RESEARCH / DATA

A strategy cannot be better than its data.

kquant links every research version to its time range, sources and known data limitations.

READABLE STRATEGYready to test
DIRECTIONDonchian breakoutANDFILTERADX > 22ANDRISKATR stop
Interface schema · values are illustrative
SYSTEM DOMAIN05 / RESEARCH

Make the method reproducible

  1. DISCOVER
  2. OPTIMIZE
  3. VALIDATE
  4. RUN
  5. OBSERVE
NEXT CLEAR ACTION

Start with one research record.

The product is easier to understand when the visitor sees one concrete object move through the workspace.

01Define the rule
02Run a cost-aware backtest
03Challenge the candidate
04Observe it forward
01

Market series

OHLCV, funding and open interest have their own frequency, latency and gaps.

02

Point in time

Asset universes and features must reflect information available at that moment.

03

Quality checks

Gaps, stale series and inconsistent intervals should be detected before testing.

04

Source risk

Exchange data can differ, and historical availability cannot guarantee future feed quality.

DECISION FRAMEWORK

Could another researcher reproduce the conclusion?

A useful record states the question, data version, assumptions, method, negative results and what the evidence cannot claim.

01

State the hypothesis first

02

Keep comparison conditions equal

03

Publish limitations beside results

OUTPUT

Reproducible research record

Important

Historical, statistical and model results do not promise future returns. kquant provides computational tools and technical execution, but does not assess whether a specific trade is suitable for a user.