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Strategic Analytics Levenson

In a sentence

A step-by-step framework for integrating enterprise (business) and human capital (people) analytics so organizations can diagnose the true, systemic causes of strategy-execution failure and build the capabilities that create competitive advantage.

Strategic Analytics tackles a persistent paradox: organizations have more data than ever yet still struggle to execute strategy and improve organizational effectiveness. Alec Levenson argues that the root problem is fragmentation—business leaders run enterprise analytics while HR runs human capital analytics along separate tracks, each seeing only part of the elephant. His remedy is a disciplined, ordered diagnostic: start with the sources of competitive advantage, then conduct enterprise analytics (organization design, capability, culture), and finally human capital analytics (job design, individual capability, attitudes/motivation) as needed. Built on causal modeling rather than ROI worship or correlational data mining, the approach shows how to focus scarce time and resources on the handful of factors that are truly strategic instead of the thousand things that are merely 'nice to have.' Grounded in decades of applied research at USC's Center for Effective Organizations and illustrated with real case studies (PwC, Frito-Lay, Boeing, banks, tech companies), the book is a pragmatic, jargon-light guide that makes analytics a 'team sport' uniting business and HR to advance strategy execution and organizational effectiveness.

The four lenses

  • Science
  • Statistics
  • Systems
  • Strategy

The model

An integrated causal model in which competitive advantage focus and design levers (organization design, job design, compensation, high-performance work design) shape psychological and behavioral states (individual capability, motivation/attitudes, culture/group behaviors) that produce human capital and enterprise performance, ultimately driving strategy execution and competitive advantage. Contextual conditions (budget constraints, external factors) moderate these relationships.

Competitive Advantage Focusdesign lever

The degree to which analysis and investment are correctly concentrated on the organizational capabilities, roles, and processes that create and preserve the organization's competitive advantage rather than on marginal, non-strategic improvements.

Organization Designdesign lever

The formal organizational structure, allocation of decision rights, matrix/lateral integration mechanisms, reporting relationships, and resource allocation that determine how work is coordinated and whether cross-functional collaboration supports the strategy.

Job Designdesign lever

The structure of an individual role including its responsibilities, skill variety, autonomy, feedback, enrichment/enlargement, interdependencies, and compensation level, which shapes the opportunity to perform at the levels the strategy requires.

High-Performance Work Designdesign lever

The extent to which work is restructured (enriched jobs, self-managing teams, pushed-down decision making, aligned compensation, coaching-oriented management) to raise productivity and quality where it supports competitive advantage.

Individual Capabilitypsychological state

The competencies, skills, and productivity potential of the people in a role, including whether current employees can perform at the level the design requires and the build-versus-buy economics of closing competency gaps.

Motivation and Attitudespsychological state

Individual-level attitudes and motivational states—including intention to leave, organizational commitment, discretionary effort, thriving/burnout, job satisfaction, and work-life balance—that determine whether capable people actually perform.

Culture and Group Behaviorspsychological state

The group norms, collective behaviors, and team dynamics (shared understanding, task-based trust, team commitment, collaboration, information sharing) that act as a catalyst determining how the work actually gets done relative to strategic priorities.

Organizational Capabilitybehavioral pattern

The collective ability of the organization to perform the work required to execute the strategy, created when people in interdependent roles do their jobs according to the design and combine their contributions within the culture.

Human Capital Performanceoutcome metric

Individual-level performance produced when individual capability, job design, and motivation/attitudes combine, representing the person's contribution to the organization's products and services.

Enterprise Performanceoutcome metric

Group, team, site, business-unit, or organization-level task execution and business results generated when the contributions of all roles combine within the organization design and culture.

Strategy Executionoutcome metric

The degree to which the organization successfully carries out its intended strategy, the ultimate outcome the entire causal chain from human capital to enterprise performance is designed to produce.

Competitive Advantageoutcome metric

The organization's durable ability to make money and preserve its market position where competitors cannot, the ultimate objective of strategy that in turn drives long-term revenue and cash flow.

Budget and Resource Constraintscontextual condition

The limits imposed by the annual budgeting process on compensation and investment, which constrain how much organizational capability can be built or maintained and force tradeoffs among capabilities.

External Factors and Strategy Qualitycontextual condition

Forces outside internal control—competitive pressures, labor market shifts, market saturation—and the soundness of the strategy itself, which can cause strategy failure independent of organizational design and bound what Strategic Analytics can address.

How they connect

  • competitive advantage focus influences organization design
  • organization design predicts organizational capability
  • job design influences individual capability
  • job design influences motivation attitudes
  • individual capability predicts human capital performance
  • motivation attitudes predicts human capital performance
  • job design predicts human capital performance
  • human capital performance predicts enterprise performance
  • organizational capability predicts enterprise performance
  • culture group behaviors moderates enterprise performance
  • enterprise performance predicts strategy execution
  • strategy execution predicts competitive advantage
  • high performance work design moderates human capital performance
  • budget constraints moderates organizational capability
  • budget constraints moderates job design
  • external factors moderates strategy execution
  • competitive advantage focus influences strategy execution

The story

The reader A business or HR leader, frontline manager, or analyst who wants to improve strategy execution and organizational effectiveness and make better, evidence-based decisions.

External problem

Despite mountains of data, the organization keeps falling short on executing its strategy because business and HR run separate, incomplete analytics that never diagnose the real systemic causes.

Internal problem

The reader feels overwhelmed by data yet uncertain which analytics to use, frustrated by talking past their counterparts, and anxious about defending decisions with only correlational or ROI-driven evidence.

Philosophical problem

It is just plain wrong to reduce complex, interdependent organizations to isolated fixes or ROI litmus tests—doing so guarantees you'll chase symptoms while the true drivers of performance go undiagnosed.

The plan

  1. Step 1: Identify the sources of competitive advantage and where strategy execution falls short (competitive advantage analytics).
  2. Step 2: Conduct enterprise analytics—diagnose organization design, capability, and culture at the enterprise/business-unit/process level.
  3. Step 3: Conduct human capital analytics as needed—diagnose job design, individual capability, and attitudes/motivation.
  4. Build and test a causal model, using stakeholder interviews first and statistics only where warranted.
  5. Focus recommendations on the factors that truly build and maintain competitive advantage, aligning design, compensation, and culture.

Success

  • Better-informed decisions that channel budget dollars where they best support strategy.
  • Business and HR aligned, working together as a team on integrated diagnostics.
  • Structural problems surfaced and addressed rather than papered over.
  • Sustained competitive advantage built through properly designed, resourced work systems.

At stake

  • Continued strategy-execution failure and 'muddling through' despite abundant data.
  • Wasted resources chasing 'nice-to-have' fixes and solutions doomed by unresolved structural issues.
  • Decisions driven by correlation, ROI myopia, and incomplete analysis that miss the true causes.
  • Erosion of capability and competitive advantage as short-term cost cutting degrades the organization.

Questions this book answers

Why do most strategic initiatives fail even when the strategy is sound?
How can organizations diagnose the systemic, internal causes of strategy-execution problems?
In what order should analytics be conducted to focus on what truly matters strategically?
Why is ROI an inadequate tool for evaluating human capital and capability-building investments?
How do you tell the difference between correlation and true causation in organizational data?

Glossary

Competitive Advantage Focus
The extent to which diagnostic attention and investment are correctly directed at the organizational capabilities, roles, and processes that create and preserve competitive advantage.
Organization Design
The formal structure, decision rights allocation, lateral/matrix integration, and resource allocation that govern how work is coordinated across the organization.
Job Design
The structure of a role—its responsibilities, enrichment/enlargement, autonomy, feedback, interdependencies, and compensation—that shapes the opportunity to perform.
High-Performance Work Design
The degree to which work is restructured with enriched jobs, self-managing teams, pushed-down decision making, aligned compensation, and coaching management to raise productivity and quality.
Individual Capability
The competencies, skills, and productivity potential of people in a role relative to what the design requires.
Motivation and Attitudes
Individual-level attitudinal and motivational states that determine whether capable people actually perform at required levels.
Culture and Group Behaviors
Group norms, collective behaviors, and team dynamics that determine how work gets done relative to strategic priorities.
Organizational Capability
The collective ability to perform the work required to execute the strategy, produced by interdependent roles working within the design and culture.

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