01 · Witness
Separate exposure from sign-off
Attendance does not show whether someone can set up, complete and check an operation. Sign-off requires direct evidence against a stated standard.
Cells stay open until the work is witnessed.
Capabilities / Workforce and capability building
Skill becomes capacity
when it is observed.
Attendance is not competence. A useful matrix records the work witnessed, the support required and the readiness to carry responsibility.
Open the assessment matrixProcedural visualisation. Schematic, not a facility.
Assessment / The skill matrix
A completed cell must contain evidence.
Choose the standard supported by observation. The matrix records demonstrated competence, not attendance.
Usable capacity
12 of 30 cells
Independent plus can coach. Schematic matrix, illustrative.
2 / 5 cells cover Method0 / 5 cells cover Setup3 / 5 cells cover Quality5 / 5 cells cover Flow2 / 5 cells cover Review0 / 5 cells cover Coach
3. Read the disposition: Cohort B, Quality
Keep the cell open
No assessment has been completed. Plan an observation rather than inferring readiness from enrolment or seniority.
Open cell: arrange an observation and retain the coverage gap.
Competence with support
The task has been witnessed, but prompts or intervention remain necessary. A named supervisor retains responsibility for the work.
Supervised cell: continue line practice and record the assistance needed.
Competence on representative work
The work meets the agreed standard without prompts, including quality checks and a response to ordinary variation.
Independent cell: retain the evidence and review competence when the method changes.
Competence that can transfer
Independent work is joined by a clear explanation, a safe demonstration and the ability to correct a learner without taking over.
Coaching cell: consider supervised teaching, subject to a review of supervisory readiness.
Assessments name the task, assessor, date, evidence and disposition. Attendance cannot change the evidence state. No cell describes a real employee.
The capability contract
Teach on the work. Assess what can be repeated.
Supervised practice and witnessed performance establish whether instruction has become capability.
Skill matrices support coverage decisions. They do not rank personal worth; an empty cell is not a failure.
02 · Practise
Keep supervision on the line
Supervised line practice uses representative materials, equipment and quality checks. The coach records prompts and withdraws support rather than certifying familiarity.
Supervised cells record the assistance given.
03 · Evidence
Make every judgement traceable
Retain the task, product condition, assistance, defects, rework and disposition. The trail permits review without irrelevant personal information.
Each filled cell keeps its task, date and assessor.
04 · Repeat
Test control, not a lucky completion
Assessment should include ordinary variation and a quality decision. Where evidence is incomplete or the method changes, return the cell to supervised practice without penalty.
A fresh observation, or back to supervised practice.
From seed cohort to line ownership
Release responsibility as evidence accumulates.
Each stop of the reed beats the same matrix into its next state. No step represents an actual cohort or promotion.
MethodSetupQualityFlowReviewCoachCohort ACohort BCohort CCohort DCohort E
Cohort A, Method: openCohort B, Method: independentCohort C, Method: supervisedCohort D, Method: openCohort E, Method: open
Cohort A, Setup: openCohort B, Setup: supervisedCohort C, Setup: independentCohort D, Setup: openCohort E, Setup: open
Cohort A, Quality: openCohort B, Quality: independentCohort C, Quality: supervisedCohort D, Quality: openCohort E, Quality: open
Cohort A, Flow: openCohort B, Flow: supervisedCohort C, Flow: supervisedCohort D, Flow: openCohort E, Flow: open
Cohort A, Review: openCohort B, Review: openCohort C, Review: openCohort D, Review: openCohort E, Review: open
Cohort A, Coach: openCohort B, Coach: openCohort C, Coach: openCohort D, Coach: openCohort E, Coach: open
01 / 05 · Map
Define the operations and the standard
List operations, quality checks and supporting tasks. Define representative work and the assessor’s evidence requirements before selecting learners.
02 / 05 · Seed
Create a cohort that can practise together
Form a small seed cohort around adjacent operations to share supervised practice. Selection should consider aptitude and fair access, not sponsorship or attendance.
03 / 05 · Practise
Make assistance part of the record
Use supervised line practice on representative work, with a supervisor able to pause the task. Record assistance, defects and rework beside the work.
04 / 05 · Assess
Require a fresh observation for sign-off
The assessor compares new work with the standard and links the date, evidence and disposition. Reassessment remains possible after coached practice.
05 / 05 · Promote
Test readiness to carry responsibility
Promotion follows sustained independent work, control of variation and readiness to support others. A new supervisor begins with explicit review, not unchecked control.
Empty operation rows and evidence columns establish the matrix boundary.
Independent cells: 0 · Coaching cells: 0 (illustrative)
A schematic cohort row appears while every competence cell remains unfilled.
Independent cells: 0 · Coaching cells: 0 (illustrative)
Supervised cells fill with prompts, quality marks and coaching references.
Independent cells: 0 · Coaching cells: 0 (illustrative)
Evidence stamps replace prompts as independent cells become legible.
Independent cells: 3 · Coaching cells: 0 (illustrative)
A coaching cell and a bounded supervision outline complete the sequence.
Independent cells: 5 · Coaching cells: 1 (illustrative)
Labour context / Fair incentives
Set the rules before setting the reward.
Pay, hours and incentives need transparent context. These references are not evidence of actual remuneration or facility performance.
XAF 41,875/month in 2023; XAF 43,969/month from 23 February 2024. Statutory minimum, not actual pay.
Nominal comparator only, not actual pay, a like-for-like benchmark or a basis for remuneration.
The same reference states a standard 40-hour week, a 48-hour maximum and overtime at 1.2 times. Labour context, not a site roster or pay calculation.
Programme annex labour-context references, not actual pay, staffing, attendance or factory performance. Cambodia is not a like-for-like wage or living-cost comparison.
Statutory minimum, not actual pay. Move the year control or point at a bar to read it.
Cameroon
Cambodia
Employment · 10 cells = all
About 90% informal
Quality belongs inside capability
Do not let rework disguise the evidence.
A completed operation is only useful evidence when its quality and the assistance behind it remain visible.
Speed is not capability when the same work has to be done twice.
Why rework stays on the record
First-pass yield keeps quality inside assessment. A supervised run captures defects, rework and assistance, not merely completion. Work repaired elsewhere has not demonstrated control of the operation.
Do not punish every defect. Separate a learning gap from a method, material or machine problem, then record the corrective action. Incentives must never reward hidden defects or rework shifted to another shift.
Schematic first-pass yield with rework held in view. Illustrative: not measured data.
01 / 05 · Defect visible
Keep quality inside the assessment
First-pass yield stays in the record. A supervised run captures defects, not merely completion.
02 / 05 · Assistance visible
Record the help behind the result
Work that needed prompts or intervention is supervised work. It cannot be signed off as independent.
03 / 05 · Rework visible
Keep rework with the original cell
Work repaired elsewhere has not demonstrated control of the operation. Rework shifted to another shift stays on the record.
04 / 05 · Cause assigned
Separate the learning gap from the method
Do not punish every defect. Decide whether it is a learning, method, material or machine problem, then record the corrective action.
05 / 05 · Loop closed
Return the cell to the matrix as evidence
Defect, assistance, rework and cause now sit on one record. Only then does the cell go back into the matrix, open until a fresh observation says otherwise.
The supervisor routine
Use the matrix at the start, during and close of work.
Supervisors use the same evidence to allocate work, coach, reconcile exceptions and explain incentives.
Routine 01 · Start
Open the shift with coverage
Review the matrix against planned operations, known absence and supervised work. Never close a gap by assigning unassessed work or making overtime the default capacity source.
ReadsSkill coverageAbsence coverage
Routine 02 · During
Make supervision a floor routine
Short workstation observations connect standard work, defect review and coaching. Record assistance and check first-pass yield, so quality is not traded for a completion count.
ReadsFirst-pass yieldSkill coverage
Routine 03 · Close
Close the shift with exceptions
Review overtime, absence, rework and incomplete assessments. Overtime signals an exception; absence prompts coverage review, never pressure to conceal illness or caring responsibilities. Repeated gaps return to the learning plan.
ReadsOvertime exceptionsAbsence coverageFirst-pass yield
Routine 04 · Standing
Keep incentives fair and inspectable
Reward demonstrated skill, good handovers, team support and reviewed quality. Do not reward hidden defects, skipped breaks or excluding slower learners. Publish the rules and provide a challenge route.
ReadsFirst-pass yieldSkill coverage
Skill coverage · 12 of 30 cells usable (illustrative)First-pass yieldOvertime exceptionsAbsence coverage
Shift clock: six operations by 5 cohorts, coloured by evidence state.
Supervised start01 Capacity gate02 Local ownership03 Ramp feedbackLine ownership
Capacity ramp / Ownership
Ramp capacity without surrendering ownership.
The release decision belongs with the line, supported by evidence that can be challenged.
A capacity ramp follows demonstrated coverage, not a calendar alone. Before releasing harder work, review independent capability on critical operations, supervision’s capacity to absorb variation and first-pass yield. Otherwise hold the ramp, resume supervised practice and remove the method or material obstacle.
Schematic ramp, illustrative: not a plan for a real facility. The dotted return path carries overtime, absence, rework and stalled assessments back to the next release decision.
Capacity gate
Release harder work only when competence coverage, quality and supervisor capacity agree.
Release work when competence coverage, quality and supervisor capacity agree. A blank cell is a constraint, not assumed readiness.
Local ownership
Line leadership owns the matrix, reviews exceptions and explains each decision.
Line leadership owns the matrix, reviews exceptions and explains decisions. External support can test the method without becoming the permanent assessor.
Ramp feedback
Overtime, absence, rework and stalled assessments feed the next release decision.
Overtime, absence, rework and stalled assessments feed the next release decision, keeping the ramp conditional and reversible.
How ownership transfers
Ownership transfers through named routines. Line leadership takes over shift review, assessment scheduling and incentive explanation, while a separate check challenges inconsistent sign-off. The matrix remains a working control, not a training display.
Continue with the matrix
Turn an empty cell into the next decision.
Choose an unresolved cell in the closing matrix, then follow the relevant paper, planner or programme route to test evidence, supervision and release conditions.
Next decision · Paper · Setup
Supervisor readiness not yet observed
The supervisor gap
Examine why supervisor capability needs its own pipeline, evidence and review rather than being an automatic reward for operator experience.
Follow this threadNext decision · Paper · Review
Evidence boundary not yet set
Measure before you model
Set the observation, denominator and evidence boundary before translating workforce activity into a model or capacity assumption.
Follow this threadNext decision · Paper · Quality
Competence not yet usable on the line
Utilisation decides
Test whether available competence can actually be used, rather than treating trained headcount as productive capacity.
Follow this threadNext decision · Tool · Method
Pipeline conditions still open
Supervisor pipeline planner
Explore a conditional supervisor and technician pipeline while keeping preparation, span and release assumptions visible.
Follow this threadNext decision · Tool · Coach
Release conditions still open
Ramp planner
Make the ramp conditional on readiness and inspect the assumptions before releasing more demanding work.
Follow this threadNext decision · Programme · Flow
Planned roles not yet confirmed
Cameroon textile workforce plan
Connect this capability method to the Cameroon textile workforce context without treating planned roles as current staff.
Follow this threadQualityPaper: Utilisation decides
CoachTool: Ramp planner
Six open cells become the six corners of one mark.