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Large People ModelHuman Operating Architecture
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Information freshness

The share of knowledge domains reviewed within their required cadence.

Formula

Freshness coverage

(sources updated within required freshness window / total sources assessed) * 100

Unit

percent

Direction

Higher is better

Cadence

Monthly for high-risk information; quarterly for baseline.

Numerator

Sources updated within required window

Denominator

Sources assessed

Worked Example

Review of key executive and AI context sources.

Key sources

35

Updated within required window

22

Calculation

22 / 35 * 100

Result

62.9%

Interpretation

Information is not fresh enough for reliable decisions in several domains.

Recommended action

Set refresh owners and windows by domain risk.

Why it matters

This metric helps leaders see whether the information layer is healthy enough to support execution and AI readiness.

What it reveals

Whether information is current enough to support decisions and AI use.

Manual assessment method

Review each source of truth and record when it was last validated against its required review cadence.

Lapemo calculation path

Live through freshness rules and audit dates on knowledge domains.

Interpretation Bands

Healthy

85-100%

Strong enough for normal operating review.

Watch

70-84%

Usable, but gaps should be assigned owners.

Risk

50-69%

Weak enough to slow execution or create risk.

Critical

<50%

Do not scale the related workflow without intervention.

Required inputs

  • Source list
  • Last updated date
  • Required freshness window
  • Domain risk

Data sources

  • Data catalog
  • Document metadata
  • Dashboard metadata
  • Source-of-Truth Map

Common pitfalls

  • Using one freshness window for every domain
  • Counting touched files as refreshed

Recommended actions

  • Define freshness by risk
  • Assign refresh owners
  • Retire stale sources

Measure Before You Scale

Measure the operating model before AI amplifies it.

Use the Metrics Library to understand what to diagnose, what to monitor, and where Lapemo can turn framework metrics into operating intelligence.