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TRUEQI® | DATA FOUNDATION

Every answer should carry the evidence behind it.

Data Foundation preserves the source, date, location, lineage, methods, and limitations that give water and environmental evidence meaning. It gives TrueQi® a consistent, reviewable basis for investigation across sites, assets, portfolios, communities, and watersheds.

TRUE ELEMENTS SYSTEM ARCHITECTURE
True Elements system architecture showing Data Foundation supporting connected evidence, TrueQi® context, and Argus™ investigation.
Data Foundation provides provenance, continuity, and trust within the TrueQi® system architecture.
THE TRUST PROBLEM

Data without context cannot support consistent investigation.

A value, layer, or model output can look precise while leaving essential questions unanswered. Where did it come from? When was it observed? What place does it represent? How was it prepared? What limitations travel with it?

Data Foundation is designed to keep that context attached to the evidence so teams can examine what they are using, compare it with other evidence, and understand where qualified review is still required.

  1. Where did it come from?
  2. When was it observed?
  3. What place does it represent?
  4. How was it prepared?
  5. What limitations travel with it?
WHAT TRAVELS WITH THE EVIDENCE

The record matters as much as the value.

Evidence becomes more useful when the information needed to interpret and review it remains connected. Data Foundation organizes that record around six practical questions.

1. SOURCE

Where did it come from?

Preserve the originating source and the evidence needed to identify it.

2. PLACE AND TIME

What location and period does it represent?

Keep the relevant geography, timestamp, reporting period, or observation window with the record.

3. UNITS AND SCALE

What does the value measure?

Retain the units, resolution, boundary, and scale required to interpret it correctly.

4. METHOD

How was it produced?

Distinguish observations, estimates, models, forecasts, and other evidence types where that information is available.

5. LINEAGE

What happened to it along the way?

Record relevant transformations, versions, and connections used to prepare the evidence for investigation.

6. LIMITATIONS

What should the reviewer keep in mind?

Keep known gaps, uncertainty, assumptions, source restrictions, and other material qualifications available for review.

CONTINUITY ACROSS CHANGE

New evidence should add context, not erase history.

Water and environmental evidence changes across reporting periods, methods, sources, and locations. Data Foundation is designed to preserve enough lineage to show what entered the investigation, how it was prepared, and what changed when the context is revisited.

1

Receive

Identify the source, place, time, method, and available qualifications.

2

Prepare

Structure evidence for use while preserving relevant source context.

3

Connect

Make the evidence available to the relationships and investigation defined in TrueQi®.

4

Revisit

Keep prior context available when new evidence, assumptions, or questions require another review.

WHEN EVIDENCE DOES NOT AGREE

Gaps and conflicts should remain visible.

Sources can differ because they represent different dates, boundaries, methods, resolutions, or assumptions. Missing evidence can be just as important as the evidence that is present. The foundation should preserve those distinctions so qualified people can judge what is relevant to the question.

DIFFERENT SOURCES

Keep source identity and context available instead of forcing unlike evidence into false agreement.

MISSING EVIDENCE

Make material gaps visible so they can be considered in the investigation.

OBSERVATIONS AND MODELS

Distinguish what was observed from what was estimated, modeled, or forecast where the source information supports that distinction.

Uncertainty documented. Judgment retained by your people.

INSIDE TRUEQI®

The foundation keeps the system grounded in evidence.

Data Foundation preserves the context needed to review the evidence. Other capabilities inside TrueQi® connect that evidence, examine relevant relationships, and support investigation around the organization’s question.

Data Foundation

Preserves provenance, continuity, and trust.

Data Constellation

Connects environmental evidence by place, 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.

TRUST IN PRACTICE

Keep the evidence available for review.

Trace the evidence

Return to the relevant source, date, place, method, and lineage available for the investigation.

Review the reasoning

Examine how the evidence, relationships, assumptions, and model outputs support the findings.

Keep the judgment

Give qualified people the context needed to evaluate the work and remain responsible for the decision.

Trust comes from what can be examined, questioned, and understood.

DATA FOUNDATION QUESTIONS

What organizations need to know about the evidence foundation.

Data Foundation is the capability inside TrueQi® that preserves the provenance, continuity, and review context of water and environmental evidence. It is designed to keep relevant source, date, location, lineage, method, and limitation information available to the investigation.
BRING US A QUESTION

Bring us the question your organization needs to investigate.

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

Request a Briefing