KEI Industries Ltd. (KEI)

Date Range: 2026-03-22 to 2026-06-22 | Starting Capital: ₹100,000

Symbol-Specific Risk & Execution Parameters

These execution parameters have been optimized specifically for KEI based on historical volatility, structural character, and friction constraints:

Executive Summary

Summary table for KEI Report
Attribute Value
Rating NEUTRAL
Conviction Score 57/100
Trend Neutral / Bullish
Sector Rank 4/19
Suitable Horizon Swing & Positional & Long-Term
Action Wait for a clear directional breakout or regime change.

Model Backtest & Validation Summary

To validate the conviction score recommendations, the system ran historical simulation backtests for KEI under institutional execution assumptions:

Summary table for KEI Report
Metric Out-of-Sample (OOS) Backtest Performance
Validation Date Range 2026-03-22 to 2026-06-22
Total Signals Executed 4 trades
Historical Win Rate 0.0% (0W / 4L) <span style="font-size: 0.8rem; padding: 2px 6px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 6px;" aria-label="Low reliability: fewer than 10 trades">Exploratory</span>
Average Trade Expectancy ₹-981.98/trade
Profit Factor / Sortino Ratio 0.00 / -0.96
Maximum Backtest Drawdown 3.9%
Net Strategy Return -3.93%
Cost & Slippage Assumptions 0.16% round-trip trading friction (0.05% slippage, 0.03% commission, taxes)
Execution Sizing Rules ₹1,000 risk target per trade, ATR-based stop sizing (max 1.5% cap)
Validation Methodology Out-of-Sample (OOS) Walk-Forward Validated Parameters

What Changed Since Previous Report?


Actionable Trading Guidance

Direct Stock Setup Outlook

No active intraday setup detected for the next session.

⌥ Options Strategy Recommendation

Recommended Vehicle: Cash Equity

Reason: Highest risk-adjusted return (EV/Risk Ratio of -0.029) with consistent historical expectancy and zero options friction.

Expected Value (EV) Payoff Matrix:
Summary table for KEI Report
Strategy Expected Value (EV) Capital (Margin) Expected Return on Margin Risk EV / Risk
Iron Condor ₹1029.55 ₹16,983.00 6.1% ₹286.83 3.589
Bull Put Spread ₹2664.47 ₹25,474.50 10.5% ₹3810.01 0.699
Futures ₹-485.80 ₹127,372.50 -0.4% ₹69451.05 -0.007
Cash Equity ₹-2077.96 ₹849,150.00 -0.2% ₹70982.84 -0.029
Synthetic Future ₹-15323.25 ₹127,372.50 -12.0% ₹34006.00 -0.451
Covered Call ₹-15329.09 ₹849,150.00 -1.8% ₹34006.00 -0.451
Calendar Spread ₹-15369.09 ₹25,474.50 -60.3% ₹34046.00 -0.451
Ratio Spread ₹-15369.09 ₹84,915.00 -18.1% ₹34046.00 -0.451

Systematic Execution Plan (Generic Framework)


Expected Outcomes & Suitability

Expected 1 Month Outcome

Expected Return Range

Portfolio Suitability

Suitable For:

Not Suitable For:


Sector & Regime Context

Conviction Score Breakdown:

Conviction Rating System Matrix:

Summary table for KEI Report
Score Range Meaning
90 - 100 Strong Buy
75 - 89 Buy
60 - 74 Watchlist
40 - 59 Neutral
Below 40 Avoid

Fundamental Analysis & Annual Guidance


Historical & Simulation Evidence

Direct Stock Performance (Cash Equity)

Intraday (Close at 15:20)

<div style="color: #64748b; font-style: italic;" class="low-reliability-block">

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Positional (Hold Overnight)

<div style="color: #64748b; font-style: italic;" class="low-reliability-block">

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Buy & Hold Benchmark Performance (Buy on Day 1, Hold to End)

Performance Comparison: Buy & Hold outperformed Trading by ₹40,419.46 (steady long-term appreciation beat friction/filtering rules under the simulated period).

Signal Frequency Breakdown:

Portfolio Statistics (Combined)

Summary table for KEI Report
Metric Value
Starting Capital ₹100,000
Ending Capital ₹96,072.08
Net Return - ₹-3,927.92 (-3.93%)
Max Drawdown ₹3,927.92 (3.9%)
Profit Factor 0.00
Sortino Ratio -0.96
Expectancy ₹-981.98/trade
Total Trades 4
Win Rate 0.0% (0W / 4L, n=4)
Avg Win ₹0.00
Avg Loss ₹981.98
Largest Win ₹0.00
Largest Loss ₹-1,152.28

Advanced Statistical Inference

Summary table for KEI Report
Metric Value
Avg Max Adverse Excursion (MAE) 1.61 ATR (0.73%)
Avg Max Favorable Excursion (MFE) 0.23 ATR (0.12%)
Monte Carlo Median Max DD ₹3,927.92
Monte Carlo 95% Drawdown (VaR) ₹4,609.14
Monte Carlo 99% Drawdown (VaR) ₹4,609.14
MC DD Ruin Probability (> Actual) 43.6%
Bootstrap Entry Edge Significance 0.956 (Not Statistically Significant)

Performance by Setup (Cash Equity)

Summary table for KEI Report
Setup Type Trades Win Rate Expectancy (R) 95% Confidence Interval Net PnL Max DD Profit Factor Ending Cash
<span style="color: #64748b; font-style: italic;">Volume Capitulation Reversal</span> <span style="color: #64748b; font-style: italic;">4</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 4 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">-0.91R</span> <span style="color: #64748b; font-style: italic;">Insufficient Data (n < 5)</span> <span style="color: #64748b; font-style: italic;">- ₹-3,927.92</span> <span style="color: #64748b; font-style: italic;">₹3,927.92 (3.9%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">₹96,072.08</span>

Strategy Backtest Performance Matrix (Futures & Options)

Historical performance of all candidate derivative, leverage, and hedged strategies over the same setups:

Summary table for KEI Report
Strategy Trades Win Rate Net Return (PnL) Max DD Profit Factor Sortino Avg Margin Capital Efficiency
<span style="color: #64748b; font-style: italic;">Cash Equity (Intraday)</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-1,669.46</span> <span style="color: #64748b; font-style: italic;">₹1,669.46 (1.7%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-0.93</span> <span style="color: #64748b; font-style: italic;">₹27,952.02</span> <span style="color: #64748b; font-style: italic;">-6.0%</span>
<span style="color: #64748b; font-style: italic;">Cash Equity (Positional)</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-2,258.47</span> <span style="color: #64748b; font-style: italic;">₹2,258.47 (2.3%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-1.00</span> <span style="color: #64748b; font-style: italic;">₹139,760.10</span> <span style="color: #64748b; font-style: italic;">-1.6%</span>
<span style="color: #64748b; font-style: italic;">Futures (Intraday)</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-8,179.59</span> <span style="color: #64748b; font-style: italic;">₹8,179.59 (8.2%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-0.96</span> <span style="color: #64748b; font-style: italic;">₹116,575.87</span> <span style="color: #64748b; font-style: italic;">-7.0%</span>
<span style="color: #64748b; font-style: italic;">Futures (Positional)</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-11,860.81</span> <span style="color: #64748b; font-style: italic;">₹11,860.81 (11.9%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-1.00</span> <span style="color: #64748b; font-style: italic;">₹116,575.87</span> <span style="color: #64748b; font-style: italic;">-10.2%</span>
<span style="color: #64748b; font-style: italic;">Long ATM Call (Intraday)</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-3,940.61</span> <span style="color: #64748b; font-style: italic;">₹3,940.61 (3.9%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-0.95</span> <span style="color: #64748b; font-style: italic;">₹33,980.70</span> <span style="color: #64748b; font-style: italic;">-11.6%</span>
<span style="color: #64748b; font-style: italic;">Long ATM Call (Positional)</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-5,833.71</span> <span style="color: #64748b; font-style: italic;">₹5,833.71 (5.8%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-0.99</span> <span style="color: #64748b; font-style: italic;">₹33,980.70</span> <span style="color: #64748b; font-style: italic;">-17.2%</span>
<span style="color: #64748b; font-style: italic;">Long OTM Call</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-5,082.45</span> <span style="color: #64748b; font-style: italic;">₹5,082.45 (5.1%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-1.00</span> <span style="color: #64748b; font-style: italic;">₹27,579.15</span> <span style="color: #64748b; font-style: italic;">-18.4%</span>
<span style="color: #64748b; font-style: italic;">Bull Call Spread</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-911.49</span> <span style="color: #64748b; font-style: italic;">₹911.49 (0.9%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-0.99</span> <span style="color: #64748b; font-style: italic;">₹6,401.56</span> <span style="color: #64748b; font-style: italic;">-14.2%</span>
<span style="color: #64748b; font-style: italic;">Bull Put Spread</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-924.51</span> <span style="color: #64748b; font-style: italic;">₹924.51 (0.9%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-0.99</span> <span style="color: #64748b; font-style: italic;">₹23,315.17</span> <span style="color: #64748b; font-style: italic;">-4.0%</span>
<span style="color: #64748b; font-style: italic;">Iron Condor</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">0.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">- ₹-330.62</span> <span style="color: #64748b; font-style: italic;">₹330.62 (0.3%)</span> <span style="color: #64748b; font-style: italic;">0.00</span> <span style="color: #64748b; font-style: italic;">-1.00</span> <span style="color: #64748b; font-style: italic;">₹15,543.45</span> <span style="color: #64748b; font-style: italic;">-2.1%</span>
<span style="color: #64748b; font-style: italic;">Calendar Spread</span> <span style="color: #64748b; font-style: italic;">2</span> <span style="color: #64748b; font-style: italic;">100.0%</span> <span style="font-size: 0.72rem; padding: 2px 4px; border-radius: 4px; background-color: #ef444420; color: #ef4444; font-weight: bold; margin-left: 4px;" aria-label="Exploratory reliability: 2 trades">Exploratory</span> <span style="color: #64748b; font-style: italic;">+ ₹101.63</span> <span style="color: #64748b; font-style: italic;">₹0.00 (0.0%)</span> <span style="color: #64748b; font-style: italic;">∞</span> <span style="color: #64748b; font-style: italic;">∞</span> <span style="color: #64748b; font-style: italic;">₹23,315.17</span> <span style="color: #64748b; font-style: italic;">0.4%</span>
For granular trade logs, see KEI_signals.csv in this folder.