Course contents
Foundation · Course 1: Data Ownership and Data Quality · Lesson 4 of 5

Checking data at each hand-off before an error reaches the next department

Level: FoundationTime: 45 minutesOrder used: A (the T-shirt)Tool: Data ownership worksheet
For merchandisers, planners, mill teams and factory teams who pass order information from one department or company to another and must decide whether it is safe to act on it. The case uses Order A and only approved master figures.
BuyerNorthline Apparel
FactoryDelta Garments
MillRowad Knits
OrderA — 15,000 T-shirts
FabricSingle jersey, 180 GSM, Ne 30/1
Approved consumption0.205 kg per piece including 7% marker waste
Derived fabric requirement3,075 kg
Agreed FOBUSD 3.20 per piece
02Opening

Every hand-off is a control point, not just a message

Order A is confirmed between Northline Apparel and Delta Garments: 15,000 T-shirts in single jersey, 180 GSM, Ne 30/1. Delta Garments buys the greige fabric from Rowad Knits, the knitting mill, which then hands the fabric-ready information to Delta's planning team before dyeing and cutting begin. When one department or company sends information to another, the receiver normally does something with it: planning reserves capacity, sourcing buys materials, production schedules work, quality prepares inspection. If the incoming information is wrong, the next team can do the wrong job correctly.

That is why the hand-off itself must be treated as a control point, not simply a delivery of a message. The receiver's task is not only to confirm that something arrived. The stronger habit is to confirm that the right information arrived, from the right source, in a usable form, early enough to act on safely.

The practical rule in this lesson is simple: before accepting a hand-off, check completeness, validity, consistency and timing. If one critical field fails, stop, return or escalate the hand-off before downstream work begins.

03Before you start

You need the first three lessons from this course

Before this lesson, you should understand three ideas:

  • every important data item needs a clear owner;
  • the team should keep one approved current version;
  • reusable master data is different from order-specific transaction data.

By the end of this lesson you can:

  • identify a hand-off between two roles, departments or companies;
  • decide which fields are critical before the receiver acts;
  • check whether each field is complete, valid, consistent and timely;
  • distinguish a missing field from a conflicting field;
  • accept, reject or escalate a hand-off with a clear reason;
  • record the result in the course worksheet.

Not covered here: a specific software system. The same control works in email, spreadsheets, shared drives, workflow tools, ERP, PLM or a paper-based operation.

04Key terms

Use these terms when you review a hand-off

TermMeaning
Data hand-offThe point where information passes from one person, department or company to another that needs it to continue work.
CompletenessAll required fields and supporting approvals are present.
ValidityA value follows the allowed rule, format or range.
ConsistencyA value agrees with the approved source and with related fields.
TimelinessThe information arrives early enough for the receiver to act without avoidable delay or rework.
ExceptionA missing, invalid, conflicting or late item that needs correction or a decision.
EscalationPassing an unresolved exception to the person with authority to decide or approve the next action.

A field can pass one test and fail another. For example, a quantity may be present, so it is complete, but it can still conflict with the approved buyer purchase order, so it is inconsistent.

05Teaching
The rule

Accept a hand-off only when the receiver can safely act on the critical information

A good hand-off has three parts: a sender who knows what is being sent, a receiver who knows what must be checked, and an approved source that proves the critical values. The receiver does not need to re-audit the whole business. The receiver needs to verify the fields that matter before the next action begins.

The check should happen at the boundary between activities. Mill to factory is one boundary. Merchandising to sourcing is another. Planning to production is another. Quality to shipping is another. Rowad Knits may hand fabric-ready confirmation to Delta Garments' planning team, planning may hand a cutting instruction to production, and quality may hand release information to dispatch.

If the receiver notices a conflict after work has already started, the cost of correction is usually higher because more people, materials or time are already involved.

Senderprepares approved dataHAND-OFF CHECKcomplete • validconsistent • timelyReceiveracts only if safe
The hand-off check sits between sending information and acting on it. Every important boundary in the chain — mill to factory, planning to production, quality to dispatch — needs the same four checks.
What you meet in real life

The same four checks work across different business situations

SituationWhat the receiver checksWhat can go wrong
Export factory orderBuyer PO quantity, approved specification, required date and commercial instructions before planning or sourcing acts.An old revision or old quantity is copied forward.
Mill-to-factory fabric hand-offFabric quantity, construction, GSM and dye-lot information before cutting is scheduled.The fabric-ready note is complete but built from an earlier, unapproved quantity.
Textile mill orderProduct construction, colour/finish requirement, quantity basis and approved route before planning and production.One requirement conflicts with the current approved source.
Hybrid workflow using spreadsheets and systemsThe receiver checks the approved source, not only the latest message or local file.Several versions exist and the newest-looking file is not the approved one.
Quality-to-dispatch releaseRelease status and any required approval before goods move.Dispatch acts on a message before the formal release is complete.

The control is not tied to a particular company size or software. It depends on the decision that the receiver is about to make.

The case we follow

Rowad Knits hands off Order A fabric data, and Delta Garments stops one conflicting field before cutting

Rowad Knits, the knitting mill, is producing the greige fabric for Order A: 15,000 T-shirts in single jersey, 180 GSM, Ne 30/1, for the export order confirmed with Northline Apparel. Rowad Knits' planning team sends a fabric-ready hand-off to Delta Garments' planning team ahead of cutting. Commercial and technical information arrives through a mix of controlled records, spreadsheets and messages.

The hand-off contains the fabric quantity, construction, GSM and timing. Most fields are present. One field, however, does not match the current approved specification: the GSM figure quoted does not match the controlled tech pack. The planner at Delta Garments could continue and tell production that the field will be confirmed later. That would keep the schedule moving, but it would also allow a known conflict to enter the next department.

The correct action is to stop the hand-off on that critical field, identify the approved source, and return or escalate the exception. Planning should not create a downstream cutting instruction from information it already knows is inconsistent.

This does not mean every small typo stops the business. The team should define which fields are critical to the next action. A harmless note-format issue may be corrected locally. A field that changes material, quantity, construction, colour, finish, timing, price, compliance or shipment instruction needs controlled correction.

The worked number

Correct arithmetic cannot rescue a wrong input

Use Order A as the approved calculation example. Order A contains 15,000 T-shirts. The approved fabric consumption is 0.205 kg per piece including 7% marker wastage.

15,000 × 0.205 kg = 3,075 kg

The multiplication is straightforward. Imagine instead that the quantity handed to Rowad Knits' fabric-planning team came from an old, unapproved source. The team could calculate perfectly and still plan the wrong fabric quantity because the input itself was wrong.

That is the key lesson: data quality comes before calculation quality. The receiver should confirm the critical input against its approved source before using it in a downstream calculation.

The same principle applies to commercial values. Order A uses USD 3.20 per piece, so the approved example is:

15,000 × USD 3.20 = USD 48,000

Again, a correct formula produces a wrong business answer if either quantity or unit price came from the wrong version.

GOOD: hand-off checkedFabric quantity checked against approved POGSM checked against controlled tech packConflict stopped before cuttingBAD: hand-off waved throughGSM mismatch noted but ignored"Production can fix it later"Conflict reaches cutting and dyeing
A hand-off check either stops a known conflict early or lets it travel downstream. The second path is always more expensive to correct.
The method

Use six steps at every important hand-off

  1. Name the sender and receiver. Write who is giving the information and who will act on it. A vague hand-off with no clear receiver is difficult to control.
  2. Identify the critical fields and their approved sources. Do not try to check everything equally. Focus first on the fields that can change the receiver's decision or work.
  3. Check completeness. Confirm that required values, documents and approvals are present. A blank critical field means the hand-off is not ready.
  4. Check validity. Confirm that the value is allowed and usable. Dates, units, codes, status values and formats should follow the agreed rule.
  5. Check consistency. Compare the value with the approved source and with related fields. A field can be present and valid-looking but still conflict with the approved specification, PO or current revision.
  6. Check timing, then decide. If the information is too late for safe action, record the exception. Accept the hand-off only when the receiver can proceed safely; otherwise reject, return or escalate it.

Record the outcome in the data-quality worksheet. The purpose is traceability: what failed, who owns the correction, and what action was taken.

The trap

A common mistake is treating "filled in" as "correct"

Teams often perform a visual completeness check: every cell contains something, so the hand-off is accepted. This is weak control. A complete-looking row can contain an old date, an invalid code, a conflicting specification or a late approval.

Another trap is accepting a known conflict because "production can fix it later." That moves the problem to a more expensive stage. Once material is ordered, capacity is reserved, a machine is set or documents are prepared, correction becomes harder.

The hand-off check should therefore happen before the receiver commits resources or sends the information further downstream.

06In plain words

Before passing work to the next department, confirm four things: everything needed is present, each value is allowed, it agrees with the approved source, and it arrived in time.

When a critical answer fails, do not hide the problem inside the next step. Return it, correct it or escalate it. The earlier the team stops bad information, the smaller the correction usually is.

A hand-off is successful only when the receiver can act safely, not merely when the sender has sent the message.

07Quick check
  • A hand-off is a control point between sender and receiver.
  • Complete means all required information is present.
  • Valid means the value follows the allowed rule or format.
  • Consistent means it agrees with the approved source and related fields.
  • Timely means it arrives early enough for the receiver to act safely.
  • A filled field can still be wrong.
  • Correct arithmetic can still produce the wrong business answer if the input is wrong.
  • Critical conflicts should be stopped before downstream work begins.
  • Accept, reject, return or escalate with a clear reason.
08Workplace scenario

Planning receives a complete-looking hand-off with one conflicting fabric field

Delta Garments' planning team receives the fabric-ready hand-off for Order A from Rowad Knits through the normal hybrid workflow. The mill has sent the fabric quantity, construction, GSM and timing. Nothing is blank. The planner compares the GSM field with the currently approved tech pack and finds that it does not match.

The cutting schedule is tight. Someone suggests that planning should continue, release the cutting instruction and confirm the GSM figure later so no time is lost. Everyone in the room agrees the mismatch is probably a typing error, but nobody has actually called Rowad Knits to check.

Decide what the planner should do before opening the answer.

Show decision

Stop the hand-off on the conflicting critical field and return or escalate it before releasing the cutting instruction.

Reason: 1. The field is complete but inconsistent with the approved tech pack. 2. Planning already knows there is a conflict, so continuing would deliberately pass uncertain information downstream. 3. The correct source and owner must resolve the field before production depends on it. 4. Once corrected, planning can accept the hand-off and continue with a traceable approved value.

The correct decision protects speed rather than slowing it. It prevents the schedule from being built on information that may later force rework.

09What it costs

A bad hand-off multiplies work because every downstream team trusts the previous step

The direct cost may be fabric re-planning, schedule changes, document correction or repeated approvals. The larger cost is coordination time: people stop their work, compare files, search messages, ask who changed the value and rebuild confidence in the data.

The Order A example shows why the input matters. A downstream team may calculate 3,075 kg correctly from the approved 15,000 pieces × 0.205 kg, but the answer is useful only if both inputs are the approved current values. Data control protects the value of every later calculation, from the mill's fabric plan to the factory's costing and the buyer's total FOB value of USD 48,000.

10Working template

Add one hand-off row to the T17-C01 worksheet

Use the course workbook and record:

FieldWhat to enter
SenderRole, department or company providing the information
ReceiverRole, department or company that will act next
Critical fieldThe data item that must be checked
Approved sourceThe document or controlled record that proves the value
Complete?Yes / No
Valid?Yes / No
Consistent?Yes / No
Timely?Yes / No
ActionAccept / Return / Escalate
Owner of correctionPerson or role responsible for resolving the exception

Do this for one real or practice hand-off, starting with the Rowad Knits to Delta Garments fabric example. The worksheet should make the decision visible, not create extra narrative.

[Download the Data ownership and data quality workbook](../../templates/T17-C01-data-ownership-data-quality.xlsx)

Download the Data ownership worksheet (Excel)

11Check yourself

1. The GSM field in the Rowad Knits hand-off is present but does not match the approved tech pack. Which check has failed?

2. A specification is correct, but the formal approval arrives only after the receiver has already released production. Which check failed?

3. For Order A, planning calculates 15,000 × 0.205 kg = 3,075 kg correctly. Why can this still be the wrong number for the factory to use?

12Glossary
ENARFRTRMeaning
Data hand-offتسليم البياناتTransmission de donnéesVeri devriThe point where information passes from one person, department or company to another that needs it.
CompletenessالاكتمالExhaustivitéEksiksizlikAll required fields and supporting approvals are present.
ValidityالصلاحيةValiditéGeçerlilikA value follows the allowed rule, format or range.
ConsistencyالاتساقCohérenceTutarlılıkA value agrees with the approved source and related fields.
Timelinessالتوقيت المناسبPonctualitéZamanlılıkThe information arrives early enough for the receiver to act without avoidable delay.
ExceptionاستثناءExceptionİstisnaA missing, invalid, conflicting or late item that needs correction or a decision.
EscalationتصعيدEscaladeYükseltme (eskalasyon)Passing an unresolved exception to the person with authority to decide.
13Next

Lesson 1.5: Building a data ownership and data-quality worksheet for a live order

Next you will combine ownership, approved versions, master and transaction data, and hand-off checks in one working worksheet. Back to the course map

14Ladder

RecognizeTell a checked hand-off from one that was only glanced at.
ConnectSee how one unchecked field can travel from mill to factory to production.
CompareSeparate "filled in" from "complete, valid, consistent and timely."
DecideAccept, return or escalate a hand-off with a clear, traceable reason.