March 14, 2025

Russ Fugal

Organizational Transformation Specialist

Knowledge Emerges Through Conversation

Rethinking Knowledge Management

In today’s digital environment, we’re drowning in information while starving for knowledge. Organizations invest millions in sophisticated information systems and vast data repositories, yet continue to struggle with the same problems: duplicate efforts, missed opportunities, and an inability to leverage what the organization collectively “knows.”

Why does this disconnect persist?

Information Flows, Knowledge Grows

The fundamental mistake many organizations make is treating information and knowledge as interchangeable. They’re not.

Information consists of organized data that can be transmitted, stored, and accessed. It’s what fills your databases, documents, and dashboards. Information can flow through systems, be archived, and retrieved. It’s necessary but not sufficient.

Knowledge, by contrast, is what enables action. It emerges when information connects with experience, context, and judgment. Knowledge isn’t just transmitted — it’s constructed through social interaction, shared experiences, and dialogue. Knowledge grows rather than flows.

A manufacturer discovered this distinction the hard way. They had meticulously documented production processes in their knowledge management system, yet continuous quality issues persisted. The breakthrough came not from better documentation but from creating structured conversations between experienced operators and newer team members. These dialogues surfaced critical contextual knowledge that had never made it into the formal documentation: subtle equipment sounds that indicated potential issues, visual cues that the written procedures never captured, and situational judgment that couldn’t be reduced to a checklist.

The Social Construction of Knowledge

When we view organizations through a social construction lens rather than just a systems perspective, we see that organizations are “dialogic systems where individual, group, and organizational actions result from socially constructed realities created and sustained by prevailing narratives, stories, and conversations through which people make meaning about their experiences.”

This view fundamentally changes how we approach knowledge management:

Traditional ApproachDialogic Approach
Knowledge as a resource to captureKnowledge as an emergent property of conversation
Focus on storage and retrievalFocus on enabling meaningful dialogue
Technology-centered solutionsHuman-centered processes with technology support
Documenting “best practices”Creating spaces for shared meaning-making

Creating Conditions for Knowledge Emergence

Instead of trying to extract and store knowledge from their experts, forward-thinking organizations focus on creating conditions where knowledge naturally emerges through dialogue. Here’s how:

1. Design Conversational Spaces

Knowledge develops through conversation, yet many organizations provide few structured opportunities for meaningful dialogue.

Practical Application: Create intentional spaces for conversation that cross departmental boundaries. This might include:

  • Cross-functional communities of practice
  • Regular knowledge exchange sessions focused on specific challenges
  • Structured dialogue about lessons from successes and failures
  • Physical or virtual spaces that encourage spontaneous interaction

A financial services firm implemented bi-weekly “knowledge cafés” where specialists from different departments gathered around specific themes or challenges. The only rule: no presentations, only conversation. These sessions consistently generated insights and connections that their formal knowledge management system never captured.

2. Establish Shared Vocabulary

When specialists from different domains interact, they often speak different languages, making knowledge sharing difficult or impossible.

Practical Application: Develop shared terminology and frameworks that bridge specialist domains without replacing valuable technical vocabulary. This might include:

  • Visual models that show interconnections between different specialties
  • Glossaries of key terms with everyday explanations
  • Metaphors that translate complex concepts across domains

A healthcare organization developed a simple shared vocabulary around patient experience that bridged clinical, administrative, and technical specialists. This common language created a foundation for conversations that previously couldn’t happen.

3. Value Narrative and Context

Information systems excel at capturing data and procedures, but struggle with narrative and context — the elements that often contain the most valuable knowledge.

Practical Application: Create structures for sharing stories and context, not just data. This might include:

  • Decision journals that capture rationale, not just outcomes
  • Story circles where teams share experiences around common challenges
  • “Context conversations” that explore why processes work rather than just how

A technology company instituted regular “context conversations” where teams discussed not just technical specifications but the reasoning, constraints, and considerations behind key decisions. These conversations created a shared understanding that prevented misalignments and rework.

4. Embrace Ambiguity and Emergence

Traditional information management seeks to eliminate ambiguity through classification and standardization. Yet some of the most valuable knowledge emerges precisely in spaces of ambiguity and uncertainty.

Practical Application: Create safe spaces for exploring ambiguity rather than prematurely resolving it. This might include:

  • “What if” sessions that explore alternate perspectives
  • Processes for naming and exploring paradoxes
  • Practices that allow for multiple interpretations rather than forcing consensus

An engineering firm implemented “constructive disagreement” sessions where cross-functional teams deliberately explored different interpretations of project requirements. These conversations regularly surfaced critical assumptions and knowledge gaps before they became expensive problems.

From Information Management to Knowledge Cultivation

The shift from managing information to cultivating knowledge doesn’t require abandoning your existing systems. Rather, it means complementing those systems with practices that recognize knowledge as a social phenomenon.

Think of it this way: Information systems are like irrigation channels that can move water (information) from place to place. But knowledge is more like a crop that grows in fertile soil when the conditions are right. You need both the irrigation and the growing conditions.

Organizations that excel at knowledge sharing create environments where:

  • Dialogue is valued as much as documentation
  • Relationships build bridges across specialist domains
  • Context and narrative supplement data and procedures
  • Leadership models curiosity and learning, not just direction

Moving Forward: Small Steps Toward Knowledge Dialogue

Creating an organization where knowledge emerges through conversation doesn’t require massive transformation. Start with small, targeted shifts in how specific teams interact:

  1. Identify one critical knowledge domain where information flow isn’t solving the problem
  2. Create a simple conversational structure that brings diverse perspectives together around this domain
  3. Pay attention to what emerges from these conversations that hasn’t been captured in your formal systems
  4. Gradually expand these practices to other domains as their value becomes clear

What conversation could you foster tomorrow that would help valuable knowledge emerge in your organization?

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