Learning

Organizational intelligence

The organizational capacity to form a truthful model of reality, coordinate judgment and action, and improve while remaining answerable for consequences.

Review directions and accountability

A tactical lens for designing upward, downward, and east/west reviews so that evidence can change authority, execution, coordination, and learning without collapsing every review into executive approval.

Learning, quality, and reliability

Nancy Leveson and Clark Turner's reconstruction documents six known Therac-25 overdose accidents from 1985 to 1987, with serious injuries and deaths. Reports, interface evidence, and corrective action traveled unevenly across patients, hospitals, the manufacturer, users, and regulators; later quality, learning, reliability, and software practices are comparisons rather than one documented lineage.

What lets a disturbing local event become a system defect before the same design harms someone elsewhere?

Organizational ignorance

An organization becomes ignorant not only when nobody knows, but when limited attention, learned routines, interpretive frames, hierarchy, incentives, and power prevent a consequential signal from becoming safe to express, credible to authority, or effective in action. Ignorance can be an unavoidable condition to manage, an unintended result of organization, a resource for inquiry, or a strategically useful arrangement; those possibilities require different evidence and responsibility judgments.

How do organizations fail to know what their members or affected communities know—and how can they remain capable of doubt, correction, and responsible action?

IBM under Thomas J. Watson Sr. and Jr.

Under Thomas J. Watson Sr. and Jr., IBM joined a disciplined sales-and-service culture to long-horizon investment in computing, then bet the company on System/360 as a common platform. The transition illustrates how institutional identity can coordinate enterprise change while hierarchy, labor, and market power constrain whose knowledge counts.

How can a technology company build a durable identity, professional customer interface, and coordinated bets across rapidly changing products?

Amy C. Edmondson

Amy C. Edmondson developed psychological safety as a team-level construct after an early hospital study exposed the ambiguity of detected error counts. Her research connects perceived interpersonal risk with learning behavior, while her books extend that inquiry to fluid collaboration and intelligent failure. Independent syntheses support important associations but also limit causal, universal, and impact claims.

Chris Argyris

Chris Argyris studied the defenses that let intelligent people avoid learning while appearing rational and in control. Moving from conflicts between mature adults and formal hierarchy to theories-in-use, defensive routines, and double-loop learning, he made the reasoning behind action—not only outcomes—available for inquiry and change.

Eric Ries

Eric Ries translated a failed virtual-world launch, Steve Blank's customer development, agile software practice, and selected ideas from lean production into a method for entrepreneurship under uncertainty. Build–measure–learn, minimum viable products, innovation accounting, and pivots are meant to turn activity into validated learning—not to make speed or smallness virtues by themselves.

Karl E. Weick

Karl E. Weick treated organization as ongoing organizing and developed influential accounts of enactment, sensemaking, and loose coupling, later co-developing a managerial synthesis of high-reliability organizing. His work is largely conceptual and case-interpretive; independent reviews document broad uptake while finding limited empirical testing of early claims and important gaps around power, institutions, embodiment, material causality, worker burden, and intervention effects.

W. Edwards Deming

W. Edwards Deming joined statistical reasoning about variation to a prescriptive philosophy of management. His wartime training, 1950 lectures in Japan, fourteen points, learning cycle, and System of Profound Knowledge are documented; their later use and effects must be separated from lone-guru histories and from claims that every program called total quality management implemented his ideas.

Out of the Crisis

A 1980 television documentary helped make W. Edwards Deming newly visible during a U.S. manufacturing crisis that managers had described chiefly through foreign competition and worker productivity. The seminars and 1982/1986 book that followed relocate responsibility: quality, cost, employment, and learning emerge from a system managers design, though workers do not automatically gain authority merely because blame moves upward.

Toyota Production System

Taiichi Ohno's participant-manager account explains the Toyota Production System through just-in-time flow, jidoka, standardized work, problem solving, and waste reduction. Later plant, supplier-network, ergonomic, and worker-health studies show why its operating logic must be distinguished from causal claims about performance or shared benefit.