Blog

Perspectives on organizational knowledge

How large enterprises map, retain, and apply the expertise they already have.

Talent Management

From Job Title to Expertise: Why Job Descriptions Mislead

A systems engineer who spent two years building localization tooling has a completely different expertise profile from one who built data pipelines. The job title tells you nothing useful.

Keiko Watanabe
Market Context

Why Knowledge Graphs Work Differently in Japanese Enterprise

The way expertise is documented and shared in large Japanese organizations follows patterns distinct from Western corporate structures. Building tools that fit that context requires different design choices.

Shinjiro Honda
Operations

The Hidden Cost of Knowledge Walking Out the Door

Employee attrition is measured by backfill cost and ramp time. The cost of the specific knowledge they carried, and where it is needed next, is rarely measured at all.

Yuki Tanaka
Organizational Design

Why Three Teams Solved the Same Problem Twice

A global manufacturing firm we spoke with discovered that three separate engineering units had each built their own data normalization utility, none knowing the others existed. That story is more common than anyone admits.

Shinjiro Honda