Does EasyQuantTrading trade on behalf of clients?

No. EasyQuantTrading is a research and delivery OS. Live execution runs on your local account with your own keys. We do not custody funds or provide discretionary trading.

What makes backtests “honest”?

The engine is designed to avoid look-ahead bias and surfaces overfitting risk via honesty checks such as DSR/significance and deployability pipelines — including red-flagging untrustworthy strategies.

Is historical performance a promise of future returns?

No. All research output is for study and risk education. Past metrics are not investment advice and do not guarantee future results.

What membership tiers exist?

Free (research/GA limits), Premium ~$39 (factory algorithms and higher quotas), Diamond ~$99 (deliver/live quotas and full packs). See /legal for terms.

How long should I paper trade?

Long enough to see 20-40 trade signals and at least one drawdown — usually 1-3 months. Duration matters less than coverage of real conditions.

If my backtest is honest, why paper trade at all?

Execution reality: fills, spreads at your broker, server latency, and your own discipline. Backtests cannot test you — paper trading does.

What is consistency monitoring?

Comparing paper results against backtest expectations continuously. If average trade size, win rate or drawdown drift beyond thresholds, the strategy model is wrong somewhere — better to learn that with zero money.

Can I skip paper trading for a short strategy?

No. Even a strategy that trades once a week needs paper coverage through at least one drawdown. The gate exists for your safety, not for convenience.

What happens if paper results drift from the backtest?

Stop and diagnose before live: re-check the cost model, the execution bridge, and the strategy's validation. Drift is information — use it before it costs money.

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Backtesting vs paper trading: two gates, one order

A backtest answers 'did these rules work on history?'. Paper trading answers 'do these rules survive reality — execution, fills, emotions?'. Skipping either gate is how accounts die. Here is the correct order and why each step exists.

Step 1 — backtest: costs modeled, years of data, out-of-sample validation. Kills bad ideas cheaply
Step 2 — paper trade 1-3 months: same rules, real market feed, zero money. Kills execution surprises
Consistency check: paper results vs backtest expectations — if they drift, something is wrong
Only then — small live size: the last gate, and the cheapest way to learn your own discipline
Common failure: skipping straight to live because the backtest 'looked great'

What each gate is for

The backtest is a filter for ideas: it runs your rules against years of history, with costs, and tells you whether the idea had edge in the past. It is cheap, fast, and brutal — the correct place to kill 90% of your ideas.

Paper trading is a filter for reality: it runs the surviving rules in real time against a real market feed, with zero money. It catches everything a backtest cannot: how the strategy behaves live, how your broker fills orders, and how you behave when the rules go against you.

The correct order, and why it matters

Backtest first: validate out-of-sample, walk-forward, Monte Carlo. A strategy that fails here is dead — no paper trading will save it.
Paper trade second: 1-3 months on a real feed. If execution reality kills the strategy here, you learned it with zero money.
Consistency check: compare paper metrics (win rate, average trade, drawdown) against backtest expectations. Drift beyond thresholds means the model is wrong somewhere.
Small live last: the final gate. Keep the same rules, same size discipline, and monitor consistency again before scaling.

What backtesting cannot test

A backtest cannot test your broker's fills, your platform's latency, spread behavior at your broker, or — most importantly — you. Backtests assume you will follow the rules; paper trading reveals whether you actually do when real signals arrive and the market moves against you.

This is why skipping paper trading is the most common expensive mistake: the backtest looked great, so real money was attached immediately, and the first execution surprise or emotional breach turned a good strategy into a bad memory.

Consistency monitoring explained

Consistency monitoring compares live or paper results to backtest expectations continuously: average trade size, win rate, profit factor, drawdown behavior. Small drift is normal; large or sustained drift means something is wrong — the cost model, the execution bridge, or the strategy itself. Catching drift in paper trading costs nothing; catching it live costs money.

On EasyQuant, paper trading shares risk gates with the live path and audit records support monthly reviews — the monitoring loop is built in, not bolted on.

See paper trading in action Free learning path

FAQ

How long should I paper trade?: Long enough to see 20-40 trade signals and at least one drawdown — usually 1-3 months. Duration matters less than coverage of real conditions.
If my backtest is honest, why paper trade at all?: Execution reality: fills, spreads at your broker, server latency, and your own discipline. Backtests cannot test you — paper trading does.
What is consistency monitoring?: Comparing paper results against backtest expectations continuously. If average trade size, win rate or drawdown drift beyond thresholds, the strategy model is wrong somewhere — better to learn that with zero money.
Can I skip paper trading for a short strategy?: No. Even a strategy that trades once a week needs paper coverage through at least one drawdown. The gate exists for your safety, not for convenience.
What happens if paper results drift from the backtest?: Stop and diagnose before live: re-check the cost model, the execution bridge, and the strategy's validation. Drift is information — use it before it costs money.

More guides

Not investment advice. Historical results do not guarantee future performance. EasyQuant is a research factory — you execute on accounts you control.