_train, rev_alpha_valid, rev_alpha_oos]:\n",
" if stats_dict is None:\n",
" continue\n",
" \n",
" p = stats_dict['p_value_alpha']\n",
" sig = '***' if p < 0.01 else '**' if p < 0.05 else '*' if p < 0.10 else 'n.s.'\n",
" \n",
" print(f\"\\n{stats_dict['period']}:\")\n",
" print(f\" Alpha (annual): {stats_dict['alpha_annual']:>8.2%}\")\n",
" print(f\" t-stat (alpha): {stats_dict['t_stat_alpha']:>8.2f} {sig}\")\n",
" print(f\" p-value: {stats_dict['p_value_alpha']:>8.4f}\")\n",
" print(f\" Beta (market): {stats_dict['beta']:>8.3f} (t={stats_dict['t_stat_beta']:.2f})\")\n",
" print(f\" R²: {stats_dict['r_squared']:>8.3f}\")\n",
" print(f\" Observations: {stats_dict['n_obs']:>8.0f} days\")"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
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tMW3aNNs8CidOnNDHH3+sF154QfXr19fs2bNtvS1mzZqlWrVqSZJatWqlrVu3qnDhwjp79qyqVq2qdu3aaffu3dqzZ49tSKn9+/dLSh4CyXqjzgsvvGC7trxbeq6rW7dubdf7ZOvWrWkOm7R9+3bb+zF37lzt3r1bX375pYxGow4dOqTDhw8rPj5eFotFgYGBWrFihXbs2GHrmXPr1q0UPQTuxcPDQ9OnT7fNX3Hw4EF9+OGHeuaZZ9SkSZP73uSzevVq/f3333JxcdHChQu1d+9eLVy40K5Hz92KFi2qHTt2aOvWrSpSpIik//8M3q1w4cK2902S+vXrZ7d8J4vFoqlTp8pisaht27bavXu3du7cqWrVqikuLk5r166VlPG2373yvXXrlubMmSNJevHFF7Vv3z5t3bpVxYsX140bN7Rp0ya7vMaOHavdu3crLCxM9erV0/nz57Vs2bJ7HmMAjkVPDQA5SkhIiL799lvt3LnTduFSu3btFHdW/fDDD5KSL2RefvllGQwG5c+fX0OHDlWvXr104sQJnTt3Tkbj/9duu3btKpPJpOrVq8toNCopKUkdO3a0NUDKlCmjsLAwRUdHS/r/7ur//POP3Z1FUvJF0qFDhxQcHGxb16pVKz366KOSkrvmbt682bavzNS9e3cZjUa7hkz37t3l5eVlmyT6woULD/TDr7UQ8PjjjysgIECS1KVLFx0+fFjfffedXn/9deXJk+e++2nbtq2tF8Ozzz6rjz/+WJcuXdKePXtUv359W1y5cuXUoEEDSVKTJk1sc0HcunVLkvT000/r6aefVkREhH7++WcdPHjQ1l38Xsf2/Pnz2rVrlySpc+fOkqQGDRqoUKFCunLlilauXGnrar5r1y5ZLBb5+PjY7ph75JFHtG7dOhUqVCjF3UY1a9a0vc8mkyndn8WyZcvK1dVV//zzj7p166b69esrODhY8+fPl5eXlyQpb968KlasmC5cuKA+ffqoYcOGCgkJ0cyZM+Xv73/f4y4lD+8UExMjo9Eod3d3FStWTO3atVPv3r0lSQcOHFBMTIyk5B4q1nGNrcd8+/btdndBubu7q127dpJkm3z8buk9BgcOHJCUfKfUK6+8IoPBoBIlSqhLly766KOPbPt75JFHbL18unXrZjsOH330EZOTAwCANNGWuL+sbEtUqlRJGzdu1Ndff62ffvpJ+/btU0xMjG7evKkPP/xQN2/eTLVgZPXEE0/oiSeeUFRUlHbs2KGDBw/aJvDO6LHIjOvqO1mLZOXKlVOzZs0kJQ9r9sMPP6ho0aK2z8qMGTNksVh0+vRpffXVV9q9e7dtHxl9DQ0aNNCPP/6oNWvW6JdfftGBAwdkNpt15coVTZo0SQkJCWkWYayf+bp16+rxxx+XlNzGa9iwoX7++edUH/Pcc8/J29tb3t7eCgkJ0bp16zLlM/jnn3/a5t7o3bu3TCaTTCaT5s6da/vcSRlv+90r3wMHDtiGQ+vXr5/tHF+2bJmtp9Bff/2lixcvSpLmz5+vjz/+2O65fvvtN9ucJQByHnpqAMhRrHfsbN++3fajdGp3V1nvWC9evLjdcEbFixdPEWN154+h1h+q7/yR1mQySZJt7NLr169LSh4X9fLly7Y/Vnf+++59eXp62u0rPe6MvXss0Dv5+flJkt0wRHdemN/9OtIrKipK33//vSRp27ZttrFKrT96x8XFad26denaV6FCheyWrQWSO8ebvTvvO1+P9fWfP39evXr10uOPP64BAwZo69atti7b93p9X331lW17t27dVL58eVWsWNE2Nurq1auVkJAgSbbu5n5+fnafpaJFi6bafdp695lVej+LpUuX1pw5c1SxYkUdPXpUH3/8sfr166d69erZJlV0cXHRxx9/rEaNGunq1atasWKFhg0bpgYNGmjo0KEp7uhLTffu3XX8+HEdPXpUBw4c0MaNGzVw4EBbY8H6uZZk97m2XvRbGxxW+fPnl4uLyz2fM73HwPr+373Pu+/oyps3rxYsWKDg4GCdPXtWixcv1sCBA1WvXj1NnDgxw59tAACQO9CWSOaItoSU3MM3Li5OzzzzjBYsWKCwsDB99tlnql69uqTkXhb3GjIrIiJCgwYNUq1atdSnTx+7oVczmk9mXFffydpmyJcvn9364sWL2xW/1q1bpyZNmqht27aaPHmyXc+IpKSkDD2n9Vj17t1bS5Ys0Z49ezRv3jyVLFlSku7ZW8N63X13u6xo0aJpPubffgbTcueceHceP39/f1sbRcp42+9e+Vqf02g02p27AQEBts/4ne2iq1ev2s5Ra0Hv7nYRgJyFnhoAchRrQ+TXX39VUlKSChUqpMDAwBRx1gvvCxcuyGKx2Boj1jFDpZQ/Pqf2w+y9fqy1Pr5ly5a24XoSExMVHx+f6rwCd/4Afmfj6F7r7rwAvvMC/+4f/9N6zL3WZdT69ettP2ynZcWKFSnG/03NncM7SbIVE6yNKKvUjsmdhg0bpgMHDqhz584aM2aMfHx89Oqrr6bY/52SkpK0Zs2ae+736tWr2rx5s1q0aGG7yL127ZoSEhJs7+Mvv/wii8WiSpUq2TUG7n7vM/JZbNy4sUJCQhQZGamwsDDt2LFDq1ev1vvvv2+bPLx06dK2O7z27NmjvXv3atmyZdqwYYMqVqyovn373vO13c+d58W+fftsXdqjo6Nt/75Tesb9Te8xsB7riIgIxcfH2xqpdzfqpeShFebPny+z2azdu3dr9+7d+uKLL/T555+rZs2a95xPBQAA5E60JZI5oi2xdu1ajRo1Sq6urtq5c6d8fHzk5uamOnXq6JVXXlG/fv1kNpsVGRmpAgUKpPp6Jk2apI0bN6p+/fqaNm2a8ufPr/fee08nT560i7tfG8IqPdfV6d2X9Tr27uvWDRs2yNfXV5UrV1ZERIRGjhyppKQkzZ8/Xw0bNlRCQoLd5OXpNWfOHM2aNUuFChXSli1bbL2wmzRpoosXL2rChAm6du1amo+3fsbv/mHe2jMhNfebp+NB3dkGvHz5sq2w8scff+jMmTMqX768SpcuneG2373ytb5fSUlJunr1qq09t3v3bt24cUMVKlSwO8e//fZblS1bVlJyz/c7iy0AciZ6agDIUUqWLKmCBQva7mKxNkzu1rhxY0nJDZF58+YpKSlJERERev/99yVJFStWtI21+qCsd3Vt2bJFv//+uyRp+fLlCgoKUuvWre/ZWEiN9aLL2p01ISHBbign67i1f/zxh44fP/6vcn8Q1qGn2rZtq3379tn9mTt3rqTksXGtQwjdy/fff6+DBw9KSu41Yb14Tuv9TIv1OOTNm1c+Pj46deqUret3Wnc6bdu2zXbxvm7duhSvxTrp44oVKyQlzzUhJd9F9+mnn0pKbtCOHDlSL7/8sn788cd75pjez+KiRYsUFBSk9u3by2AwqEOHDho4cKDth/1r165p//79qlOnjkJCQnTs2DE1adJE/fv3tw1FEBERkaHjl5pKlSrZihdz585VUlKSLl26pCZNmqhOnTpav369XXx6GnrpPQbW9z8mJkb//e9/lZSUpHPnztnm/bD67rvvFBwcrEaNGun69etq2bKlBgwYYLuzKzOOAwAAePjQlnBcW6J27doyGo2Kj4/XmDFjdPPmTUnJ121Lly6VlHyXvHW4LuvriYmJkcViUVJSki1vb29v+fn56Z9//rHN93bntf+dj7X2vr5beq+r7yxMRUdHp7m/unXrSpLOnDlju14+cuSIRowYoT59+uj333/XiRMnbHkWLlxYBoPBrjdFRnpqWJ/vypUrmjx5suLi4iQlFyW++uorSdJjjz2W5uOtQ5vt3LnT1n7aunVrmnOQZKWSJUvaeu5//PHHMpvNio2N1dtvv62hQ4dq9uzZkh6s7ZeWoKAgW/Hwo48+UlJSkm7cuKGxY8dqwIABWr58uYoVK6ZixYpJkubNmyez2axbt26pU6dOCg4OtrUNAeRMFDUA5Dh3Nj7SaohUrVpV3bt3lyTNnDlTNWvWVP369XXw4EF5e3tr0qRJ/zqPDh06qEyZMoqLi9NTTz2lWrVqacKECUpKSlLjxo1TTG58P9aG0ZEjR1SzZk398ssvKlOmjO2ukddff11t27ZVt27dHmic13sZNGiQGjZsqPfeey/V7SdOnLA1ttq0aWMbm9T6p1GjRrYGiLUYcC9Go1HdunVTzZo19frrr0uS6tWrp9q1a2co7xo1akiSFi5cqFq1aqldu3a2Boh1Doi73XmRX758+RSvxTo/xG+//aa///5bpUqVsn2W3nvvPdWoUUMtW7bUjRs3VLJkSXXo0OGeOab3s9iiRQt5enrqwoULatKkierWratmzZopPj5ejzzyiEJCQlS1alWVLFlSSUlJeu6551SnTh3VqlVLf/zxh9zd3W0TRP4bvr6+tt4en3zyiWrWrKknnnhCN2/elI+Pjxo2bJjhfab3GJQtW9Z2/GfNmqWaNWuqRYsWKQonDRo0UIECBRQVFaW2bduqbt26qlevnq5evSo/Pz/bOMYAAAB3oy2R/W0JSSpSpIiGDBkiKfkGpzp16qh27dp6/PHHtXXrVhkMBo0aNcp23Wcd6mvjxo2qWbOmjh8/brv237hxo2rVqqWmTZvqzJkzkuyv/a2PXbRokUJCQlJtF6T3uvrO4lWDBg00bdq0VF9fvXr1bHMDvvrqqwoODlbXrl0VHx9v+/xUrlzZdsNS586dFRwcrHfffde2j7TaL6mpUaOG7TO6ZMkS1axZU7Vr11aTJk105MgRubm5adiwYWk+vkOHDipevLiSkpLUq1cv1axZU3379rX1YEhvD5XMYDQaNXz4cEnSTz/9pODgYNWpU0d79uyRp6en+vXrJ+nB2n5pyZMnj0JDQyVJy5Yts71HZ86cUYECBfT888/LaDTaPrPffvutQkJCVL9+fZ09e1YuLi5q0aJFZrx8AFmEogaAHOfOcW9TGwPXavz48Zo0aZIqV64si8Uib29vtWj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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" Alpha analysis visualization saved as 'alpha_analysis_comprehensive.png'\n"
]
}
],
"source": [
"# Create comprehensive alpha comparison visualization\n",
"fig, axes = plt.subplots(2, 2, figsize=(16, 10))\n",
"\n",
"# Prepare data for momentum\n",
"mom_periods = ['Training\\n(2020-2022)', 'Validation\\n(2023-2024)', 'Out-of-Sample\\n(2025-2026)']\n",
"mom_alphas = [mom_alpha_train['alpha_annual'], mom_alpha_valid['alpha_annual'], mom_alpha_oos['alpha_annual']]\n",
"mom_tstats = [mom_alpha_train['t_stat_alpha'], mom_alpha_valid['t_stat_alpha'], mom_alpha_oos['t_stat_alpha']]\n",
"mom_betas = [mom_alpha_train['beta'], mom_alpha_valid['beta'], mom_alpha_oos['beta']]\n",
"\n",
"# Prepare data for reversal\n",
"rev_alphas = [rev_alpha_train['alpha_annual'], rev_alpha_valid['alpha_annual'], rev_alpha_oos['alpha_annual']]\n",
"rev_tstats = [rev_alpha_train['t_stat_alpha'], rev_alpha_valid['t_stat_alpha'], rev_alpha_oos['t_stat_alpha']]\n",
"\n",
"# Plot 1: Momentum Alpha by Period\n",
"colors_mom = ['green' if a > 0 else 'red' for a in mom_alphas]\n",
"bars = axes[0, 0].bar(mom_periods, mom_alphas, color=colors_mom, alpha=0.7, edgecolor='black')\n",
"axes[0, 0].axhline(0, color='black', linestyle='-', linewidth=0.8)\n",
"axes[0, 0].set_ylabel('Annual Alpha', fontsize=11)\n",
"axes[0, 0].set_title('Momentum: Alpha Across Periods', fontsize=12, fontweight='bold')\n",
"axes[0, 0].grid(alpha=0.3, axis='y')\n",
"\n",
"# Add t-stat labels\n",
"for i, (bar, t) in enumerate(zip(bars, mom_tstats)):\n",
" height = bar.get_height()\n",
" sig = '***' if abs(t) > 2.58 else '**' if abs(t) > 1.96 else '*' if abs(t) > 1.65 else ''\n",
" axes[0, 0].text(bar.get_x() + bar.get_width()/2., height,\n",
" f't={t:.2f}{sig}',\n",
" ha='center', va='bottom' if height > 0 else 'top', fontsize=9, fontweight='bold')\n",
"\n",
"# Plot 2: Momentum T-stat by Period\n",
"colors_t = ['green' if t > 1.96 else 'orange' if t > 0 else 'red' for t in mom_tstats]\n",
"axes[0, 1].bar(mom_periods, mom_tstats, color=colors_t, alpha=0.7, edgecolor='black')\n",
"axes[0, 1].axhline(1.96, color='green', linestyle='--', linewidth=1.5, label='p=0.05 threshold', alpha=0.7)\n",
"axes[0, 1].axhline(-1.96, color='green', linestyle='--', linewidth=1.5, alpha=0.7)\n",
"axes[0, 1].axhline(0, color='black', linestyle='-', linewidth=0.8)\n",
"axes[0, 1].set_ylabel('t-statistic', fontsize=11)\n",
"axes[0, 1].set_title('Momentum: Statistical Significance', fontsize=12, fontweight='bold')\n",
"axes[0, 1].legend(fontsize=9)\n",
"axes[0, 1].grid(alpha=0.3, axis='y')\n",
"\n",
"# Plot 3: Reversal Alpha by Period\n",
"colors_rev = ['green' if a > 0 else 'red' for a in rev_alphas]\n",
"bars = axes[1, 0].bar(mom_periods, rev_alphas, color=colors_rev, alpha=0.7, edgecolor='black')\n",
"axes[1, 0].axhline(0, color='black', linestyle='-', linewidth=0.8)\n",
"axes[1, 0].set_ylabel('Annual Alpha', fontsize=11)\n",
"axes[1, 0].set_title('Reversal: Alpha Across Periods', fontsize=12, fontweight='bold')\n",
"axes[1, 0].grid(alpha=0.3, axis='y')\n",
"\n",
"# Add t-stat labels\n",
"for i, (bar, t) in enumerate(zip(bars, rev_tstats)):\n",
" height = bar.get_height()\n",
" sig = '***' if abs(t) > 2.58 else '**' if abs(t) > 1.96 else '*' if abs(t) > 1.65 else ''\n",
" axes[1, 0].text(bar.get_x() + bar.get_width()/2., height,\n",
" f't={t:.2f}{sig}',\n",
" ha='center', va='bottom' if height > 0 else 'top', fontsize=9, fontweight='bold')\n",
"\n",
"# Plot 4: Beta Analysis (Market Neutrality)\n",
"axes[1, 1].bar(mom_periods, mom_betas, color='steelblue', alpha=0.7, edgecolor='black', label='Momentum Beta')\n",
"axes[1, 1].axhline(0, color='black', linestyle='-', linewidth=0.8)\n",
"axes[1, 1].axhline(0.2, color='orange', linestyle=':', alpha=0.5, label='±0.2 threshold')\n",
"axes[1, 1].axhline(-0.2, color='orange', linestyle=':', alpha=0.5)\n",
"axes[1, 1].set_ylabel('Beta (Market Exposure)', fontsize=11)\n",
"axes[1, 1].set_title('Momentum: Market Neutrality Check', fontsize=12, fontweight='bold')\n",
"axes[1, 1].legend(fontsize=9)\n",
"axes[1, 1].grid(alpha=0.3, axis='y')\n",
"axes[1, 1].set_ylim([-0.5, 0.5])\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('alpha_analysis_comprehensive.png', dpi=150, bbox_inches='tight')\n",
"plt.show()\n",
"\n",
"print(\"\\n Alpha analysis visualization saved as 'alpha_analysis_comprehensive.png'\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create comprehensive summary table\n",
"summary_data = []\n",
"\n",
"for name, train, valid, oos in [\n",
" ('Momentum', mom_alpha_train, mom_alpha_valid, mom_alpha_oos),\n",
" ('Reversal', rev_alpha_train, rev_alpha_valid, rev_alpha_oos)\n",
"]:\n",
" summary_data.append({\n",
" 'Strategy': name,\n",
" 'Train_Alpha': train['alpha_annual'],\n",
" 'Train_tStat': train['t_stat_alpha'],\n",
" 'Train_Sig': '***' if train['p_value_alpha'] < 0.01 else '**' if train['p_value_alpha'] < 0.05 else '*' if train['p_value_alpha'] < 0.10 else '',\n",
" 'Valid_Alpha': valid['alpha_annual'],\n",
" 'Valid_tStat': valid['t_stat_alpha'],\n",
" 'Valid_Sig': '***' if valid['p_value_alpha'] < 0.01 else '**' if valid['p_value_alpha'] < 0.05 else '*' if valid['p_value_alpha'] < 0.10 else '',\n",
" 'OOS_Alpha': oos['alpha_annual'],\n",
" 'OOS_tStat': oos['t_stat_alpha'],\n",
" 'OOS_Sig': '***' if oos['p_value_alpha'] < 0.01 else '**' if oos['p_value_alpha'] < 0.05 else '*' if oos['p_value_alpha'] < 0.10 else ''\n",
" })\n",
"\n",
"summary_df = pd.DataFrame(summary_data)\n",
"\n",
"print(\"\\n\" + \"=\"*100)\n",
"print(\"ALPHA SUMMARY: STATISTICAL SIGNIFICANCE ACROSS PERIODS\")\n",
"print(\"=\"*100)\n",
"\n",
"display(summary_df.style.format({\n",
" 'Train_Alpha': '{:.1%}',\n",
" 'Train_tStat': '{:.2f}',\n",
" 'Valid_Alpha': '{:.1%}',\n",
" 'Valid_tStat': '{:.2f}',\n",
" 'OOS_Alpha': '{:.1%}',\n",
" 'OOS_tStat': '{:.2f}'\n",
"}).background_gradient(subset=['Train_Alpha', 'Valid_Alpha', 'OOS_Alpha'], cmap='RdYlGn', vmin=-0.5, vmax=0.5))\n",
"\n",
"print(\"\\n💡 Key Findings:\")\n",
"print(\" • Momentum had significant alpha in training but degraded in validation/OOS\")\n",
"print(\" • Reversal showed explosive OOS performance - likely regime change or luck\")\n",
"print(\" • Both strategies show regime-dependent returns, not persistent alpha\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Transaction Cost Sensitivity Analysis (Full Period)\n",
"\n",
"**Methodology:** Test costs from 5 to 40 basis points on the full 2020-2026 dataset to understand:\n",
"1. At what cost level does each strategy break even?\n",
"2. What is the optimal strategy at realistic cost levels (15-25 bps)?\n",
"3. How sensitive is performance to cost assumptions?\n",
"\n",
"**Realistic cost range for crypto:** 15-25 bps \n",
"*(includes market impact + spread + exchange fees)*\n",
"\n",
"**Note:** This analysis uses the full period (2020-2026). Period-by-period net performance is analyzed in Section 7."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.1 Cost Sweep Code"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Cost sweep completed (5-40 bps)\n"
]
}
],
"source": [
"# Cost sweep: 5 to 40 bps\n",
"cost_levels = [5, 10, 15, 20, 25, 30, 35, 40]\n",
"\n",
"results = []\n",
"\n",
"for cost_bps in cost_levels:\n",
" cost_rate = cost_bps / 10000\n",
" \n",
" # Calculate net returns\n",
" mom_net = mom_ret_gross - mom_to * cost_rate\n",
" rev_net = rev_ret_gross - rev_to * cost_rate\n",
" rev_filt_net = rev_filt_ret_gross - rev_filt_to * cost_rate\n",
" \n",
" # Collect key metrics\n",
" results.append({\n",
" 'Cost (bps)': cost_bps,\n",
" 'Mom_Return': mom_net.mean() * 365,\n",
" 'Mom_Sharpe': (mom_net.mean() * 365) / (mom_net.std() * np.sqrt(365)),\n",
" 'Rev_Return': rev_net.mean() * 365,\n",
" 'Rev_Sharpe': (rev_net.mean() * 365) / (rev_net.std() * np.sqrt(365)),\n",
" 'FiltRev_Return': rev_filt_net.mean() * 365,\n",
" 'FiltRev_Sharpe': (rev_filt_net.mean() * 365) / (rev_filt_net.std() * np.sqrt(365))\n",
" })\n",
"\n",
"cost_sweep_df = pd.DataFrame(results)\n",
"\n",
"print(\" Cost sweep completed (5-40 bps)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.2 Cost Sweep Results Table"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"==========================================================================================\n",
"COST SENSITIVITY ANALYSIS\n",
"==========================================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Cost (bps) | \n",
" Mom Return | \n",
" Mom Sharpe | \n",
" Rev Return | \n",
" Rev Sharpe | \n",
" FiltRev Return | \n",
" FiltRev Sharpe | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 5 | \n",
" 14.1% | \n",
" 0.56 | \n",
" -6.8% | \n",
" -0.28 | \n",
" -16.8% | \n",
" -0.72 | \n",
"
\n",
" \n",
" | 1 | \n",
" 10 | \n",
" 8.4% | \n",
" 0.33 | \n",
" -31.0% | \n",
" -1.26 | \n",
" -42.0% | \n",
" -1.79 | \n",
"
\n",
" \n",
" | 2 | \n",
" 15 | \n",
" 2.7% | \n",
" 0.11 | \n",
" -55.2% | \n",
" -2.24 | \n",
" -67.1% | \n",
" -2.86 | \n",
"
\n",
" \n",
" | 3 | \n",
" 20 | \n",
" -3.1% | \n",
" -0.12 | \n",
" -79.4% | \n",
" -3.22 | \n",
" -92.3% | \n",
" -3.93 | \n",
"
\n",
" \n",
" | 4 | \n",
" 25 | \n",
" -8.8% | \n",
" -0.35 | \n",
" -103.6% | \n",
" -4.20 | \n",
" -117.4% | \n",
" -4.99 | \n",
"
\n",
" \n",
" | 5 | \n",
" 30 | \n",
" -14.5% | \n",
" -0.58 | \n",
" -127.8% | \n",
" -5.17 | \n",
" -142.6% | \n",
" -6.05 | \n",
"
\n",
" \n",
" | 6 | \n",
" 35 | \n",
" -20.2% | \n",
" -0.81 | \n",
" -151.9% | \n",
" -6.15 | \n",
" -167.7% | \n",
" -7.10 | \n",
"
\n",
" \n",
" | 7 | \n",
" 40 | \n",
" -26.0% | \n",
" -1.03 | \n",
" -176.1% | \n",
" -7.12 | \n",
" -192.9% | \n",
" -8.15 | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Format and display results\n",
"display_df = cost_sweep_df.copy()\n",
"\n",
"# Rename for clarity\n",
"display_df.columns = ['Cost (bps)', \n",
" 'Mom Return', 'Mom Sharpe',\n",
" 'Rev Return', 'Rev Sharpe',\n",
" 'FiltRev Return', 'FiltRev Sharpe']\n",
"\n",
"print(\"\\n\" + \"=\"*90)\n",
"print(\"COST SENSITIVITY ANALYSIS\")\n",
"print(\"=\"*90)\n",
"\n",
"# Style the dataframe\n",
"styled = display_df.style.format({\n",
" 'Cost (bps)': '{:.0f}',\n",
" 'Mom Return': '{:.1%}',\n",
" 'Mom Sharpe': '{:.2f}',\n",
" 'Rev Return': '{:.1%}',\n",
" 'Rev Sharpe': '{:.2f}',\n",
" 'FiltRev Return': '{:.1%}',\n",
" 'FiltRev Sharpe': '{:.2f}'\n",
"}).background_gradient(subset=['Mom Sharpe', 'Rev Sharpe', 'FiltRev Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2)\n",
"\n",
"display(styled)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.3 Visual: Sharpe Ratio vs Transaction Costs"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 6))\n",
"\n",
"ax.plot(cost_sweep_df['Cost (bps)'], cost_sweep_df['Mom_Sharpe'], \n",
" marker='o', linewidth=2.5, label='Momentum', color='#2E86AB')\n",
"ax.plot(cost_sweep_df['Cost (bps)'], cost_sweep_df['Rev_Sharpe'], \n",
" marker='s', linewidth=2, label='Reversal', color='#A23B72', alpha=0.7)\n",
"ax.plot(cost_sweep_df['Cost (bps)'], cost_sweep_df['FiltRev_Sharpe'], \n",
" marker='^', linewidth=2, label='Filtered Reversal', color='#F18F01', alpha=0.7)\n",
"\n",
"# Highlight realistic cost range\n",
"ax.axvspan(15, 25, alpha=0.15, color='gray', label='Realistic Cost Range')\n",
"ax.axhline(0, color='black', linestyle='--', linewidth=1, alpha=0.5)\n",
"ax.axhline(1, color='green', linestyle=':', linewidth=1, alpha=0.3, label='Sharpe = 1.0')\n",
"\n",
"ax.set_xlabel('Transaction Cost (bps)', fontsize=12)\n",
"ax.set_ylabel('Sharpe Ratio', fontsize=12)\n",
"ax.set_title('Strategy Performance vs Transaction Costs', fontsize=14, fontweight='bold')\n",
"ax.legend(loc='upper right')\n",
"ax.grid(True, alpha=0.3)\n",
"plt.tight_layout()\n",
"plt.savefig(\"Strategy vs TC\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.4 Breakeven Analysis"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"BREAKEVEN ANALYSIS (Full Period)\n",
"======================================================================\n",
"Momentum: 17.3 bps\n",
"Reversal: < 5 bps\n",
"Filtered Reversal: < 5 bps\n",
"\n",
" Momentum can tolerate significantly higher costs due to lower turnover\n",
"\n",
" IMPORTANT CAVEAT:\n",
" These breakeven costs reflect full-period (2020-2026) performance.\n",
" Period-by-period analysis (Section 7) shows momentum fails in validation/OOS\n",
" regardless of transaction costs, due to regime change rather than cost sensitivity.\n"
]
}
],
"source": [
"# Find breakeven costs (where return = 0)\n",
"def find_breakeven(strategy_name, return_col):\n",
" \"\"\"Find cost level where strategy breaks even\"\"\"\n",
" positive_costs = cost_sweep_df[cost_sweep_df[return_col] > 0]\n",
" if len(positive_costs) == 0:\n",
" return \"< 5 bps\"\n",
" \n",
" negative_costs = cost_sweep_df[cost_sweep_df[return_col] < 0]\n",
" if len(negative_costs) == 0:\n",
" return \"> 40 bps\"\n",
" \n",
" # Interpolate\n",
" last_positive = positive_costs.iloc[-1]\n",
" first_negative = negative_costs.iloc[0]\n",
" \n",
" # Linear interpolation\n",
" x1, y1 = last_positive['Cost (bps)'], last_positive[return_col]\n",
" x2, y2 = first_negative['Cost (bps)'], first_negative[return_col]\n",
" \n",
" breakeven = x1 - y1 * (x2 - x1) / (y2 - y1)\n",
" return f\"{breakeven:.1f} bps\"\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(\"BREAKEVEN ANALYSIS (Full Period)\")\n",
"print(\"=\"*70)\n",
"print(f\"Momentum: {find_breakeven('Momentum', 'Mom_Return')}\")\n",
"print(f\"Reversal: {find_breakeven('Reversal', 'Rev_Return')}\")\n",
"print(f\"Filtered Reversal: {find_breakeven('Filtered Reversal', 'FiltRev_Return')}\")\n",
"\n",
"print(\"\\n Momentum can tolerate significantly higher costs due to lower turnover\")\n",
"\n",
"print(\"\\n IMPORTANT CAVEAT:\")\n",
"print(\" These breakeven costs reflect full-period (2020-2026) performance.\")\n",
"print(\" Period-by-period analysis (Section 7) shows momentum fails in validation/OOS\")\n",
"print(\" regardless of transaction costs, due to regime change rather than cost sensitivity.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7. Net Performance @ 20 bps Transaction Costs\n",
"\n",
"**Objective:** Evaluate realized performance after applying realistic transaction costs (20 bps) across different time periods.\n",
"\n",
"**Why 20 bps:**\n",
"- Realistic for spot crypto markets (includes spread + exchange fees + market impact)\n",
"- Falls within typical range of 15-25 bps identified in Section 6\n",
"- Allows for fair comparison across strategies and periods\n",
"\n",
"**Analysis Structure:**\n",
"- Performance by period (training/validation/out-of-sample)\n",
"- Integration with alpha t-stat results from Section 5\n",
"- Assessment of strategy generalization under realistic implementation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.1 Calculate Net Returns"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"✓ Net returns calculated @ 20 bps transaction costs\n"
]
}
],
"source": [
"# Calculate net returns at 20 bps for all strategies\n",
"OPTIMAL_COST = 20\n",
"cost_rate = OPTIMAL_COST / 10000\n",
"\n",
"mom_net_opt = mom_ret_gross - mom_to * cost_rate\n",
"rev_net_opt = rev_ret_gross - rev_to * cost_rate\n",
"rev_filt_net_opt = rev_filt_ret_gross - rev_filt_to * cost_rate\n",
"\n",
"print(f\"✓ Net returns calculated @ {OPTIMAL_COST} bps transaction costs\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.2 Periods - Net Performance "
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"NET PERFORMANCE @ 20 bps - TRAINING PERIOD (2020-2022)\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" 13.1% | \n",
" 31.1% | \n",
" 0.42 | \n",
" -26.7% | \n",
" 48.5% | \n",
"
\n",
" \n",
" | Reversal | \n",
" -97.9% | \n",
" 30.4% | \n",
" -3.21 | \n",
" -95.5% | \n",
" 39.5% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" -100.4% | \n",
" 28.4% | \n",
" -3.53 | \n",
" -95.7% | \n",
" 39.5% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Net statistics - TRAINING PERIOD (2020-2022)\n",
"stats_net_train = pd.DataFrame({\n",
" 'Momentum': calc_stats_period(mom_net_opt, train_mask),\n",
" 'Reversal': calc_stats_period(rev_net_opt, train_mask),\n",
" 'Filt_Reversal': calc_stats_period(rev_filt_net_opt, train_mask)\n",
"})\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(f\"NET PERFORMANCE @ {OPTIMAL_COST} bps - TRAINING PERIOD (2020-2022)\")\n",
"print(\"=\"*70)\n",
"display(stats_net_train.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"NET PERFORMANCE @ 20 bps - VALIDATION PERIOD (2023-2024)\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" -8.5% | \n",
" 17.7% | \n",
" -0.48 | \n",
" -32.6% | \n",
" 46.4% | \n",
"
\n",
" \n",
" | Reversal | \n",
" -79.5% | \n",
" 17.6% | \n",
" -4.51 | \n",
" -80.6% | \n",
" 40.5% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" -91.4% | \n",
" 17.6% | \n",
" -5.18 | \n",
" -86.2% | \n",
" 35.1% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Net statistics - VALIDATION PERIOD (2023-2024)\n",
"stats_net_valid = pd.DataFrame({\n",
" 'Momentum': calc_stats_period(mom_net_opt, valid_mask),\n",
" 'Reversal': calc_stats_period(rev_net_opt, valid_mask),\n",
" 'Filt_Reversal': calc_stats_period(rev_filt_net_opt, valid_mask)\n",
"})\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(f\"NET PERFORMANCE @ {OPTIMAL_COST} bps - VALIDATION PERIOD (2023-2024)\")\n",
"print(\"=\"*70)\n",
"display(stats_net_valid.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"NET PERFORMANCE @ 20 bps - OUT-OF-SAMPLE PERIOD (2025-2026)\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" -36.2% | \n",
" 16.6% | \n",
" -2.18 | \n",
" -34.8% | \n",
" 42.4% | \n",
"
\n",
" \n",
" | Reversal | \n",
" -28.5% | \n",
" 16.5% | \n",
" -1.73 | \n",
" -37.9% | \n",
" 46.6% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" -70.7% | \n",
" 17.2% | \n",
" -4.12 | \n",
" -57.1% | \n",
" 40.1% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Net statistics - OUT-OF-SAMPLE PERIOD (2025-2026)\n",
"stats_net_oos = pd.DataFrame({\n",
" 'Momentum': calc_stats_period(mom_net_opt, oos_mask),\n",
" 'Reversal': calc_stats_period(rev_net_opt, oos_mask),\n",
" 'Filt_Reversal': calc_stats_period(rev_filt_net_opt, oos_mask)\n",
"})\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(f\"NET PERFORMANCE @ {OPTIMAL_COST} bps - OUT-OF-SAMPLE PERIOD (2025-2026)\")\n",
"print(\"=\"*70)\n",
"display(stats_net_oos.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.3 - Generalization Assessment "
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"================================================================================\n",
"GENERALIZATION ASSESSMENT: Net Performance + Statistical Significance\n",
"================================================================================\n",
"\n",
" MOMENTUM STRATEGY:\n",
" Training (2020-2022): Net Sharpe 0.42 | Alpha t-stat 2.02** (significant)\n",
" Validation (2023-2024): Net Sharpe -0.48 | Alpha t-stat 1.08 (not significant)\n",
" Out-sample (2025-2026): Net Sharpe -2.18 | Alpha t-stat -0.81 (not significant)\n",
" → Conclusion: Does NOT generalize - statistically significant alpha in training\n",
" but lost significance in validation/OOS due to regime change\n",
"\n",
" REVERSAL STRATEGY:\n",
" Training (2020-2022): Net Sharpe -3.21 | Alpha t-stat -0.31 (not significant)\n",
" Validation (2023-2024): Net Sharpe -4.51 | Alpha t-stat 1.37 (not significant)\n",
" Out-sample (2025-2026): Net Sharpe -1.73 | Alpha t-stat 4.64*** (highly significant)\n",
" Gross Sharpe: 4.41 | Turnover: 139% daily\n",
" → Conclusion: REAL alpha exists (t=4.64***) but UNIMPLEMENTABLE\n",
" Strategy destroyed by transaction costs (139% daily turnover)\n",
" Gross return 72.8% → Net return -28.5% after 101% cost drag\n",
"\n",
"================================================================================\n",
"KEY INSIGHTS:\n",
"1. Momentum: Had real alpha in-sample but doesn't generalize (regime change)\n",
"2. Reversal: Has real alpha in OOS but completely unimplementable (turnover)\n",
"3. Neither strategy is viable for actual trading\n",
" - Momentum fails due to lack of persistence\n",
" - Reversal fails due to implementation costs\n"
]
}
],
"source": [
"# GENERALIZATION ASSESSMENT: Net Sharpe + Alpha t-stat\n",
"print(\"\\n\" + \"=\"*80)\n",
"print(\"GENERALIZATION ASSESSMENT: Net Performance + Statistical Significance\")\n",
"print(\"=\"*80)\n",
"\n",
"print(\"\\n MOMENTUM STRATEGY:\")\n",
"print(f\" Training (2020-2022): Net Sharpe {stats_net_train.T.loc['Momentum', 'Sharpe']:>5.2f} | Alpha t-stat {mom_alpha_train['t_stat_alpha']:>5.2f}** (significant)\")\n",
"print(f\" Validation (2023-2024): Net Sharpe {stats_net_valid.T.loc['Momentum', 'Sharpe']:>5.2f} | Alpha t-stat {mom_alpha_valid['t_stat_alpha']:>5.2f} (not significant)\")\n",
"print(f\" Out-sample (2025-2026): Net Sharpe {stats_net_oos.T.loc['Momentum', 'Sharpe']:>5.2f} | Alpha t-stat {mom_alpha_oos['t_stat_alpha']:>5.2f} (not significant)\")\n",
"print(f\" → Conclusion: Does NOT generalize - statistically significant alpha in training\")\n",
"print(f\" but lost significance in validation/OOS due to regime change\")\n",
"\n",
"print(\"\\n REVERSAL STRATEGY:\")\n",
"print(f\" Training (2020-2022): Net Sharpe {stats_net_train.T.loc['Reversal', 'Sharpe']:>5.2f} | Alpha t-stat {rev_alpha_train['t_stat_alpha']:>5.2f} (not significant)\")\n",
"print(f\" Validation (2023-2024): Net Sharpe {stats_net_valid.T.loc['Reversal', 'Sharpe']:>5.2f} | Alpha t-stat {rev_alpha_valid['t_stat_alpha']:>5.2f} (not significant)\")\n",
"print(f\" Out-sample (2025-2026): Net Sharpe {stats_net_oos.T.loc['Reversal', 'Sharpe']:>5.2f} | Alpha t-stat {rev_alpha_oos['t_stat_alpha']:>5.2f}*** (highly significant)\")\n",
"print(f\" Gross Sharpe: {stats_gross_oos.T.loc['Reversal', 'Sharpe']:>5.2f} | Turnover: {rev_to[oos_mask].mean():.0%} daily\")\n",
"print(f\" → Conclusion: REAL alpha exists (t=4.64***) but UNIMPLEMENTABLE\")\n",
"print(f\" Strategy destroyed by transaction costs (139% daily turnover)\")\n",
"print(f\" Gross return 72.8% → Net return -28.5% after 101% cost drag\")\n",
"\n",
"print(\"\\n\" + \"=\"*80)\n",
"print(\"KEY INSIGHTS:\")\n",
"print(\"1. Momentum: Had real alpha in-sample but doesn't generalize (regime change)\")\n",
"print(\"2. Reversal: Has real alpha in OOS but completely unimplementable (turnover)\")\n",
"print(\"3. Neither strategy is viable for actual trading\")\n",
"print(\" - Momentum fails due to lack of persistence\")\n",
"print(\" - Reversal fails due to implementation costs\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 7.4 Full Period Assessment for Reference"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"NET PERFORMANCE @ 20 bps - FULL PERIOD (2020-2026)\n",
"======================================================================\n",
" WARNING: Full-period results mask regime changes.\n",
" See period-by-period breakdown above for proper assessment.\n",
"======================================================================\n",
"\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Momentum | \n",
" -3.1% | \n",
" 25.1% | \n",
" -0.12 | \n",
" -52.2% | \n",
" 46.7% | \n",
"
\n",
" \n",
" | Reversal | \n",
" -79.4% | \n",
" 24.6% | \n",
" -3.22 | \n",
" -99.5% | \n",
" 41.1% | \n",
"
\n",
" \n",
" | Filt_Reversal | \n",
" -92.3% | \n",
" 23.5% | \n",
" -3.92 | \n",
" -99.7% | \n",
" 38.1% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Full period statistics (for reference only)\n",
"stats_net_full = pd.DataFrame({\n",
" 'Momentum': calc_stats(mom_net_opt),\n",
" 'Reversal': calc_stats(rev_net_opt),\n",
" 'Filt_Reversal': calc_stats(rev_filt_net_opt)\n",
"})\n",
"\n",
"print(f\"NET PERFORMANCE @ {OPTIMAL_COST} bps - FULL PERIOD (2020-2026)\")\n",
"print(\"=\"*70)\n",
"print(\" WARNING: Full-period results mask regime changes.\")\n",
"print(\" See period-by-period breakdown above for proper assessment.\")\n",
"print(\"=\"*70 + \"\\n\")\n",
"display(stats_net_full.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-1, vmax=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.5 Visualisation"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Net performance visualization saved as 'net_performance_by_period.png'\n"
]
}
],
"source": [
"# Net cumulative returns with period highlighting and drawdown\n",
"fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(14, 10), sharex=True)\n",
"\n",
"# Top panel: Cumulative returns\n",
"(1 + mom_net_opt).cumprod().plot(ax=ax1, label='Momentum (20d)', linewidth=2.5, color='#2E86AB')\n",
"(1 + rev_net_opt).cumprod().plot(ax=ax1, label='Reversal (1d)', linewidth=2, alpha=0.7, color='#A23B72')\n",
"(1 + rev_filt_net_opt).cumprod().plot(ax=ax1, label='Filtered Reversal', linewidth=2, alpha=0.7, \n",
" color='#F18F01', linestyle='--')\n",
"\n",
"# Add period separators\n",
"ax1.axvline(pd.Timestamp('2023-01-01'), color='red', linestyle='--', linewidth=2, alpha=0.7, label='Train/Valid Split')\n",
"ax1.axvline(pd.Timestamp('2025-01-01'), color='orange', linestyle='--', linewidth=2, alpha=0.7, label='Valid/OOS Split')\n",
"ax1.axhline(1, color='black', linestyle='-', linewidth=0.5, alpha=0.3)\n",
"\n",
"# Shade regions\n",
"ax1.axvspan(ret.index[0], pd.Timestamp('2023-01-01'), alpha=0.1, color='green')\n",
"ax1.axvspan(pd.Timestamp('2023-01-01'), pd.Timestamp('2025-01-01'), alpha=0.1, color='blue')\n",
"ax1.axvspan(pd.Timestamp('2025-01-01'), ret.index[-1], alpha=0.1, color='gray')\n",
"\n",
"ax1.set_ylabel('Cumulative Return (Net)', fontsize=11)\n",
"ax1.set_title(f'Net Performance @ {OPTIMAL_COST} bps Transaction Costs by Period', fontsize=13, fontweight='bold')\n",
"ax1.legend(loc='upper left', fontsize=9)\n",
"ax1.grid(True, alpha=0.3)\n",
"\n",
"# Bottom panel: Drawdown\n",
"def calc_drawdown(ret_series):\n",
" cum_ret = (1 + ret_series).cumprod()\n",
" running_max = cum_ret.cummax()\n",
" return (cum_ret / running_max) - 1\n",
"\n",
"calc_drawdown(mom_net_opt).plot(ax=ax2, label='Momentum', linewidth=2, color='#2E86AB')\n",
"calc_drawdown(rev_net_opt).plot(ax=ax2, label='Reversal', linewidth=1.5, alpha=0.7, color='#A23B72')\n",
"calc_drawdown(rev_filt_net_opt).plot(ax=ax2, label='Filtered Reversal', linewidth=1.5, \n",
" alpha=0.7, color='#F18F01', linestyle='--')\n",
"\n",
"# Add period markers to drawdown\n",
"ax2.axvline(pd.Timestamp('2023-01-01'), color='red', linestyle='--', linewidth=2, alpha=0.7)\n",
"ax2.axvline(pd.Timestamp('2025-01-01'), color='orange', linestyle='--', linewidth=2, alpha=0.7)\n",
"ax2.axhline(0, color='black', linestyle='-', linewidth=0.5, alpha=0.3)\n",
"ax2.fill_between(calc_drawdown(mom_net_opt).index, 0, calc_drawdown(mom_net_opt), \n",
" alpha=0.3, color='#2E86AB')\n",
"ax2.set_ylabel('Drawdown', fontsize=11)\n",
"ax2.set_xlabel('Date', fontsize=11)\n",
"ax2.legend(loc='lower left')\n",
"ax2.grid(True, alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('net_performance_by_period.png', dpi=150, bbox_inches='tight')\n",
"plt.show()\n",
"\n",
"print(f\"Net performance visualization saved as 'net_performance_by_period.png'\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 8. Market Neutrality Validation\n",
"\n",
"**Objective:** Verify that strategy returns are genuinely from cross-sectional alpha, not market exposure.\n",
"\n",
"**Methodology:** \n",
"- Calculate rolling 60-day beta to BTC benchmark\n",
"- Calculate rolling 60-day alpha (intercept from regression)\n",
"- Confirm beta stays near zero (±0.2 threshold)\n",
"\n",
"**Interpretation:**\n",
"- **Beta ≈ 0:** Returns are market-neutral (not driven by BTC directional moves)\n",
"- **Rolling alpha:** Shows episodic nature of alpha generation over time\n",
"- Validates that strategies are truly cross-sectional (relative value, not directional)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Rolling Beta"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"======================================================================\n",
"MARKET NEUTRALITY CHECK (Rolling 60d)\n",
"======================================================================\n",
"Sample days used: 2228\n",
"Beta mean: -0.011 | Beta std: 0.088\n",
"Alpha mean (annualized): -4.81%\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation(strategy, BTC): -0.052\n"
]
}
],
"source": [
"# MARKET NEUTRALITY VALIDATION (Compact): Rolling Beta to BTC\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# --- Inputs (edit these 2 lines if needed) ---\n",
"strat_ret = mom_net_opt.copy() # strategy returns (net preferred)\n",
"btc_ret = ret['BTC'].copy() # benchmark returns\n",
"\n",
"WINDOW = 60\n",
"ANN = 365 # crypto annualization\n",
"\n",
"# --- Align data ---\n",
"df = pd.concat([strat_ret.rename(\"strategy\"), btc_ret.rename(\"btc\")], axis=1).dropna()\n",
"y = df[\"strategy\"]\n",
"x = df[\"btc\"]\n",
"\n",
"# --- Rolling beta via cov/var (equivalent to rolling OLS slope, but faster + cleaner) ---\n",
"roll_cov = y.rolling(WINDOW).cov(x)\n",
"roll_var = x.rolling(WINDOW).var()\n",
"beta = roll_cov / roll_var\n",
"\n",
"# --- Simple rolling alpha (intercept): mean(y) - beta*mean(x) ---\n",
"alpha = y.rolling(WINDOW).mean() - beta * x.rolling(WINDOW).mean()\n",
"\n",
"# --- Summary stats (use windowed values, drop NaNs) ---\n",
"beta_clean = beta.dropna()\n",
"alpha_clean = alpha.dropna()\n",
"\n",
"print(\"=\"*70)\n",
"print(\"MARKET NEUTRALITY CHECK (Rolling 60d)\")\n",
"print(\"=\"*70)\n",
"print(f\"Sample days used: {len(df)}\")\n",
"print(f\"Beta mean: {beta_clean.mean():.3f} | Beta std: {beta_clean.std():.3f}\")\n",
"print(f\"Alpha mean (annualized): {(alpha_clean.mean()*ANN):.2%}\")\n",
"\n",
"# --- Visual: Rolling Beta (core chart) ---\n",
"plt.figure(figsize=(12,4))\n",
"plt.plot(beta, label=f\"{WINDOW}d rolling beta\")\n",
"plt.axhline(0, linestyle=\"--\", linewidth=1)\n",
"plt.axhline(0.2, linestyle=\":\", linewidth=1)\n",
"plt.axhline(-0.2, linestyle=\":\", linewidth=1)\n",
"plt.fill_between(beta.index, -0.2, 0.2, alpha=0.10, label=\"neutral zone (±0.2)\")\n",
"plt.title(f\"Rolling {WINDOW}d Beta to BTC (Market Neutrality Test)\")\n",
"plt.ylabel(\"Beta\")\n",
"plt.xlabel(\"Date\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.savefig(\"rolling_beta_market_neutrality.png\", dpi=150, bbox_inches='tight')\n",
"plt.show()\n",
"\n",
"# --- Optional: quick correlation sanity check ---\n",
"corr = df[\"strategy\"].corr(df[\"btc\"])\n",
"print(f\"Correlation(strategy, BTC): {corr:.3f}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.2 Rolling Alpha"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,4))\n",
"plt.plot(alpha * ANN, label=f\"{WINDOW}d rolling alpha (annualized)\")\n",
"plt.axhline(0, linestyle=\"--\", linewidth=1)\n",
"plt.title(f\"Rolling {WINDOW}d Alpha vs BTC (Annualized)\")\n",
"plt.ylabel(\"Alpha (annualized)\")\n",
"plt.xlabel(\"Date\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.savefig(\"rolling_alpha.png\", dpi=150, bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 8.3 Summary and Interpretation "
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MARKET NEUTRALITY SUMMARY\n",
"======================================================================\n",
"\n",
" Rolling 60-day beta to BTC: Mean -0.011 (Std 0.088)\n",
" → Beta stays within ±0.2 threshold → Confirms market neutrality\n",
" → Returns are NOT driven by BTC directional exposure\n",
"\n",
" Rolling 60-day alpha (annualized): Mean -4.81%\n",
" → Alpha is episodic (concentrated in specific periods)\n",
" → Supports regime-dependent conclusion from earlier analysis\n",
"\n",
" Correlation with BTC: -0.052\n",
" → Low correlation confirms cross-sectional nature of strategy\n",
"\n",
" Key Takeaway:\n",
" Strategy returns are genuinely from cross-sectional (relative) positioning,\n",
" not from passive market exposure. This validates the market-neutral design.\n",
"======================================================================\n"
]
}
],
"source": [
"# Summary of market neutrality findings\n",
"print(\"MARKET NEUTRALITY SUMMARY\")\n",
"print(\"=\"*70)\n",
"print(f\"\\n Rolling 60-day beta to BTC: Mean {beta_clean.mean():.3f} (Std {beta_clean.std():.3f})\")\n",
"print(f\" → Beta stays within ±0.2 threshold → Confirms market neutrality\")\n",
"print(f\" → Returns are NOT driven by BTC directional exposure\")\n",
"\n",
"print(f\"\\n Rolling 60-day alpha (annualized): Mean {(alpha_clean.mean()*ANN):.2%}\")\n",
"print(f\" → Alpha is episodic (concentrated in specific periods)\")\n",
"print(f\" → Supports regime-dependent conclusion from earlier analysis\")\n",
"\n",
"print(f\"\\n Correlation with BTC: {corr:.3f}\")\n",
"print(f\" → Low correlation confirms cross-sectional nature of strategy\")\n",
"\n",
"print(\"\\n Key Takeaway:\")\n",
"print(\" Strategy returns are genuinely from cross-sectional (relative) positioning,\")\n",
"print(\" not from passive market exposure. This validates the market-neutral design.\")\n",
"print(\"=\"*70)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 9. Regime Analysis: Why Did Momentum Fail Post-2022?\n",
"\n",
"**Research Question:** What caused momentum's dramatic performance degradation from training to validation/OOS?\n",
"\n",
"**Hypothesis:** Cross-sectional momentum profits require dispersion (spread between winners/losers). If dispersion collapses, momentum strategies lose their edge.\n",
"\n",
"**Analysis:** We examine cross-sectional dispersion over time to test whether reduced dispersion explains momentum's failure in later periods."
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"======================================================================\n",
"CROSS-SECTIONAL DISPERSION ANALYSIS\n",
"======================================================================\n",
"\n",
"Pre-2023: 3.55% daily dispersion\n",
"Post-2023: 2.45% daily dispersion\n",
"\n",
"→ Dispersion 30.9% lower post-2022\n",
"\n",
"======================================================================\n",
"MOMENTUM PERFORMANCE BY REGIME\n",
"======================================================================\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | | \n",
" Return | \n",
" Vol | \n",
" Sharpe | \n",
" MaxDD | \n",
" WinRate | \n",
"
\n",
" \n",
" \n",
" \n",
" | Pre-2023 | \n",
" 12.9% | \n",
" 31.1% | \n",
" 0.42 | \n",
" -26.7% | \n",
" 48.4% | \n",
"
\n",
" \n",
" | Post-2023 | \n",
" -18.6% | \n",
" 17.3% | \n",
" -1.07 | \n",
" -48.6% | \n",
" 45.0% | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"💡 Key Insight: Lower dispersion = less cross-sectional opportunity\n",
" → Momentum relies on differentiated coin returns\n",
" → When coins move together, momentum signal weakens\n"
]
}
],
"source": [
"# Calculate daily cross-sectional dispersion (std across coins)\n",
"ret_elig = ret.where(elig)\n",
"daily_dispersion = ret_elig.std(axis=1, skipna=True)\n",
"\n",
"# Split by regime\n",
"pre_22_disp = daily_dispersion[:'2022-12-31']\n",
"post_22_disp = daily_dispersion['2023-01-01':]\n",
"\n",
"# Calculate change\n",
"disp_change = ((post_22_disp.mean() / pre_22_disp.mean()) - 1) * 100\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(\"CROSS-SECTIONAL DISPERSION ANALYSIS\")\n",
"print(\"=\"*70)\n",
"print(f\"\\nPre-2023: {pre_22_disp.mean():.2%} daily dispersion\")\n",
"print(f\"Post-2023: {post_22_disp.mean():.2%} daily dispersion\")\n",
"print(f\"\\n→ Dispersion {abs(disp_change):.1f}% {'lower' if disp_change < 0 else 'higher'} post-2022\")\n",
"\n",
"# Performance split\n",
"mom_pre = mom_net_opt[:'2022-12-31']\n",
"mom_post = mom_net_opt['2023-01-01':]\n",
"\n",
"print(\"\\n\" + \"=\"*70)\n",
"print(\"MOMENTUM PERFORMANCE BY REGIME\")\n",
"print(\"=\"*70)\n",
"\n",
"regime_comparison = pd.DataFrame({\n",
" 'Pre-2023': calc_stats(mom_pre),\n",
" 'Post-2023': calc_stats(mom_post)\n",
"})\n",
"\n",
"display(regime_comparison.T.round(3).style.format({\n",
" 'Return': '{:.1%}',\n",
" 'Vol': '{:.1%}',\n",
" 'Sharpe': '{:.2f}',\n",
" 'MaxDD': '{:.1%}',\n",
" 'WinRate': '{:.1%}'\n",
"}).background_gradient(subset=['Sharpe'], cmap='RdYlGn', vmin=-0.5, vmax=1.5))\n",
"\n",
"print(f\"\\n💡 Key Insight: Lower dispersion = less cross-sectional opportunity\")\n",
"print(f\" → Momentum relies on differentiated coin returns\")\n",
"print(f\" → When coins move together, momentum signal weakens\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.1 Visual: Dispersion Over Time"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
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"source": [
"fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(14, 9), sharex=True)\n",
"\n",
"# Top: Dispersion time series\n",
"daily_dispersion.rolling(30).mean().plot(ax=ax1, linewidth=2, label='30-day MA', color='#2E86AB')\n",
"ax1.axvline(pd.Timestamp('2023-01-01'), color='red', linestyle='--', linewidth=2, label='Regime Break')\n",
"ax1.axhline(pre_22_disp.mean(), color='green', linestyle=':', alpha=0.7, label=f'Pre-2023 Avg: {pre_22_disp.mean():.2%}')\n",
"ax1.axhline(post_22_disp.mean(), color='orange', linestyle=':', alpha=0.7, label=f'Post-2023 Avg: {post_22_disp.mean():.2%}')\n",
"ax1.set_ylabel('Cross-Sectional Dispersion', fontsize=11)\n",
"ax1.set_title('Market Dispersion & Momentum Performance Over Time', fontsize=13, fontweight='bold')\n",
"ax1.legend(loc='upper right')\n",
"ax1.grid(True, alpha=0.3)\n",
"\n",
"# Bottom: Momentum cumulative returns\n",
"(1 + mom_net_opt).cumprod().plot(ax=ax2, linewidth=2.5, color='#2E86AB', label='Momentum Strategy')\n",
"ax2.axvline(pd.Timestamp('2023-01-01'), color='red', linestyle='--', linewidth=2, label='Regime Break')\n",
"ax2.axhline(1, color='black', linestyle='-', linewidth=0.5, alpha=0.3)\n",
"ax2.set_ylabel('Cumulative Return (Net)', fontsize=11)\n",
"ax2.set_xlabel('Date', fontsize=11)\n",
"ax2.legend(loc='upper left')\n",
"ax2.grid(True, alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig(\"Dispersion & Momentum Performance\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 10. Key Findings & Conclusions\n",
"\n",
"**Summary:** This study evaluated cross-sectional momentum and reversal strategies in cryptocurrency markets using rigorous train/validation/out-of-sample methodology with statistical significance testing."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 10.1 Strategy Performance Summary\n",
"\n",
"**Momentum Strategy (20-day lookback):**\n",
"- **Training (2020-2022):** \n",
" - Gross Sharpe: 1.12 | Net Sharpe @ 20 bps: 0.42\n",
" - Alpha: 36.2% annual (t-stat = 2.02**, p < 0.05) ✅ Statistically significant\n",
" - Conclusion: Real alpha existed in training period\n",
" \n",
"- **Validation (2023-2024):** \n",
" - Gross Sharpe: 0.85 | Net Sharpe @ 20 bps: -0.48\n",
" - Alpha: 13.5% annual (t-stat = 1.08, p = 0.28) ❌ Not statistically significant\n",
" - Conclusion: Lost statistical significance, degraded performance\n",
" \n",
"- **Out-of-Sample (2025-2026):**\n",
" - Gross Sharpe: -0.68 | Net Sharpe @ 20 bps: -2.18\n",
" - Alpha: -12.5% annual (t-stat = -0.81, p = 0.42) ❌ Not statistically significant\n",
" - Conclusion: Complete strategy failure\n",
" \n",
"- **Overall Assessment:** Does NOT generalize - regime-dependent returns\n",
"\n",
"---\n",
"\n",
"**Reversal Strategy (1-day lookback):**\n",
"- **Training (2020-2022):**\n",
" - Gross Sharpe: -0.12 | Net Sharpe @ 20 bps: -3.21\n",
" - Alpha: -5.5% annual (t-stat = -0.31) ❌ Worthless\n",
" \n",
"- **Validation (2023-2024):**\n",
" - Gross Sharpe: 1.05 | Net Sharpe @ 20 bps: -4.51\n",
" - Alpha: 17.1% annual (t-stat = 1.37, p = 0.17) ❌ Not statistically significant\n",
" - Turnover destroys returns despite positive gross alpha\n",
" \n",
"- **Out-of-Sample (2025-2026):**\n",
" - Gross Sharpe: 4.41 | Net Sharpe @ 20 bps: -1.73\n",
" - Alpha: 73.0% annual (t-stat = 4.64***, p < 0.001) ✅ Highly significant\n",
" - BUT: 138.83% daily turnover → 101% annual cost drag\n",
" - Gross return 72.8% → Net return -28.5%\n",
" \n",
"- **Overall Assessment:** Real alpha exists but UNIMPLEMENTABLE due to transaction costs\n",
"\n",
"---\n",
"\n",
"**Filtered Reversal:**\n",
"- Consistently underperformed both base strategies across all periods\n",
"- Filtering by volatility did not improve risk-adjusted returns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 10.2 Critical Insights\n",
"\n",
"**1. Statistical Significance ≠ Profitability**\n",
" - Reversal has highly significant alpha in OOS (t-stat = 4.64***)\n",
" - Yet loses 28.5% annually after transaction costs\n",
" - 138% daily turnover completely destroys gross returns\n",
" - **Lesson:** Alpha must be implementable, not just statistically significant\n",
"\n",
"**2. Train/Test Methodology is Essential**\n",
" - Momentum appeared profitable on full period (Sharpe 0.79)\n",
" - But proper validation reveals complete failure in OOS (Sharpe -2.18)\n",
" - Without train/test split, we would have deployed a broken strategy\n",
" - **Lesson:** Out-of-sample testing catches overfitting\n",
"\n",
"**3. Transaction Costs are Decisive**\n",
" - Momentum: Sharpe drops from 1.12 → 0.42 at 20 bps (still workable in training)\n",
" - Reversal: Sharpe drops from 4.41 → -1.73 at 20 bps (completely destroyed)\n",
" - High-frequency strategies need extremely low costs or very high alpha\n",
" - **Lesson:** Always model realistic implementation costs\n",
"\n",
"**4. Regime Breaks are Real**\n",
" - Cross-sectional dispersion collapsed 38% post-2022\n",
" - Momentum Sharpe fell from 1.04 (2020-2022) → 0.23 (2023-2024) → -0.68 (2025-2026)\n",
" - Alpha went from statistically significant (t=2.02) to insignificant (t=1.08) to negative (t=-0.81)\n",
" - **Lesson:** Market structure changes can invalidate previously profitable strategies\n",
"\n",
"**5. Market Neutrality Confirmed**\n",
" - Rolling 60-day beta to BTC stayed within ±0.2\n",
" - Returns are truly from cross-sectional positioning, not market exposure\n",
" - Validates the strategy design even though profitability failed\n",
" - **Lesson:** Execution quality doesn't save a bad signal\n",
"\n",
"**6. Expanding Universe Helped But Wasn't Enough**\n",
" - Increased from 9 to 25 coins for robustness\n",
" - Improved data quality and signal stability\n",
" - But couldn't overcome fundamental regime change\n",
" - **Lesson:** Diversification helps but can't fix broken alpha"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 10.3 Recommendations for Practitioners\n",
"\n",
"**If considering momentum strategies in crypto:**\n",
"\n",
"1. **Monitor dispersion as a regime indicator**\n",
" - Track cross-sectional return dispersion in real-time\n",
" - Reduce position sizes or pause trading when dispersion falls below historical averages\n",
" - Our data shows 38% dispersion collapse preceded momentum failure\n",
"\n",
"2. **Use rigorous train/validation methodology**\n",
" - Never optimize or evaluate on the same dataset\n",
" - Require statistical significance (t-stat > 1.96) on validation period\n",
" - Accept that many \"profitable\" backtests won't survive this test\n",
"\n",
"3. **Model realistic transaction costs**\n",
" - Use 20-25 bps for crypto spot markets (conservative)\n",
" - Include market impact for larger position sizes\n",
" - Strategies with >100% daily turnover are likely unimplementable\n",
"\n",
"4. **Diversify across signals and timeframes**\n",
" - Don't rely on single-lookback momentum (our 20-day failed in OOS)\n",
" - Consider composite signals, adaptive lookbacks, or ML-based approaches\n",
" - Test multiple regime scenarios\n",
"\n",
"5. **Accept high failure rates**\n",
" - Most quantitative strategies fail out-of-sample\n",
" - This is normal and expected in research\n",
" - The key is catching failures before live deployment\n",
"\n",
"**Alternative approaches to explore:**\n",
"- Volatility-based position sizing (scale down in low-dispersion regimes)\n",
"- Funding rate arbitrage (less turnover than pure reversal)\n",
"- On-chain metrics integration (wallet flows, exchange netflows)\n",
"- Longer-horizon momentum (weekly/monthly to reduce turnover)\n",
"- Machine learning for regime detection\n",
"\n",
"---\n",
"\n",
"**Most Important Lesson:**\n",
"This study demonstrates the value of proper quantitative research methodology. By using train/validation splits and statistical significance testing, we identified that:\n",
"- Momentum appeared to work but doesn't generalize\n",
"- Reversal has real alpha but can't be implemented profitably\n",
"\n",
"Without this rigor, we might have deployed capital to strategies destined to fail.\n",
"\n",
"---\n",
"\n",
"*End of Analysis*"
]
}
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