Approach
How workforce problems become business value.
ARBI Portfolio is a body of workforce intelligence research and development — a growing set of reference industries, enterprises and projects through which workforce decisions are studied, the questions that matter are identified, and practical, evidence-based, implementation-ready approaches to answering them are designed. Each project begins with a real workforce decision, is grounded in workforce and business data, and culminates in insights, recommendations and the decision-intelligence architecture to act on them.
The framework
From business question to business value
Every project follows the same path. It starts with a decision the business needs to make, and it ends with value the business can measure — never with a chart for its own sake.
Business Challenge
The decision or risk the organization actually faces.
Business Questions
The specific questions leadership needs answered.
Workforce & Business Data
The evidence base — people, operational, and financial data.
Analytics & Intelligence
Segmentation, modelling, and forecasting that interpret the evidence.
Insights
What the analysis reveals — including the inconvenient truths.
Recommendations
Specific, owned actions tied back to the original question.
Business Value
Measurable outcomes: risk reduced, cost avoided, capability protected.
How the work is organized
Portfolio structure
Portfolio content is organized as a hierarchy. Each project sits within a workforce domain, inside a reference enterprise, inside an industry — so the same project can be reached from whichever lens a reader cares about.
Example: Energy → Meridian Energy Group → Grow & Keep → MER-02.
About the enterprises
All enterprises within ARBI Portfolio are fictional reference organizations, designed to represent realistic workforce environments, business challenges and decision contexts. They are workforce intelligence models and industry archetypes — not real companies, and they represent no commercial relationship.
How ARBI works
How a project comes to be
Every project is built the same way — from studying an industry to surfacing the patterns that recur across them. Reference enterprises are constructed from industry research, operating models, workforce structures and regulatory context to host realistic decisions; the projects, methods and illustrative data follow from there.
Study an industry
Research the sector’s workforce reality, economics and regulatory context.
Identify workforce decisions
Find the decisions and risks leadership actually faces.
Design a reference enterprise
Construct a fictional but realistic organization to host them.
Develop workforce intelligence projects
Frame each decision as a project, from business question to recommendation.
Define methods and metrics
Choose the analytical methods and the metrics that make the decision measurable.
Design architecture
Lay out the data and decision-intelligence architecture the project would need.
Create illustrative scenarios and data
Populate it with illustrative datasets, dashboards and scenarios to explore.
Identify cross-industry patterns
Compare across industries to surface the workforce patterns that recur.
What the data is
Illustrative data & assumptions
The datasets, dashboards, metrics and scenarios throughout the portfolio are illustrative. The industry assumptions, business challenges, workforce structures, methods and decision frameworks behind them are grounded in industry research; the numbers that populate them are constructed to make the thinking explorable. The aim is education, exploration and workforce intelligence design — not the representation of any actual organization’s performance.
The capability lens
Workforce domains
The portfolio organizes workforce intelligence around four recurring decision domains — not HR functional departments. Each domain is a kind of decision organizations face again and again, and the same domain recurs across every industry and enterprise. It is the capability lens across the portfolio.
Plan & Cost
Planning the size, shape and cost of the workforce — supply versus demand, build/buy/automate, and the economics of how the work gets staffed.
Decision types
How many people, with which capabilities, where and at what cost; how to align capacity to demand; what to simulate before committing.
Example questions
How many people, where, and at what cost? Build, buy, or automate? Does our capacity match demand?
Example projects
Strategic Workforce Planning across every industry, RTL-02 Demand & Workforce Alignment, TEL-02 Coverage & Workforce Availability, and the workforce digital twins.
Grow & Keep
Developing and retaining capability — skills, succession, retention, leadership effectiveness and engagement.
Decision types
Where capability and retention risk concentrate; what drives turnover; how to preserve scarce, hard-to-replace expertise.
Example questions
Where will we lose critical capability? What is driving turnover here? Who is ready to succeed whom?
Example projects
MER-02 The Great Crew Change, RTL-04 Frontline Workforce Sustainability.
Protect & Disclose
Protecting the workforce and meeting obligations — safety, risk, compliance and the transparent disclosure of workforce reporting.
Decision types
Where safety, credential or obligation coverage will lapse; how to assure qualified, compliant capability; how to disclose responsibly.
Example questions
Where will safety or credential coverage lapse? Are we meeting our obligations? What must we disclose?
Example projects
TEL-04 Capability & Infrastructure Skills, and the banking and healthcare obligation-coverage projects.
Acquire & Move
Bringing people in and moving them through the organization — sourcing, hiring, onboarding, internal mobility and deployment.
Decision types
How to mobilize and deploy existing capacity to where and when it is needed; how to schedule and route the workforce to demand.
Example questions
Where do we need capacity, and when? How do we deploy, schedule and route people to demand?
Example projects
TEL-03 Dispatch & Response Readiness, RTL-03 Shift & Schedule Optimization.
The differentiator
Decision-centric analytics
The objective is not reporting for its own sake. It is to support better workforce decisions through evidence-based insights and actionable recommendations. The work is organized around the decision, not the deliverable.
What we optimize for
Evidence is judged by the quality of the decision it enables.
Not the end in itself
These are supporting actors — the means, never the headline.
The trajectory
From analytics to intelligence
Workforce decision-making matures along a path from reporting to analytics to intelligence. The portfolio works at the intelligence end — past describing the past, toward work that is decision-ready: explainable, actionable, and tied to a business outcome.
Workforce Reporting
What happened — the record of the past.
Workforce Analytics
Why it happened, and what is likely next.
Workforce Intelligence
What to decide and what to do — decision-ready, explainable, and tied to an outcome.
Intelligence here never means autonomous decisions. It means giving leaders the evidence, the recommendation and the confidence to decide and act — with the reasoning always open to inspection.
A living portfolio
The portfolio keeps growing
ARBI Portfolio is not a fixed catalogue. New industries, new workforce challenges, new analytical methods and new implementation patterns continue to expand it — and each addition is tested against, and sharpens, the ones already there. The portfolio is designed to keep evolving as more of the workforce-decision landscape is explored.