Leading Resilience Index (LRI)
A Business Resilience Assessment Framework
An Industry Frontier Model Based on Empirical Research
Produced with Integrity
Deployed with Rigor
LRI is a Product of Rigorous Research
LRI is built from 1000 entity data (6 regions, 76 countries, 11 industries).
LRI draws analytics from 170,000 pages of secondary corporate data.
LRI uses advanced econometrics (SmartPLS structural equations modelling).
A Comprehensive Corporate Appraisal Tool
LRI Model features 195 standard prompts covering incident management, crisis resilience, resource management, leadership competency, and entity image.
LRI evaluates an entity’s resilience through an online assessment tool.
LRI produces a comprehensive resilience report, highlights strengths, identifies gaps, and recommending targeted policy actions where appropriate.
Entities can benchmark their resilience outcomes against a database of 1000 entities available on the platform.
A Global Industry Application
76 countries and 1,000 entities (commercial companies) distributed as follows:
Africa: 23 countries, 200 entities.
Asia: 10 countries, 200 entities.
Middle East: 12 countries, 200 entities.
South America: 12 countries, 200 entities.
Continental Europe: 17 countries, 100 entities.
North America: 2 countries, 100 entities.
11 Industries (ICB Standard) distributed as follows:
Basic Materials: 129 entities
Consumer Discretionary: 87 entities
Consumer Staples: 107 entities
Energy: 69 entities
Financial Services: 252 entities
Healthcare: 39 entities
Industrials: 116 entities
Real Estate: 39 entities
Technology: 50 entities
Telecommunications: 59 entities
Utilities: 53 entities
Structural Equations Model (SEM)
Structural Equations Model (SEM) estimates R² and beta coefficients of the latent variables and measures how different resilience factors interact.
Bootstrapped Model (BT)
The BT Output Model estimates p-values and measures statistical soundness and structural robustness of the model.
Importance–Performance Map Analysis (IPMA)
IPMA is a policy metric that assesses the relative importance versus performance of each resilience element, enabling entities to redirect resources to high-important low-performing areas of the business.
10 Global output Modules covering various operational, governance, structural, leadership, and reputational aspects as follows:
Module 1 - Incident Management:
Incident Identification
Incident Communication
Incident Monitoring
Incident Resolution.
Module 2 - Crisis Preparedness:
Agility
Robustness
Situational Alertness.
Module 3 - Crisis Coping:
Positive Reframing
Improvisation
Flexibility
Collaboration.
Module 4 - Crisis Persistence:
Adaptability
Recovery
Relearning
Transformation.
Module 5 - Resource Endowment:
Financial Buffer
Human Capital Buffer
Reputational Buffer.
Module 6 - Resource Management:
Resource Structuring
Resource Bundling
Resource Leveraging.
Module 7 - Leadership Strategy:
Leadership Direction
Leadership Capability
Leadership Quality
Leadership Adequacy.
Module 8 - Leadership Intelligence:
Adversity Intelligence
Practical Intelligence
Social Intelligence
Emotional Intelligence
Spiritual Intelligence.
Module 9 - Leadership Lens:
Governance Lens
Operational Lens
Adaptability Lens
Structural Lens.
Module 10 - Stakeholder Perception:
Citizenship Perception
Collaboration Perception
Communication Perception
Competency Perception
Character Perception.
LRI Global Model Output
Explore the LRI Global Dataset
The LRI Global Data Table reports the empirically-generated LRI indices and rankings of the 1,000 Global Empirical Anchor Entities.
The ratings are generated from public secondary data of the 1,000 anchor entities (annual reports, board and management statements, sustainability reports, and other publicly available data). Hence, the actual and current ratings of these entities may vary from the empirical rating result, which serve only as theory validation benchmark.
The current and actual ratings of these entities and any other new entities can be obtained by generating primary results from the LRI empirical tool administered to target respondents.
Any new entity can obtain its rating and ranking and benchmark its results with its applicable region, country, or industry. The tool is very useful and valid for comparison.
For the entities that are cross-listed or incorporated in more than one jurisdiction, we have selected only one jurisdiction to avoid duplication of results.
📊 LRI Global Output Data Table
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