A business needs some information again and again. The same approved product description, supplier identity, customer identity or size range may support many orders. Other information exists only because one order, receipt, inspection, shipment or invoice happened. Mixing those two kinds of information creates avoidable mistakes.
In this lesson, master data means stable reference information that is maintained once and reused across many transactions. Transaction data means information created by one specific business event. “Stable” does not mean “never changes.” It means the value should change only through controlled maintenance, not because someone copied a different value from an old order. The practical goal is simple: reuse what should be reusable, and create a fresh, traceable record for what belongs to each new transaction.
You need: the ideas from lessons 1.1 and 1.2: every important field needs an accountable owner and approved source, and the team should keep one approved current version.
By the end of this lesson you can:
Not covered here: database design, software configuration, technical data models or a specific ERP or PLM product. The lesson stays vendor-neutral and focuses on working rules.
| Term | Meaning |
|---|---|
| Data owner | The role accountable for confirming that a specific business data item is current and correct. |
| Approved source | The document, approval or controlled record that proves the value currently in force. |
| Source of truth | The agreed authoritative current record used for a data item. |
| Derived data | A value calculated from other approved inputs. |
| Data hand-off | The point where information passes to another person or department that needs it. |
| Downstream user | A person or team that depends on an earlier data item to do its own work correctly. |
These terms still apply whether the field is reusable reference information or a one-event transaction record.
If a product has an approved identity and construction, people should not type a new version of that identity into every order from memory. If a supplier has an approved legal name and payment setup, every buyer should not maintain a personal spelling of it. Reusable information needs an accountable owner and controlled source.
A transaction is different. Its quantity, required date, ordered colour mix, receipt, inspection result, shipment milestone and invoice belong to that specific event. They may copy approved reference fields into the transaction for context, but the transaction must retain its own history. When reference information changes later, old transactions should not silently rewrite themselves.
| What can differ | Typical treatment | Why it matters |
|---|---|---|
| Product identity and approved specification | Maintain the current approved style identity, construction, size range and standard material description as reusable reference information. | Many orders can use the same product definition without retyping it. |
| Customer and supplier identity | Maintain approved legal name, address, contact roles and agreed setup in one controlled record. | Small spelling or setup differences should not create accidental duplicate parties. |
| Order commitment | Record quantity, required date, ordered colours/sizes and order-specific commercial terms on that order. | The next order may legitimately be different. |
| Execution event | Record receipt, production update, inspection result, shipment event or invoice when it happens. | These facts belong to a time and event and need their own history. |
| Make to Stock replenishment | Reuse the product and location references, but create a new replenishment, stock movement or sale as a separate transaction. | A standing forecast does not turn every replenishment into the same event. |
Cedar & Co. is a domestic Make to Stock business with 12 shops. Its team plans from a standing forecast. Omar does not want each shop or buyer to rebuild a product description every time stock is replenished. The approved style identity, size range and current specification are reusable reference information. They need one controlled owner and source.
But a replenishment is not reusable reference data. Each replenishment has its own quantity, requested timing and status. A stock transfer from one shop to another is another event. A receipt into stock is another event. A sale is another event. Those records may point to the same product, but they must remain separate transactions so Cedar & Co. can tell what actually happened, where and when.
The same principle works in a factory, buying office, textile mill or retailer. Keep the identity of the thing controlled; keep the history of each event separate.
The worked numberUse two fixed academy transactions as a comparison, not as Cedar & Co. orders. Order A contains 15,000 T-shirts at USD 3.20 per piece. Order B jeans contains 3,000 jeans at USD 9.80 per piece.
Both transactions are valid, yet their quantities, unit prices and total values are different. That is exactly why quantity and order value should not be stored as permanent product attributes. A T-shirt style can have a stable identity while one order contains 15,000 pieces and a later order contains another approved quantity. The product record tells you what the item is. The transaction tells you what happened commercially this time.
Then write the answer in the ownership worksheet. Mark reusable fields clearly, identify their owner and source, and mark transaction fields as event-specific. At the hand-off to a new order, verify that only approved reusable values are carried forward and all event-specific values are created or reconfirmed.
The trapReference information can change. A product specification may receive an approved revision. A supplier address may change. A customer setup may be corrected. The control is not that the field is frozen forever; the control is that an accountable owner changes it deliberately and the new version becomes the approved source for future use.
The opposite mistake is more dangerous: copying the previous order and allowing its quantity, date, price or status to become the starting truth for a new one. That saves seconds during entry but can create hours of investigation later. Reuse the approved reference fields. Reconfirm the transaction fields.
Think of reference information as the business's reusable address book and product library. You want one dependable description of a product, customer, supplier or location that people can use again. Think of transaction information as the diary of what actually happened: this order, this receipt, this inspection, this shipment, this invoice.
The library can be updated when an approved change happens. The diary must still show what was true when the event occurred. A new order can point to the same product record, but it needs its own quantity, date and commercial facts. This separation stops an old order from quietly becoming the rule for a new one.
Omar's team at Cedar & Co. needs a new replenishment for an existing style. The current approved product record already contains the style identity and specification. A team member opens the last replenishment row and proposes copying the whole row because it is faster. That row also contains the previous replenishment's quantity, requested date and commercial instructions.
Which information may be carried forward, and which information must be created or reconfirmed before the new replenishment is released? Decide before opening the answer.
Carry forward only current approved reference information. Create or reconfirm every transaction-specific field.
1. Use the approved product identity and current specification from their controlled source, not merely from the old replenishment row. 2. Create or reconfirm the new quantity, requested date, destination and any order-specific commercial instruction. 3. Give the new replenishment its own transaction identity and status history. 4. Keep the previous replenishment unchanged as history; do not overwrite it to make the new one. 5. If any reusable field has changed since the previous replenishment, use the newly approved reference value for the new event while preserving the old event's historical record.
This decision is not about banning copy-and-paste. It is about knowing what is being copied. A controlled template can save time, but transaction fields must never survive into a new event simply because nobody noticed them.
The direct problem may be a wrong quantity, wrong date, wrong destination, duplicate customer or stale product specification. The wider cost is time: people compare rows, trace emails, reverse stock movements, correct documents and explain why reports disagree.
The approved examples show the scale of distinct transactions. Order A is USD 48,000 total FOB, while Order B jeans is USD 29,400. They are separate commercial records, not values to embed permanently in a product record. Keeping the boundary clear is cheaper than repairing a new order built from old transaction facts.
Open the T17-C01 Data ownership and data quality workbook. For each field, write its owner, approved source and whether it is reusable reference information or transaction-specific information. For reusable fields, record how revisions are approved. For transaction fields, record which event creates the value and which downstream users need it.
Before creating a new order or replenishment, review the list. Carry forward only current approved reference fields. Clear or reconfirm every transaction field.
[Download the Data ownership and data quality workbook](../../templates/T17-C01-data-ownership-data-quality.xlsx)
1. Which field is most likely reusable reference information?
2. What should happen when approved reference information changes after an older transaction is complete?
3. Why is copying the previous order row risky?
| EN | AR | FR | TR | Meaning |
|---|---|---|---|---|
| Data owner | مسؤول البيانات | Responsable de la donnée | Veri sorumlusu | The role accountable for confirming that a specific business data item is current and correct. |
| Approved source | المصدر المعتمد | Source approuvée | Onaylı kaynak | The document, approval or controlled record that proves the value currently in force. |
| Source of truth | المرجع المعتمد | Source de référence | Ana referans | The agreed authoritative current record used for a data item. |
| Derived data | بيانات مشتقة | Donnée dérivée | Türetilmiş veri | A value calculated from other approved inputs. |
| Data hand-off | تسليم البيانات | Transmission de données | Veri devri | The point where information passes to another person or department that needs it. |
| Downstream user | مستخدم لاحق للبيانات | Utilisateur en aval | Sonraki kullanıcı | A person or team that depends on an earlier data item to do its own work correctly. |
Next you will learn how to check completeness, validity, consistency and timing before information is handed to another department. Back to the course map