Data quality
Understand sources, update timing, consistency and usage limitations. Analysis begins with valid inputs, not an attractive chart.
MADO / MARKETS
HOW THE SCOPE CONNECTS
From data to a testable hypothesis
- Source
Data worth trusting
Source quality and consistent market context
- Test
A hypothesis under test
Test the idea before committing capital
- Measure
Execution you can measure
Liquidity and execution quality within scope
FIELDS OF WORK
From data quality to execution quality.
Four connected fields define this arm’s scope and help frame research or integration requirements precisely.
Hypothesis testing
Turn an idea into a question, test conditions and a comparison criterion. Separate observations from assumptions; historical results do not establish future performance.
Liquidity context
Consider liquidity, spreads, timing and potential costs as decision context, not details added afterwards.
Measurable execution
Define what to measure in execution and how to compare it with the original assumption. Execution quality is not the same as trade profitability.
ILLUSTRATIVE USE CASE
Compare two ideas on explicit terms.
- The question
- A team has two hypotheses and needs a fair comparison before allocating capital to either.
- What is examined?
- Data sources, test conditions, liquidity and cost context, and a comparison criterion defined before reading results.
- Intended output
- An evaluation plan identifying what supports or contradicts each hypothesis and which data limitations must be disclosed. This illustrates the method, not published test results.
BEFORE ANY COMMITMENT
Clear answers. Explicit boundaries.
Is Markets a signal service or a platform that executes my trades?
This page does not offer trading signals or account-connected order execution. The mandate covers data, hypotheses and execution quality; any operational integration requires a separately confirmed scope.
How is Markets different from Risk?
Markets addresses information quality, hypotheses and execution context. Risk addresses limits and checks around the decision you choose. A Risk subscription does not activate Markets or bundle the five arms automatically.
What kind of request belongs here?
A data-source discussion, an execution-quality problem, or a design and integration partnership. Submit a Markets service request now for data-quality review, research validation or execution-context assessment. We agree deliverables and terms first; live trading execution is not included.
START NOW
Define the market question you want to examine.
Describe the problem, data and decision briefly. Start with a specific requirement, not a general promise of better performance.
START AN ENGAGEMENT
Scoped project enquiries open today
Request a scoped data, model-review or integration project now. We confirm deliverables, timeline, cost and limitations before an agreement; no instant AI or live-trading platform is activated.
What helps us understand your requirements?
- Data type, source, frequency and known limitations.
- The hypothesis or execution problem to evaluate.
- The comparison criterion and decision outputs you need.
Send a non-sensitive description only; no passwords, API keys, login details or private client information.