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Chapter 14 of 14 · Part IV · Draft web edition

A gated roadmap turns the first line into a learning system

Release the next commitment only when a measured trial shows that good throughput, safe work and controlled flow survive ordinary operating conditions.

Sections
7
Exhibits
5
Minutes
24
Sources
12
EX 67 · P2 Replicate proof: from 2 to 3 (illustrative ordinal stage position, not elapsed time)

The cloth is woven from this chapter's 5 exhibits: each weft is one exhibit's own data, normalised; each warp group is a section. The probe reads the exhibit's own value where it crosses. Procedural visualisation, not a measurement.

The chapter as a draft: 7 sections, 3 exhibit wefts, one shuttle.

Lead exhibit · 67ScheduleillustrativeEvidence gates separate baseline, first line, replication and optimisation
01234P0 Define and measureP1 Stabilise first lineP2 Replicate proofP3 Optimise digitally

Read-outP0 Define and measure: from 0 to 1 (illustrative ordinal stage position, not elapsed time)

Method and source

GFT proposed sequence. Positions 0 to 4 encode order only. Equal widths imply neither equal duration nor a committed schedule. People, safety, quality and power are continuous entry conditions.

Unit: illustrative ordinal stage position, not elapsed time. Status: illustrative. Illustrative figures are teaching examples, not measured factory results.

The chapter's warpBar: share of the reading · square: an exhibit

Section 14.0 · Opening · 1 min · no exhibit of its own · one movement Go to section ↓

Overture · 1 min

GFT recommends building a learning line through evidence gates. Agree the measurement contract, stabilise work at the constraint, control release and changeover, demonstrate the people and power envelope, and then automate decisions that already have owners. Funding should follow an accepted operating result. A promising calculation, an installed device and an attractive dashboard are useful intermediate outputs, but each needs a separate acceptance test before it justifies expansion.

¶ 01

This chapter converts the preceding analysis into a proposed management routine. It does not report a completed GFT factory trial. The sequence, roles and acceptance rules below are recommendations for a sponsor to adapt before commissioning. Illustrative exhibits show how the routine could work; their schedules and quantities are neither commitments nor forecasts. The decision is whether the next step is justified by evidence from the line, including evidence about quality, people, energy and unfinished work.

¶ 02

14.13 min · 8 paragraphs · read with a related exhibit

First, freeze definitions and capture the baseline

The baseline gate should establish whether the factory can reproduce its own account of a shift. This requirement follows a real measurement problem: NIST's monitoring workshop report describes differing OEE definitions and calculations. A sponsor should therefore ask what each measure includes before accepting a comparison between lines or periods.[S03]

GFT recommends a signed measurement dictionary owned jointly by production, quality and industrial engineering. It should identify the line boundary, style, operation bulletin, reporting interval, time exclusions and responsible recorder. Define good output at an explicit acceptance point. Separate first-pass acceptance from eventual acceptance after repair. Define how reworked garments re-enter the record so they cannot earn output twice. Keep rejects, repair activity and goods awaiting judgement visible even when the headline output measure excludes them.

¶ 02

Declare planned production time before the shift starts. Record revisions with a reason and an approver rather than silently changing the denominator after an interruption. Distinguish the event that stopped production from the department expected to resolve it. An outage, a missing component and an equipment breakdown may all stop sewing, but the proposed response and accountable role differ. Maintain an unresolved category when the cause is unknown; a forced explanation makes the loss tree less credible.

¶ 03

Keep earned standard minutes separate from OEE. The Better Work assessment defines garment standard minute value as the sum of the standards for its constituent operations. GFT recommends retaining the approved standard and its version with every style record, then calculating earned minutes from accepted output under that version. A revised standard should start a visible new comparison series or a disclosed restatement, rather than manufacture an apparent gain.[S13]

¶ 04 · 1 source

S13

Start the capture routine with an hourly line sheet and a shift reconciliation. The proposed sheet records accepted output, first-pass failures, repair movements, downtime by cause, constraint output and WIP by position. Record missing intervals explicitly. Calculate completeness from expected records and usable records, while separately tracking unresolved quantities and causes. A completed form with implausible values is not a clean baseline. The line owner should sample the physical quantities and event times against the sheet before approving the shift.

¶ 05

For the proposed baseline gate, define a representative observation window before collecting the trial data. Include the operating conditions the next commitment must withstand, such as ordinary staffing, replenishment and a style transition. Set acceptable completeness, reconciliation error and unresolved-loss limits in advance, using the decision's sensitivity and measurement capability. There is no universal threshold in this chapter. A missing observation that could reverse the release decision is a reason to hold, even if average completeness looks satisfactory.

¶ 06

The acceptance pack should contain the dictionary, raw sheets, corrections, reconciliation and unresolved questions. Production should demonstrate that another authorised reviewer can reconstruct the published result. If that fails, keep the manual routine, correct the definitions and repeat the baseline. Do not fund broader monitoring simply to accelerate an ambiguous calculation. The first learning outcome is a shared account of what happened, with enough provenance to challenge it.

¶ 07

GFT also recommends recording measurement resolution. A stop observed only at a periodic walk should retain its timing uncertainty rather than acquire a precise duration during transcription. Compare the uncertainty with the improvement being claimed. If plausible recording error could explain the apparent gain, improve the observation method or extend the test. This makes the baseline gate a test of decision usefulness as well as administrative completeness.

¶ 08

14.22 min · 8 paragraphs · 1 exhibit

Second, stabilise standard work and the constraint

The next gate should test a feasible operating method at the point limiting good throughput. The Lean Enterprise Institute describes standardised work through takt, work sequence and required in-process inventory, and treats it as a revisable basis for improvement. Its account of constraints also prioritises the limiting link before major expansion. These support a trial sequence, not a guarantee of improvement in a particular garment line.[S26][S30]

GFT recommends that the industrial engineer and supervisor walk the actual material route with operators and quality staff. Compare observed work with the operation bulletin, machine requirements and skill assignments. Locate persistent queues, starvation and blocking, then check whether the suspected constraint limits accepted output at the line boundary. A queue alone is not sufficient for this proposed gate: it may reflect a temporary replenishment surge, inspection hold or unsuitable release rule. Record the competing explanations before choosing an intervention.

¶ 02

The trial instruction should state the change, its mechanism and its limits. A proposed reallocation must preserve operation precedence, machine suitability, safe reach and demonstrated competence. Name who authorises a reassignment and who can stop it. Retain the prior layout and allocation as a recoverable configuration. Where the proposed balance depends on a specialist operator, test whether the result survives normal cover arrangements before using it as the basis for another line.

¶ 03

Choose the comparison method before looking at the outcome. Use matched style and staffing conditions where practical; otherwise disclose the changes in style complexity, attendance, hours, material quality and interruptions. Retain interval results as well as totals, since a strong finish may conceal an unstable start. GFT recommends recording intervention time and supervisory support separately. A pilot sustained by additional troubleshooting effort may still be promising, but that effort belongs in the scale decision and operating cost.

¶ 04

Set the acceptance test around good throughput sustained within agreed quality and safety conditions. Compare first-pass yield, repair workload, WIP, overtime and operator feedback alongside output. Define what deterioration would trigger a hold before the trial begins. A serious safety concern should stop the affected method immediately; it should not wait for the next commercial review. If output rises while downstream inspection accumulates, the trial has not yet demonstrated a system gain.

¶ 05

The proposed action register in Exhibit 66 assigns accountability without inventing an organisation chart. The sponsor would appoint these roles and their deputies before the trial. Its entries are an illustrative governance design, not evidence that GFT has delivered the actions.

Exhibit 66RegisterillustrativeEach workstream needs an owner and a hold condition
Workstream
Measurement
Accountable role
Line owner
Hold when
Shift cannot reconcile

Read-outWorkstream: Measurement. Accountable role: Line owner. Hold when: Shift cannot reconcile

Open the full register (8 rows)
MeasurementLine ownerShift cannot reconcile
BalanceIndustrial engineerGood flow is unstable
Flow and setupProduction managerWIP ages or yield falls
QualityQuality leadAcceptance is unresolved
MaintenanceMaintenance leadLoss closure is unproved
PeopleWorkforce leadSafe cover is absent
PowerUtilities leadRestart is untested
DigitalSystem ownerRecords cannot reconcile
Method and source

GFT proposed governance design. Roles are functions to assign locally, not statements about GFT staffing. Each gate needs a signed test and a documented fallback.

Unit: illustrative responsibility and acceptance register. Status: illustrative. Illustrative figures are teaching examples, not measured factory results.

The register leaves approval with the sponsor and technical acceptance with the relevant leads. An owner should report a failed condition directly, with the evidence needed to repeat the test. Releasing the next commitment should require explicit closure or a narrower scope that genuinely removes the dependency. Reassigning the issue to a different department does not close it.

¶ 01

Before the trial, GFT recommends stating what would disprove the proposed mechanism. If reallocating work is expected to relieve the constraint, the record should show both the changed station condition and the resulting accepted line output. If the station improves while output remains unchanged, investigate the next limiting condition. That finding may justify another bounded trial, but it does not justify recognising the original forecast as an achieved benefit.

¶ 02

14.33 min · 8 paragraphs · read with a related exhibit

Third, reduce batch and changeover losses together

Related · chapter 098 paragraphs step it

Related exhibit 41 · chapter 09FlowillustrativeThe same output rate can carry different residence times
Assume stable flowMean WIP 20 or 10Divide by 5/hourMean time 4 or 2 hours

Read-outAssume stable flow. Starting point. Leads to Mean WIP 20 or 10.

Method and source

Illustrative stable boundary with no scrap, rework or bypass. Assume accepted throughput is 5 garments/hour. Little's Law gives mean time = mean WIP / throughput: 20/5 = 4 hours; 10/5 = 2 hours. Assumed values demonstrate the identity and do not establish feasible inventory limits.

Unit: illustrative garment equivalents and elapsed hours. Status: illustrative. Sources: S22. Illustrative figures are teaching examples, not measured factory results.

Read this exhibit in its chapter ↗
14.3 · Introduction · paragraph 1 of 8

GFT recommends testing material release and setup as a connected intervention. The Lean Enterprise Institute defines pull through downstream authorisation and describes SMED through separating work that requires stopped equipment from preparation that can happen while equipment runs. These mechanisms suggest what to observe. They do not establish an appropriate batch size or a safe setup duration for the proposed line.[S24][S25]

The production planner should begin by mapping the release signal, its permitted quantity and the point where it expires. Make clear who may authorise additional work when a downstream operation stops. Include inspection holds and repair routes in the design. Otherwise a nominal WIP limit can be met merely by moving unfinished work into an uncounted area. GFT recommends a physical route check at shift handover so the recorded boundary remains the boundary used on the floor.

Trial smaller transfer batches with an explicit protection rule for the constraint. Observe how often it waits for usable work, whether handling effort changes, and whether the quality team receives earlier information. Measure WIP age as well as quantity. A smaller queue containing very old material needs investigation even if the total looks improved. Record the time between making a defect and identifying it; this tests whether the proposed flow change actually shortens the quality feedback loop.

For changeovers, define the clock from the last accepted garment of the outgoing style to the first accepted garment of the incoming style under the agreed checking method. Retain the subsequent stabilisation period separately, so a single successful sample does not hide a difficult restart. List preparation tasks, material checks, tooling, instructions and competence checks. Decide which tasks can move outside stopped time without transferring risk to an operator or leaving unrecorded work elsewhere.

Little's Law should be a reconciliation aid after stability has been established. MIT's lean glossary explicitly limits its direct application to long-run averages of stable systems. GFT therefore recommends pairing average WIP, average accepted throughput and average throughput time over the same boundary and compatible period. During ramp-up or deliberate inventory clearance, use direct age and travel observations; do not present a ratio from a changing queue as a validated delivery promise.[S22]

Accept the flow intervention only when the smaller release pattern and the revised setup method work together under the intended mix. If upstream work becomes smoother while the constraint starves, revise the protection rule. If setup improves while repairs grow, reopen quality acceptance. Keep the previous release pattern available during the trial, but record each fallback activation and its cause. An intervention requiring frequent emergency overrides remains conditional even when its average output improves.

Preparation moved outside stopped time should remain in the labour record. GFT recommends showing who performs it, when it occurs and what other work is displaced. A shorter changeover clock can coexist with greater total effort or an unworkable overlap between styles. The release decision should therefore reconcile stopped time, preparation time and staffing coverage, then retain the revised preparation instruction with the approved operating method.

Key figures from chapter 03 · Exhibit 12Key figuressourcedOutages belong in the capacity model
  • -9.0%TFP penalty in outage-exposed firmsAverage revenue-based TFP gap across 84 countries, 2006 to 2019 (S36)
  • 93.3%Cameroon firms experiencing outagesSurveyed Cameroon firms reporting outages in 2024 (S0301)
  • 2.0%Sales lost by affected Cameroon firmsReported sales value lost to outages in Cameroon in 2024 (S0302)

Read-outTFP penalty in outage-exposed firms: -9.0%. Average revenue-based TFP gap across 84 countries, 2006 to 2019 (S36)

Method and source

Sourced from World Bank research and Enterprise Survey indicators: unconditional average revenue-based total factor productivity (TFP) gap for outage-exposed manufacturers across 84 developing countries, 2006 to 2019 (S36); share of surveyed Cameroon firms experiencing electrical outages in 2024 (S0301); and average value lost due to electrical outages as a share of sales for affected Cameroon firms in 2024 (S0302). Cross-country and sector-aggregate figures are context, not a single-factory garment forecast.

Unit: percent. Status: sourced. Sources: S36, S0301, S0302.

Read this exhibit in its chapter ↗

14.43 min · 8 paragraphs · read with a related exhibit

Fourth, build the people and power envelope

Related · chapter 128 paragraphs step it

Related exhibit 56 · chapter 12Before and aftersourcedTurnover can reset capacity during the first year
406080100Six-month horizonTwelve-month horizon

Read-outSix-month horizon: Initial cohort at hire 100, Retained cohort share 66.7. Difference -33.3 (percent of cohort)

Method and source

Sourced from UNU-WIDER panel study of Ethiopian manufacturing workers, mainly in textiles and garments (S39). Almost one-third left before six months (plotted as 33.3% departed vs 66.7% retained from a 100% starting cohort) and half left within one year (50.0% departed). This is empirical sector evidence from Ethiopia, not a Cameroon forecast.

Unit: percent of cohort. Status: sourced. Sources: S39.

Read this exhibit in its chapter ↗
14.4 · Introduction · paragraph 1 of 8

People and power are prerequisites throughout the sequence. This gate consolidates their evidence before replication; it does not postpone safe work or electrical protection until after a productivity trial. Better Work's Ethiopia report records factory-reported improvements in line performance and absenteeism following supervisor training. The scope is a programme report from Ethiopia, not a measured outcome or a transferable effect size for Cameroon.[S40]

GFT recommends treating supervisory capability as a demonstrated operating skill. Ask the supervisor to reconcile a shift, recognise abnormal WIP, obtain quality support and manage a safe restart. Observe the deputy performing the same tasks. Classroom attendance alone should not release scale. Include operator explanations in the acceptance review: the person doing the work should understand the standard, the defect criteria and the route for raising an unsafe or infeasible instruction without losing the issue in the reporting chain.

Create a coverage map for operations whose absence could stop good throughput. Record demonstrated competence, training in progress and unavailable cover separately. Trial ordinary breaks, authorised leave and expected absence patterns through planned cover arrangements. GFT recommends funding cross-training time within the operating plan rather than assuming it occurs between full production assignments. When output depends on intensive coaching, show the coaching requirement and the expected path to independent work instead of counting the current output as settled capacity.

Ergonomic acceptance needs its own evidence. The opened Ethiopian workstation study identifies health risks and assesses discomfort in sewing work; it does not establish that a proposed workstation in Cameroon is safe. GFT recommends a local review of posture, reach, task repetition, handling and recovery, informed by operator feedback and competent assessment. A trial should retain unresolved findings and their corrective owners. A faster cycle should be rejected where it relies on an unacceptable working method.[S38]

Power evidence needs an equally explicit boundary. IFC's Cameroon diagnostic describes limited and unreliable electricity supply. This dated national assessment is a reason to measure the site, not a substitute for a local outage record. GFT recommends logging interruption start, affected operations, supply recovery, safe restart and restored accepted throughput separately. A restored socket voltage and a line producing acceptable garments are distinct events, with potentially different owners and elapsed times.[S35]

Test the response to an interruption through an approved safe procedure. Account for unfinished garments, machine settings, quality checks, data capture and material release during recovery. Utilities and maintenance leads should establish the safe operating conditions; production should demonstrate the restart routine inside those conditions. The trial should never create an unsafe outage merely to complete a checklist. Where a physical test is inappropriate, document the limitation and use a reviewed simulation until an authorised test becomes possible.

The scale gate should combine skill cover, attendance stability, reasonable working arrangements, closed ergonomic findings and measured power recovery. Thresholds belong to the specific operation and must be set before acceptance. If cover remains unavailable, restrict the scope or schedule rather than claim capacity that assumes permanent exceptional effort. If power performance is unresolved, retain a conditional capacity range and fund the measurement needed to narrow it. These recommendations require local safety and labour review where applicable; they are not legal advice.

Assign these supporting actions when the first pilot budget is prepared. The workforce lead should identify paid learning time and accessible reporting routes; the utilities lead should identify the permitted recovery procedure and competent support. Their evidence may mature alongside the production trial, but the sponsor should not release an operating scope whose essential support has neither an owner nor an authorised resource allocation.

14.53 min · 8 paragraphs · read with a related exhibit

Fifth, add digital monitoring where it shortens a decision

Digital support should enter through a named operating decision. The apparel study by Koç and Eryürük reports Company X OEE increasing from 42.91 percent to 52.27 percent with monitoring devices and digital balancing. This is case evidence for investigating the mechanism. It is not a GFT result, an isolated causal estimate for software, or an acceptance target for another factory.[S09]

GFT recommends writing a decision brief before selecting a sensor or platform. Name the event to detect, the current delay, the person who responds and the action available. A useful initial case might be a constraint stop that the supervisor currently discovers too late to recover. The acceptance question is whether earlier information changes the response and improves accepted output within the quality and people limits. A screen that reports the same unresolved event more quickly has not completed that test.

¶ 02

Run manual and digital records in parallel for a bounded qualification window. Use shared definitions and event identifiers. Compare physical counts, stop durations, reason codes and quality dispositions at the same boundary. Distinguish event time, entry time and synchronisation time, especially when devices reconnect after an interruption. Set limits on clock error, duplicate events and unresolved disagreement from the decision's sensitivity. Investigate disagreement rather than automatically declaring the electronic record correct.

¶ 03

Qualification should include continuity. Demonstrate how production records events when connectivity fails, who authorises manual corrections and how the merged history avoids double counting. Retain the original entry and a correction trail. Restrict access to identifiable workforce records to authorised roles and a defined purpose. The proposed system owner should demonstrate recovery from a controlled test condition and explain what remains unavailable during recovery. If local record keeping cannot continue, the system is not ready to become the sole reporting route.

¶ 04

Measure the whole alert cycle: detection, acknowledgement, action and verified restoration. Define when an alert expires, escalates or closes. Acknowledgement should not be treated as repair. GFT recommends reviewing missed events and non-actionable alerts alongside average response time. An alert system that consumes supervisory attention without changing a feasible action should be simplified or withdrawn. Keep the manual fallback in the operating instructions until the sponsor has accepted both the routine operation and the recovery evidence.

¶ 05

The proposed tools should share approved inputs while retaining distinct decisions. Use the OEE and line tool to locate losses, the balancing tool to test feasible assignments, the ramp planner to expose learning and cover assumptions, and the maturity tool to record evidence readiness. This is a recommended integration contract, not a claim that those tools have been commissioned together. Preserve input versions and trial identifiers so the sponsor can trace a suggested action back to the relevant operating record.

¶ 06

Digital spending should therefore pass a separate gate even after a successful manual line trial. The sponsor should see reconciliation, demonstrated response, recovery behaviour, support effort and recurring cost. If those conditions fail, retain the proven manual method while repairing the digital use case. If they pass, extend the qualified decision to a comparable scope and repeat the boundary checks. The learning line earns automation by showing which information changes its next action.

¶ 07

Keep automated recommendations advisory until the receiving role has qualified the proposed action. GFT recommends requiring explicit approval for a changed release limit, task allocation or production standard during qualification. Record rejected suggestions and the reason for rejection. This gives the system owner useful evidence about missing constraints, while keeping accountability with the operating role that understands the physical consequences of the change.

¶ 08

14.62 min · 8 paragraphs · 2 exhibits

The roadmap releases spending against evidence

Step 1 of 4Review evidence

Exhibit 68 · illustrativeA failed gate returns to correction before expansion

Review evidenceHold scopeCorrect methodRepeat trial
Review evidenceHold scopeCorrect methodRepeat trial

Review evidence

Review evidence. Starting point. Leads to Hold scope (Incomplete). · illustrative

GFT proposes an illustrative roadmap with Phase 0 for definitions and baseline, Phase 1 for a stable first line, Phase 2 for proven replication, and Phase 3 for mature digital optimisation.

Hold scope

Hold scope. From Review evidence (Incomplete). Leads to Correct method. · illustrative

Correct method

Correct method. From Hold scope. Leads to Repeat trial. · illustrative

Repeat trial

Repeat trial. From Correct method. End point. · illustrative

The method behind it: GFT note.

Method and source · Exhibit 68

Illustrative hold route only. Release and stop are separate decisions described in the chapter. A hold requires correction and a fresh test; unsafe methods stop immediately.

Unit: illustrative decision sequence. Status: illustrative. Illustrative figures are teaching examples, not measured factory results.

14.6 · the bodyExhibit 68 above; its figures are illustrative where marked.

GFT proposes an illustrative roadmap with Phase 0 for definitions and baseline, Phase 1 for a stable first line, Phase 2 for proven replication, and Phase 3 for mature digital optimisation. The labels indicate order, not elapsed time. Manual trial monitoring belongs in the earlier phases; broader digital optimisation follows qualification. People, safety, quality and power conditions apply across the entire sequence rather than sitting in a late work package.

¶ 01

GFT proposes an illustrative roadmap with Phase 0 for definitions and baselineillustrative

Related · Exhibit 40 · chapter 09

The roadmap in Exhibit 67 uses an illustrative ordinal planning axis. Equal graphic widths do not mean equal durations. The sponsor would set dates only after reviewing the remaining dependencies, authorised resources and representative trial window. Gate evidence determines progression even where preparatory work can safely overlap.

Before committing funds, the sponsor should approve a gate card describing the next scope, accountable line owner, technical acceptance leads, test conditions, release criteria and fallback. Separate expenditure already incurred from expenditure awaiting release. A supplier installation milestone may justify a contractual payment under an agreed contract, but it does not by itself establish an operating benefit. Keep contractual obligations and operational acceptance visible as distinct decisions so neither is represented as evidence of the other.

¶ 03

Use a proposed decision rule of release, hold or stop. Release requires sufficient evidence for the defined next scope and closure of the relevant entry conditions. Hold applies when evidence is incomplete, contradictory or unrepresentative and a bounded repeat can resolve it. Stop applies where the method is unsafe, the mechanism is disproved or the required conditions cannot be achieved within the authorised scope. Preserve the reason and the data behind each decision. A hold should not quietly become approval through inactivity.

¶ 04

The decision flow in Exhibit 68 makes the hold and repeat route explicit. Release and stop remain separate decisions as described above. It is an illustrative control design rather than an automated approval system. Technical reviewers should retain their ability to reject an inference even when the submitted fields are complete.

Replication should preserve the tested mechanism while reopening local assumptions. Reuse the dictionary, trial instruction and acceptance template, then verify the receiving line's machine mix, skill cover, product requirements and utilities. Do not transfer the pilot's output target without this review. The receiving line owner should accept responsibility for the evidence rather than inherit the pilot team's sign-off. Expansion becomes a series of inspectable decisions, with a clear limit on what each accepted trial actually establishes.

¶ 06

Retain the evidence bundle after release. GFT recommends preserving the approved input versions, raw observations, exclusions, calculations, reviewer comments and decision record together. Record any unresolved condition with its expiry and the event that would reopen acceptance. A new style, changed staffing pattern or different power arrangement may require a fresh check. The previous approval remains evidence for its original scope, rather than becoming indefinite authority for materially different conditions.

¶ 07

14.72 min · 7 paragraphs · 2 exhibits

The scorecard must prove system value and decent work

The proposed scorecard should reconcile system outcomes with their drivers. Good output and constraint throughput show whether the line delivers. OEE components and earned standard minutes explain different aspects of conversion. WIP, age and throughput time reveal whether unfinished work is accumulating. GFT recommends keeping these measures connected in the review, while preserving their separate units and denominators. No single composite score should authorise expansion when an important underlying condition has failed.

The scorecard in Exhibit 69 is an illustrative cadence proposal. Its daily review supports corrective action, its weekly review tests the operating method, and its monthly review tests persistence and the next commitment. The sponsor should adapt the cadence to the actual decision delay and reporting burden, without losing the raw evidence needed to investigate an adverse result.

Exhibit 69RegisterillustrativeThe review joins output, flow, resource use and working conditions
Cadence
Daily
Evidence
Good units; earned minutes
Decision
Correct delivery loss

Read-outCadence: Daily. Evidence: Good units; earned minutes. Decision: Correct delivery loss

Open the full register (9 rows)
DailyGood units; earned minutesCorrect delivery loss
DailyConstraint output; WIP ageAdjust release and cover
DailyFirst-pass yield; repairContain quality loss
DailyDowntime causes; restartAssign recovery action
WeeklyOEE factors; time baseTest loss closure
WeeklyFlow time; changeoverRevise standard method
WeeklyAttendance; skill; overtimeTest attainable cover
MonthlyCost; energy per good unitReconcile benefit
MonthlyErgonomics; worker feedbackAccept or hold scale
Method and source

Proposed management routine, not observed factory practice. Thresholds must be agreed locally. Keep consistent boundaries and preserve style and standard versions.

Unit: illustrative review cadence and evidence contract. Status: illustrative. Illustrative figures are teaching examples, not measured factory results.

Keep resource claims separate from denominator effects. UNIDO explains that greater production can reduce energy per unit under a substantial base load without an underlying efficiency improvement. GFT recommends reviewing total energy, production conditions and good output together, then attributing any normalised saving to a disclosed baseline method. A falling ratio alone should not certify either technical energy savings or reduced environmental impact.[S44]

¶ 01 · 1 source

S44

The benefit bridge in Exhibit 70 demonstrates the same discipline for production. Its illustrative inputs assume a fixed planned-time ideal capacity of 1,000 garments, initial availability of 0.80, performance of 0.90 and quality of 35/36. Initial good output is 1,000 x 0.80 x 0.90 x (35/36) = 700 garments. These assumptions demonstrate the component structure discussed by NIST, with no observed factory result implied.[S03]

¶ 02 · 1 source

Its illustrative inputs assume a fixed planned-time ideal capacity of 1,000 garmentsillustrative

Exhibit 70

S03

In the illustrative trial, availability rises to 156/175, performance to 246/260, and quality falls to 350/369. Hold the original performance and quality constant while changing availability: output becomes 780 garments, an increment of 80. Change performance next while keeping original quality: output becomes 820, an increment of 40. Apply final quality: output becomes 800, a loss of 20. Thus 700 + 80 + 40 - 20 = 800, and the full product is also 1,000 x (156/175) x (246/260) x (350/369) = 800. The attribution order is a declared arithmetic convention, not causal proof.[S03]

¶ 03 · 1 source

availability rises to 156/175illustrative

S03

Exhibit 70ReconciliationillustrativeA reconciled output gain can still conceal a quality failure
02505007501,000700Baseline+80Availability+40Performance-20Quality loss800Trial

Read-outBaseline: total 700. Running total 700 illustrative good garments per equal planned-time window

Method and source

All inputs are assumed. Ideal capacity 1000; baseline A=0.80, P=0.90, Q=35/36 gives 700. Trial A=156/175, P=246/260, Q=350/369 gives 800. Sequential substitution A then P then Q produces levels 700, 780, 820, 800. Order changes attribution, not closing output. No measured benefit or investment forecast.

Unit: illustrative good garments per equal planned-time window. Status: illustrative. Sources: S03. Illustrative figures are teaching examples, not measured factory results.

The illustrative bridge passes arithmetic reconciliation but would fail a pre-agreed condition prohibiting quality deterioration. The sponsor should hold scale and investigate the loss despite higher good output. In an actual trial, the finance reviewer would also check saleability, repair effort, labour time, maintenance, energy and inventory movements before recognising a commercial benefit. Production arithmetic does not establish cash generation. This chapter provides operating analysis, not investment, legal or tax advice.

¶ 01

The monthly review should finish with a decision record, not just a scorecard. State which gains persisted, which conditions changed, who bore additional work and which question remains unanswered. Include buyer acceptance, worker feedback and utilities evidence where they could alter the conclusion. Retain adverse observations alongside successful intervals. The first line becomes a learning system when the next standard, allocation and commitment can be traced to that record, and when an inconvenient result is allowed to change the plan.

¶ 02

Check the record

The chapter keeps its sources within reach.

Every knot is a source this chapter cites; select one to read its record, or filter the register by grade. Publication dates and inherited-source limits stay explicit. Read the paper's full evidence summary.

12 sources · 27 citation marks on this pageMost cited: S03, 4 times

Grade AGrade BGrade CKnot size: citations on this page

All 12 records shown

c14-S03 · Grade A

National Institute of Standards and Technology

Summary Report: Meeting of the ASME Standards Subcommittee on Advanced Monitoring, Diagnostics, and Prognostics for Manufacturing Operations Hosted at NIST

Process and equipment effectiveness and product quality are related.

2020-03. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.

Open the recorded source ↗
Chapter source notes

S03 National Institute of Standards and Technology. 2020-03.

S13 International Finance Corporation and International Labour Organization, Better Work. 2025.

S26 Lean Enterprise Institute. 2020-07-02.

S30 Lean Enterprise Institute. 2006-09-08.

S24 Lean Enterprise Institute. 2020-07-02.

S25 Lean Enterprise Institute. 2020-07-02.

S22 Massachusetts Institute of Technology, MIT OpenCourseWare. 2012.

S40 Better Work, International Labour Organization and International Finance Corporation. 2023.

S38 Inderscience, International Journal of Human Factors and Ergonomics. 2025-08-07.

S35 International Finance Corporation, World Bank Group. 2022.

S09 Wiley, Engineering Reports. 2025-07-26.

S44 United Nations Industrial Development Organization. 2015.

Keep the thread · chapter 14 of 14

The argument closes on this chapter.

Move the shuttle along the rack to preview any chapter: its sections, exhibits and reading time. Draft web edition. This research is not investment, legal or tax advice; illustrative models are not measured factory results.

The paper's rack · 14 boltsBolt length: reading time

14Part IV: Turn measurement into sustained performance

A gated roadmap turns the first line into a learning system

Release the next commitment only when a measured trial shows that good throughput, safe work and controlled flow survive ordinary operating conditions.

  • 14.1First, freeze definitions and capture the baseline
  • 14.2Second, stabilise standard work and the constraint
  • 14.3Third, reduce batch and changeover losses together
  • 14.4Fourth, build the people and power envelope
Reading time
24 min
Exhibits
5
Sections
7
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