LIVE FEED|
ROGUE IQ▸Eastvale Parking Structure·SQUARES AI▸Lockhart Basin Elementary School·ROGUE IQ▸Ulverston Logistics Park·SQUARES AI▸Wendover Reach Medical Center·ROGUE IQ▸Norcastle Senior Living·SQUARES AI▸Davenport Reach Public Library·ROGUE IQ▸Ballantyne Ridge Fire Station·SQUARES AI▸Garrick Hollow Convention Hotel·ROGUE IQ▸Ravenwood Reach Transit Center·SQUARES AI▸Marchmont Water Treatment Plant·ROGUE IQ▸Eastvale Parking Structure·SQUARES AI▸Lockhart Basin Elementary School·ROGUE IQ▸Ulverston Logistics Park·SQUARES AI▸Wendover Reach Medical Center·ROGUE IQ▸Norcastle Senior Living·SQUARES AI▸Davenport Reach Public Library·ROGUE IQ▸Ballantyne Ridge Fire Station·SQUARES AI▸Garrick Hollow Convention Hotel·ROGUE IQ▸Ravenwood Reach Transit Center·SQUARES AI▸Marchmont Water Treatment Plant·

Construction Intelligence Research & Standards

Define the Discipline.
Measure the Performance.

Rhogan Research Institute develops the terminology, methodologies, benchmarks, and validation frameworks needed to make Construction Intelligence measurable and repeatable.

Research • Measurement • Validation • Standards

Architectural and engineering research drawings with measurement annotations

An Industry Cannot Standardize What It Cannot Define.

Construction Intelligence is an emerging discipline.  Without common terminology and measurable criteria, claims of accuracy, intelligence, maturity, risk, or performance become difficult to compare.  Rhogan Research Institute exists to establish that foundation.

From Opinion to Measurement.

The Central Framework

Four Core Functions.

Define

Develop consistent terminology for Construction Intelligence concepts.

Measure

Create methods for evaluating information quality, project conditions, and intelligence performance.

Benchmark

Establish reference points that allow different workflows and systems to be compared.

Validate

Test whether methodologies and intelligence processes produce repeatable, useful results.

Research Program

Document Maturity Index

“Issued for Bid” describes document status.  It does not describe document quality.  The Document Maturity Index is a research initiative intended to develop measurable criteria for evaluating whether construction information is sufficiently complete and coordinated for the decision being made.

Potential measurement categories

Document completeness

Cross-document coordination

Revision consistency

Schedule availability

Detail completeness

Specification alignment

Scope identification

Unresolved conditions

A developing methodology — not an established industry standard.

Benchmark the Workflow, Not the Marketing Claim.

Rhogan Research Institute develops test structures that allow Construction Intelligence workflows to be compared against defined baselines.

#Benchmark MetricBaseline
01Review time29m 46s
02Information retrieval time10m 09s
03Contradictions identified4
04Unresolved scope conditions identified46
05Revision changes detected58
06RFI-generating conditions surfaced38
07Information retained across project handoffs99.134%

Better Must Be Demonstrated.

Not declared.

Can the Result Be Repeated?

A useful methodology should produce consistent results when tested against defined conditions.  Validation programs may compare:

Traditional Review

Established manual practice.

Intelligence-Supported Review

Workflow augmented by Construction Intelligence.

Known Project Conditions

The documented reality of the project.

RepeatabilityReliabilityLimitationsHuman review requirementsFalse positivesMissed conditionsPractical usefulness

Failure Data Matters.

A credible research program should document where a methodology does not work—not only where it succeeds.

Give the Industry a Common Language.

A developing glossary of Construction Intelligence concepts.  Each term will eventually link to a standards or methodology entry.

01Construction Intelligence
02Document Maturity
03Scope Confidence
04Information Completeness
05Contradiction Severity
06Risk Visibility
07Human Validation
08Knowledge Continuity
09Intelligence Reliability

Standards & Methodology Library

Documenting the Development of Construction Intelligence

The Standards & Methodology Library serves as the published research record of ROGUE IQ, our proprietary construction intelligence engine.

The research papers, technical reports, working definitions, classification frameworks, and proposed methodologies presented here are developed and drafted by ROGUE IQ as the engine continues to build, evaluate, and expand its intelligence surrounding the construction industry.

The purpose of this library is not simply to reproduce existing construction knowledge.  It is to document how ROGUE IQ develops construction intelligence through research, examination of construction practices, identification of recurring patterns, analysis of industry challenges, and development of new analytical methodologies.

Each publication represents a documented contribution to the engine’s ongoing research and development, providing visibility into the concepts, methodologies, and technical frameworks emerging from that process.

These publications may represent developing research rather than established industry standards.  Proposed methodologies and conclusions should be distinguished from independently validated findings.

This library documents the evolution of construction intelligence as developed by ROGUE IQ itself.

Research Status by Area

DefinitionsActive Research
MethodologiesActive Research
BenchmarksActive Research
Classification SystemsDeveloping
Measurement FrameworksDeveloping
Research ProtocolsDeveloping
Technical PapersDeveloping
DefinitionsPublishedv0.1 · Oct 2026

Construction Intelligence — Working Definition

A proposed working definition and practice boundary for Construction Intelligence as an emerging professional discipline (RRI-W01).

MethodologiesPublishedv0.1 · Sep 2026

Document Maturity Index — Framework

A methodology for measuring construction document readiness for decision-making (RRI-M01).

MethodologiesIn Developmentv0.1 · Forthcoming

Scope Confidence Evaluation Method

A proposed method for rating the confidence with which scope can be interpreted from available documentation.

BenchmarksPublishedv0.1 · Oct 2026

Construction Intelligence Benchmark Protocol

A test structure for comparing Construction Intelligence workflows against defined baselines (RRI-M02).

Classification SystemsIn Developmentv0.1 · Forthcoming

Contradiction Severity Classification

A proposed classification for the severity of contradictions identified across construction documents.

Measurement FrameworksIn Developmentv0.1 · Forthcoming

Information Quality Measurement Framework

A framework for measuring missing, contradictory, outdated, or fragmented construction information.

Research ProtocolsIn Developmentv0.1 · Forthcoming

Intelligence-Supported Review Validation Protocol

A protocol for validating whether intelligence-supported review produces repeatable, useful results.

Technical PapersIn Developmentv0.1 · Forthcoming

Knowledge Continuity Across Project Phases

A study outline for measuring how much project context survives transitions between phases.

Research Should Be Inspectable.

A publication archive will document research questions, methodology, datasets, findings, and limitations.  Each publication should support PDF download for inspection.

Initial research publications are in development.

No publications, findings, authors, or affiliations will be listed until actual material exists.

Evidence Before Assertion.

Transparency

Methods should be understandable.

Repeatability

Results should be capable of being tested again.

Limitations

Research should state what the evidence does not prove.

Independence of Outcome

A study should be capable of producing an unfavorable result.

Research Is Not Marketing With Footnotes.

Built From Real Construction Conditions.

Research questions should originate from actual problems encountered in construction.  Potential sources may include appropriately authorized and anonymized information from:

Construction documentsEstimating workflowsProject revisionsRFIsContract administrationProject handoffsHistorical project records
01

Field Condition

02

Research Question

03

Method

04

Measurement

05

Finding

Test It Beyond One Organization.

Rhogan Research Institute should be built to support future collaboration with contractors, researchers, educators, technology developers, and industry organizations.

Benchmark datasets
Document maturity studies
Construction information-quality research
Human + technology performance studies
Cross-trade coordination research
Methodology review
Standards development

Build and Measure Should Remain Separate Functions.

Rogue IQ

Develops Construction Intelligence technology.

Rhogan Research Institute

Develops the methods used to measure and evaluate Construction Intelligence.

Rogue IQ Builds.

Rhogan Measures.

From Emerging Practice to Recognized Discipline.

01

Terminology

02

Methodology

03

Benchmarks

04

Validation

05

Proposed Standards

06

Industry Adoption

Rhogan Research Institute's long-term objective is to help create the body of knowledge required for Construction Intelligence to become something the industry can consistently define, evaluate, teach, and improve.

Rhogan Research Institute

Construction Intelligence Should Be Measurable.

The Institute is developing the research foundation required to move Construction Intelligence from a concept into a disciplined, testable body of practice.

Research Inquiry

Research Inquiry

For research collaboration, methodology review, or standards development inquiries.

Verify You Are Human *
2 + 7 =