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GIRI INSTITUTE⌕
RESEARCH PROGRAMGIRI-RP-001FOUNDATIONAL / ACTIVE DEVELOPMENT

Local Business Visibility Research

An interdisciplinary research program examining the information, technological, organizational, and market systems through which local businesses are represented, discovered, evaluated, contacted, and selected.

CENTRAL RESEARCH QUESTION

How does digital information infrastructure mediate the representation, discovery, evaluation, and economic participation of local businesses?

LARGER SYSTEMS QUESTION

How does digital information infrastructure mediate participation, discovery, competition, and exchange within local economies?

PROGRAM POSITION
PRIMARY DOMAIN

RD-04 — Organizations, Markets & Economic Systems

INTERSECTING DOMAINS

RD-01 · RD-02 · RD-03 · RD-06

CIVILIZATIONAL SYSTEMS

CS-01 · CS-02 · CS-04 · CS-05 · CS-08

RESEARCH STREAMS

Eight persistent lines of inquiry.

LBVR-S01

Business Identity & Information Accuracy

How accurately local firms are represented across digital information systems.

LBVR-S02

Search & Local Discovery

How businesses become discoverable through local search and platform infrastructure.

LBVR-S03

Services & Positioning

How service information communicates relevance, specialization, and market position.

LBVR-S04

Reputation & Trust

How public reviews and other signals affect evaluation.

LBVR-S05

Digital Conversion Infrastructure

How discovery connects to usable contact and conversion pathways.

LBVR-S06

AI & Machine-Mediated Representation

How AI-powered systems represent, summarize, and surface local businesses.

LBVR-S07

Competitive Visibility

How visibility compares across firms within bounded sectors and markets.

LBVR-S08

Geographic & Longitudinal Visibility

How visibility differs across Research Markets and changes over time.

GLVS™

GIRI Local Visibility Score™

Structured assessment of how accurately, consistently, and effectively a local business appears across Google Search, Google Maps, AI-powered search, online reviews, its website, and customer contact channels.

EvidenceObservationAssessment ItemIndicatorDimensionGLVSInterpretation
EIGHT DIMENSIONS
  1. Business Identity & Accuracy
  2. Google Business Profile
  3. Local Search Visibility
  4. Services & Positioning
  5. Reputation & Trust
  6. Digital Conversion Path
  7. AI & Search Representation
  8. Competitive Visibility
WHAT GLVS MEASURES

Visibility conditions, not business quality.

GLVS measures defined aspects of how a business is represented, discoverable, evaluable, and contactable through selected digital systems.

WHAT GLVS DOES NOT MEASURE

Important boundaries.

It does not measure profitability, revenue, customer satisfaction, service quality, valuation, employee performance, management quality, financial stability, or guaranteed future success. It does not guarantee ranking, traffic, leads, customer acquisition, sales, or market dominance.

CURRENT EMPIRICAL FOUNDATION

Orlando HVAC 100-Company Visibility Study

Vertical: V001 — HVAC

Geography: Orlando Research Market, Florida, United States

Scale: Organizational · Sectoral · Metropolitan

Functions: Descriptive · Measurement · Comparative · Evaluative

Instrument: GLVS™ 64-point visibility assessment

WHAT THE STUDY IS TESTING

The method before the scale.

  • Observation consistency
  • Analyst reliability
  • Instrument ambiguity
  • Evidence provenance
  • Quality-assurance performance
  • Dataset usefulness
  • Replicability
  • Operational research time and cost
EXPANSION LADDER

Research scale follows demonstrated reliability.

Method WorksAnalysts AgreeDataset ReliableStudy RepeatableAnother IndustryAnother MarketMultiple MarketsLongitudinalStateNationalCross-National
RESEARCH MARKETS

Place becomes a controlled research variable.

A Research Market is a defined geographic-economic area used by GIRI for systematic observation, comparison, measurement, and longitudinal research. Orlando serves as the current foundation environment for LBVR empirical development.

RESEARCH & PRACTICE

LBVR researches. LBVM applies.

GIRI Institute develops research and methodology. GIRI Local is the applied professional practice. Commercial engagement with GIRI Local does not determine Institute findings.

PROGRAM STANDARD

Build the evidence. Test the method. Replicate the research. Accumulate the knowledge.