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TRUEQI® | DATA CONSTELLATION

Environmental intelligence begins with relationships, not datasets.

Data Constellation connects water and environmental evidence by place, watershed, time, and relationship. That connected context helps TrueQi® investigate what surrounds a site, asset, supplier, community, portfolio, or water system.

Conceptual relationship view centered on an Area of Interest, with the evidence context selected according to the investigation.

  • Water quantity and quality
  • Climate and weather
  • Land and ecology
  • Infrastructure
  • Communities and policy
  • Operations and markets
CONCEPTUAL RELATIONSHIP VIEW

The evidence connected to an Area of Interest depends on the question, place, time horizon, and relationships being investigated.

THE PROBLEM WITH ISOLATED EVIDENCE

A site does not end at its property line.

A facility, farm, community, supplier, or proposed investment may depend on water sources, infrastructure, environmental conditions, policies, and other users far beyond its immediate boundary.

Looking at those signals separately can hide the relationships that change what the evidence means. Data Constellation connects the relevant context around the place and question being investigated.

AREA OF INTERESTCONNECTED WATER SYSTEMRELATED INFRASTRUCTURE AND CONDITIONSORGANIZATIONAL IMPLICATIONS
CONNECTED EVIDENCE

The relationship changes what your team can see.

Data Constellation organizes relevant evidence around six kinds of connection. The connections used in any investigation depend on the organization’s question and the context around it.

1. Place

What occupies the same location or boundary?

Connect evidence to the site, asset, community, watershed, or other Area of Interest it describes.

2. Watershed

What is connected through the water system?

Relate the Area of Interest to upstream, downstream, surface-water, groundwater, and watershed context where relevant evidence supports it.

3. Time

What happened when?

Keep observation periods, historical records, modeled timeframes, and changing conditions distinguishable.

4. Physical relationship

How can water and environmental conditions interact?

Make evidence available to physics-informed modeling and environmental science without treating every statistical relationship as causation.

5. Organizational dependency

What operations, suppliers, assets, or communities depend on it?

Connect physical context to the organizational responsibilities and dependencies relevant to the investigation.

6. Evidence type

What kind of evidence is being compared?

Keep observations, estimates, models, forecasts, and other evidence types distinguishable where source information permits.

FROM ONE PLACE TO ITS WIDER SYSTEM

Start with one place. See what connects to it.

An investigation begins with an Area of Interest and the question the organization needs to answer. Data Constellation helps connect that place to the evidence and relationships that may matter beyond its immediate boundary.

The boundary starts the investigation. It does not define the entire system around it.

1

Define the place

Identify the site, asset, community, supplier, investment, boundary, or water system under review.

2

Define the question

Establish the responsibility, time horizon, and issue the team needs to investigate.

3

Connect relevant evidence

Relate available evidence by location, watershed, time, dependency, and evidence type.

4

Examine the relationships

Make the connected context available to modeling, environmental science, and Argus™ investigation within TrueQi®.

5

Review the findings

Qualified people examine the evidence, relationships, assumptions, and limitations before deciding and acting.

INSIDE TRUEQI®

Connected evidence becomes working context inside the system.

Data Constellation performs one specific role inside TrueQi®. It connects evidence and relationships. Other capabilities preserve the evidence context, examine physical and environmental conditions, direct the investigation, and support human review.

Data Foundation

Preserves provenance, continuity, and the context needed to review the evidence.

Data Constellation

Connects environmental evidence by place, watershed, time, and relationship.

Modeling and environmental science

Examine the physical and environmental relationships relevant to the question.

Argus™

Directs investigation across the TrueQi® context and organizes findings with supporting evidence and model outputs available for review.

YOUR TEAM

Reviews the evidence and findings, then decides and acts.

CONNECTION WITH CONTEXT

A connection should be something your team can examine.

The value of a relationship depends on the evidence behind it and the reason it matters to the question. Data Constellation works with Data Foundation so relevant source, date, location, lineage, evidence type, assumptions, and limitations can remain available for qualified review.

Evidence identity

Keep the relevant source and evidence type available.

Spatial and temporal context

Show the place, boundary, watershed, and time period represented where that information is available.

Relationship relevance

Explain why the connection is being considered in the investigation.

Limitations and uncertainty

Keep material gaps, qualifications, and uncertainty visible enough to inform review.

Connected does not mean certain. It means the relationship can be investigated in context.

DATA CONSTELLATION QUESTIONS

What organizations need to know about connected environmental evidence.

BRING US A QUESTION

Bring us the place, system, or question your organization needs to understand.

We’ll show you how TrueQi® can connect the evidence and relationships your team needs to investigate it in context.