EXPERIMENT 002Historical BacktestStatus: Completed

EMA Momentum
Reversal Backtest

A controlled historical backtest of the DHA-DEMO-EMA-MOM strategy on RELIANCE.NS, testing execution behavior, costs and strategy performance across 72 daily bars.

Historical Backtest•RELIANCE.NS•72 daily bars•Completed
Backtest ID: BT-AA2DA005
Strategy: DHA-DEMO-EMA-MOM v1
Timestamp: 2026-09-17 07:06:15 UTC
Methodology & Scope

What we tested

Experiment 002 tested the EMA Momentum Reversal Alpha strategy using Dhanvi's backtesting engine on 72 daily RELIANCE.NS bars. Orders were modeled using next-bar-open execution and the simulation included commission and slippage.

Objective: Evaluate baseline execution modeling, cost drag, and trade behavior under controlled historical parameters without discretionary intervention.
Parameters

Experiment configuration

Deterministic configuration parameters supplied to the Dhanvi simulation runtime.

Instrument
RELIANCE.NS
Timeframe
1 day
Dataset
72 bars
Strategy
EMA Momentum Reversal Alpha
Strategy ID
DHA-DEMO-EMA-MOM v1
Execution
Next bar open
Initial Capital
₹100,000.00
Status
Completed
System Topology

Backtest pipeline

End-to-end execution flow modeling historical inputs through to portfolio settlement.

0172 DAILY BARS
RELIANCE.NS historical OHLCV daily bars
02EMA MOMENTUM REVERSAL ALPHA
Algorithmic trend and momentum signal engine
03SIGNAL GENERATION
Deterministic order trigger calculation
04NEXT-BAR-OPEN EXECUTION
Order fill modeled strictly at subsequent bar open
05COMMISSION + SLIPPAGE
₹78.75 commission + ₹39.37 simulated slippage applied
06PORTFOLIO ACCOUNTING
Mark-to-market position and cash settlement
07FINAL EQUITY
₹99,116.66 settled portfolio value
Simulation Output

Backtest result

Verifiable metrics recorded across the 72-bar simulation run.

Initial Equity
₹100,000.00
Final Equity
₹99,116.66
Net P&L
-₹883.34
Return
-0.88%
Unleveraged backtest return
Maximum Drawdown
-0.91%
₹912.23
Trades
2
Win Rate
0.0%
Profit Factor
0.00
Commission
₹78.75
Slippage
₹39.37
Modeled Costs Total
₹118.12
Modeled: commission + slippage
About this experiment

This is a historical simulation produced by Dhanvi’s backtesting engine. It does not represent live trading performance or expected future returns. Backtests are subject to assumptions and limitations including data quality, execution modeling, commissions, slippage, liquidity and market behavior. Past or simulated performance does not guarantee future results.

Capital Progression

Simulated equity transition

Start-to-finish capital reconciliation across the backtested window.

Initial Equity
₹100,000.00
72 daily bars simulated
Final Equity
₹99,116.66
Net change:-₹883.34 (-0.88%)
Order Statistics

Trade outcomes

Disaggregated breakdown of completed trade executions during the historical test.

2
Total trades
0
Winning
2
Losing
0
Breakeven
Win rate: Both executed simulated positions resulted in a loss under test conditions.
0.0%
Friction & Overhead

Execution costs

Modeled transactional costs applied to order fills.

Commission
₹78.75
Slippage
₹39.37
Modeled Costs Total
₹118.12

Direct calculation: ₹78.75 commission + ₹39.37 slippage = ₹118.12 modeled execution costs. These represent simulated frictional modeling, not actual live broker receipts.

Analysis

What happened

The strategy completed two simulated trades during the tested dataset. Neither trade produced a winning outcome under the configured backtesting assumptions.

Starting from ₹100,000 of simulated capital, the backtest finished at ₹99,116.66, representing a net simulated return of -0.88%.

Maximum observed drawdown during the backtest was -0.91%.

Research Philosophy

Why publish a losing experiment?

Dhanvi Experiments is intended to document the research process, not only favorable outcomes.

Experiment 002 produced a negative simulated result. Publishing it preserves the complete experimental record and provides a baseline for future strategy iterations.

The next question is not whether this result can be hidden.

The useful question is: What should the next experiment test?

Limitations & Scope

What Experiment 002 does not establish

This experiment does not establish:

  • expected future performance
  • live trading profitability
  • strategy robustness
  • performance across different securities
  • performance across different market regimes
  • statistical significance
With only 72 daily bars and 2 simulated trades, the result should be treated as a limited experimental observation rather than evidence of long-term strategy performance.
The Research Continues

Follow the research record.

Experiment 001 tested multi-agent coordination. Experiment 002 tested a single strategy inside our backtest engine. More experiments will be published as Dhanvi develops.

All Experiments