What is PeopleAnalyst?

PeopleAnalyst is the front door for people-analytics research: 205+ works indexed and profiled, 40+ citation-grade findings extracted, and peer-reviewed behavioral science translated from academic to actionable — the missing manual for the people analytics you always meant to do.

What is people analytics?

People analytics is not a dashboard. It is behavioral science and statistical inference applied to workforce decisions — a discipline with its own methodology, spanning measurement, organizational design, talent, leadership, and analytics craft.

Why does AI in HR need measurement science?

AI is being deployed in high-stakes people decisions — hiring, performance, attrition — without the measurement science to evaluate whether it works or whom it harms. Construct validity, effect sizes, and criterion validity are the vocabulary for asking an AI vendor the right questions.

How is the research made accessible?

The evidence is indexed and searchable: 205+ works, 40+ citation-grade insight cards, and 8 research arcs, so the right finding reaches the right decision at the right time.

What separates good people measurement from assertion?

Good measurement has a method: construct validity, reliability, and effect-size interpretation are not optional — they are what separates evidence from assertion.

library / lib95cc1ae29b61b507

Blue Ocean Strategy: How to Create Uncontested Market Space and Make the Competition Irrelevant

W. Chan Kim, Renée Mauborgne · 2005

In a sentence

A strategy framework arguing that lasting profitable growth comes not from competing in existing, overcrowded 'red oceans' but from creating uncontested new market space ('blue oceans') through value innovation that makes the competition irrelevant.

Blue Ocean Strategy challenges the central tenet of conventional strategy—that companies must beat rivals to win—and shows instead how the most successful firms break free from bloody competition by creating uncontested market space. Drawing on a study of 150 strategic moves spanning more than 100 years and 30-plus industries, W. Chan Kim and Renée Mauborgne demonstrate that the strategic move, not the company or industry, is the right unit of analysis, and that the consistent thread behind high performers is 'value innovation'—the simultaneous pursuit of differentiation and low cost. The book delivers a complete, systematic toolkit (the strategy canvas, the four actions framework, the eliminate-reduce-raise-create grid, the six paths, the buyer utility map, the price corridor of the target mass, and tipping point leadership) plus principles for formulating and executing blue ocean strategy in an opportunity-maximizing, risk-minimizing way. The companion work, Beyond Disruption, extends this non-zero-sum thinking into innovation theory, introducing 'nondisruptive creation'—a way to innovate and grow by creating brand-new markets outside existing industry boundaries without displacing companies, jobs, or industries, thereby bridging economic and social good. Together the works give leaders, entrepreneurs, and policymakers a structured, repeatable process for creating new demand and growth rather than fighting over shrinking existing demand.

The four lenses

Science
Statistics
Systems
Strategy

The model

A causal/framework model expressing how design levers (value innovation moves, market-boundary reconstruction, demand expansion, strategic sequencing) and execution conditions (tipping point leadership, fair process, proposition alignment) produce psychological and behavioral states (buyer value perception, voluntary cooperation) that in turn drive outcomes (uncontested market space, profitable growth, sustainability), with nondisruptive vs disruptive creation moderating social impact.

Value Innovationdesign lever

The simultaneous pursuit of differentiation and low cost that creates a leap in value for buyers and the company, opening uncontested market space; the cornerstone of blue ocean strategy that aligns utility, price, and cost across the whole system of activities.

Market Boundary Reconstruction (Six Paths)design lever

The set of design actions that systematically look across alternative industries, strategic groups, buyer chains, complementary offerings, functional-emotional orientation, and time to create commercially compelling new market space and attenuate search risk.

Reaching Beyond Existing Demand (Noncustomer Focus)design lever

The design lever of aggregating new demand by focusing on commonalities across the three tiers of noncustomers rather than differences among existing customers, desegmenting markets to maximize the size of the blue ocean and attenuate scale risk.

Strategic Sequencing (Utility-Price-Cost-Adoption)design lever

The design lever of building the business model in the correct sequence—exceptional buyer utility, strategically accessible price, target costing for profit, and addressing adoption hurdles—to ensure commercial viability and reduce business model risk.

Tipping Point Leadershipdesign lever

An execution condition in which leaders concentrate on factors of disproportionate influence (hot/cold spots, kingpins, angels/devils/consigliere, atomization) to overcome cognitive, resource, motivational, and political hurdles fast and at low cost.

Fair Process (Engagement, Explanation, Expectation Clarity)design lever

An execution condition based on procedural justice—engaging people, explaining decisions, and clarifying expectations—that builds trust and commitment and inspires voluntary cooperation in strategy execution.

Alignment of Value, Profit, and People Propositionsdesign lever

The condition in which the three strategy propositions—value (buyer), profit (organization), and people (internal and external stakeholders)—are fully developed and aligned around both differentiation and low cost, producing a sustainable, hard-to-imitate strategy.

Nondisruptive Creationdesign lever

The creation of a brand-new market outside or beyond existing industry boundaries so that growth occurs without destroying or displacing existing companies, jobs, or industries; a positive-sum approach contrasted with disruptive creation.

Buyer Value Perception (Leap in Net Value)psychological state

The psychological state in which buyers perceive an exceptional, compelling leap in utility relative to price (net buyer value), which is necessary for a new market to materialize and demand to take off.

Trust, Commitment, and Voluntary Cooperationbehavioral pattern

The behavioral and attitudinal state in which internal (and external) stakeholders trust the strategy, feel committed, and willingly go beyond compulsory execution to voluntary cooperation in carrying it out—intangible capital that enables fast, high-quality, low-cost execution.

Uncontested Market Space (Blue Ocean Created)outcome metric

The outcome in which a company creates new, untapped market space where competition is irrelevant, demand is created rather than fought over, and the rules of the game are still to be set.

Profitable Growth (Performance)outcome metric

The outcome of strong revenue and profit growth generated by creating and capturing blue oceans; in the book's study, blue ocean launches generated disproportionate revenue and profit relative to red ocean line extensions.

Strategy Sustainability and Renewaloutcome metric

The outcome of a strategy that resists imitation (alignment, cognitive/organizational, brand, economic, and legal barriers) and is renewed over time by monitoring value curves and balancing the pioneer-migrator-settler portfolio.

Social Impact (Jobs, Communities, Displacement)outcome metric

The outcome metric capturing the social consequences of market-creating innovation—job creation versus loss, community well-being, and adjustment costs—which differ sharply between disruptive (win-lose, social cost) and nondisruptive (positive-sum, minimal displacement) creation.

How they connect

value innovation → predicts buyer value perception
market boundary reconstruction → influences value innovation
noncustomer demand expansion → predicts uncontested market space
strategic sequencing → predicts profitable growth
buyer value perception → mediates uncontested market space
value innovation → predicts uncontested market space
uncontested market space → predicts profitable growth
tipping point leadership → influences voluntary cooperation
fair process → predicts voluntary cooperation
voluntary cooperation → influences profitable growth
proposition alignment → predicts strategy sustainability
nondisruptive creation → moderates social impact
value innovation → predicts profitable growth

A candidate measure

Blue Ocean Strategy: How to Create Uncontested Market Space and Make the Competition Irrelevant — derived measurement candidates

Value Innovation

Number of factors eliminated/reduced vs raised/created; Cost-structure differential versus industry; Degree of value-curve divergence (focus/divergence)