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Large People ModelHuman Operating Architecture
Needs new dataCommunicationpercent

Rework from unclear communication

Work redone because communication was unclear or lost.

Formula

Communication-caused rework

(rework items attributed to misunderstood communication / total rework items) * 100

Unit

percent

Direction

Lower is better

Cadence

Monthly in delivery retrospectives.

Numerator

Rework items caused by unclear direction, missing context, or misunderstood commitments

Denominator

Total rework items reviewed

Worked Example

Review of rework tickets for a product release.

Communication-caused rework items

11

Total rework items

38

Calculation

11 / 38 * 100

Result

28.9%

Interpretation

Nearly a third of rework is tied to unclear communication.

Recommended action

Improve decision records, briefs, and handoff protocols.

Why it matters

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

What it reveals

Where communication failure becomes execution waste.

Manual assessment method

Review incidents of rework and identify whether the root cause was unclear decision communication, missing context, or conflicting messages.

Lapemo calculation path

Not a current platform capability; it requires rework instrumentation or a reliable proxy signal.

Interpretation Bands

Healthy

0-10%

Low and manageable.

Watch

11-20%

Rising signal that should be reviewed.

Risk

21-35%

High enough to indicate structural friction.

Critical

>35%

Likely blocking execution or governance quality.

Required inputs

  • Rework log
  • Cause category
  • Original instruction
  • Owner review

Data sources

  • Delivery retrospectives
  • Support tickets
  • Project reviews
  • Meeting audit

Common pitfalls

  • Blaming communication when decision rights are the real cause
  • Using vague cause categories

Recommended actions

  • Use communication protocols
  • Record decisions
  • Clarify handoffs

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.