Vocabulary · Free lesson

Missing is not zero: describe a data-quality issue

In this fictional feed, 0 means a confirmed count of no orders. A blank count means the number is unknown. Tuesday has 0; Wednesday has a blank count.

Professor Scott Mendoza
Learn one thing. Put it into practice.See examplesTry 3 questions Common questions

The short answer

A missing value gives no recorded amount. A zero value records the number 0. Do not say “no orders” when the order count is unknown. Check how the source defines missing information.

Report the missing information without replacing it with a result.

Say “Tuesday’s order count is zero” and “Wednesday’s order count is missing.” Both rows exist; one value is absent. “Wednesday’s row is missing” would mean the entire record is absent, which is a different problem.

Two different states

Recorded zero

Tuesday’s order count is zero.

Unknown count

Wednesday’s order-count value is missing; the count is unknown.

Notice the difference

A missing value, a blank display and a database NULL are not interchangeable in every system. Use the source’s definition.

Write a useful issue report

01

Locate the field

The order-count field for Wednesday is blank.

02

Explain the meaning

In this feed, blank means unknown, not zero.

Try it now

Describe the field accurately

3 questions

Question 1 of 3

Definition: blank means unknown. Wednesday’s order count is blank. Which sentence fits?
Read all answers and explanations
  1. Definition: blank means unknown. Wednesday’s order count is blank. Which sentence fits?

    Wednesday’s order count is missing.

    The amount is unknown. Neither zero nor ten is supported.

  2. Definition: 0 means a confirmed count of none. Tuesday’s value is 0. Which report is accurate?

    Tuesday’s recorded order count is zero.

    A recorded zero is a value. It is not missing under the definition given.

  3. Wednesday’s row exists, but its order-count field is blank. Which sentence preserves that distinction?

    The row is present, but the order-count value is missing.

    The row and the value are different levels. The problem is one missing field value.

Put it into practice

Repair a misleading data note

Friday’s row exists. Its delivery-count field is blank, and the feed defines blank as unknown. Choose a faithful note.

Original draft

There were no deliveries on Friday because Friday’s row is missing.

Which edit meets the goal?
See a model answer

Friday’s row is present, but the delivery-count value is missing. The number of deliveries is unknown.

Other wording works if it keeps the source definition and does not invent a count.

A little more clarity

Common questions

A few useful details before you move on.

Does every blank mean unknown?

No. It could mean not applicable, unavailable, an empty string or something else in that source. Check the data definition and state what is missing precisely.

For example

What does a blank value mean in this feed?

How do I distinguish a missing row from a missing value?

A missing row means the record is absent; a missing value means a specific field in a record has no usable value under that source’s definition. Name the record or field so the team knows what to check.

Take it into your day

Unknown is information about your knowledge; zero is a number.

Data Engineers — Career Simulation · Professor Scott Mendoza

English for Careers · Coming Soon

Discuss data quality in practical workplace English.

English for Data Engineers: Career Simulation is coming soon, with planned practice around data pipelines, quality checks and team handoffs.

Get launch updatesData Engineers · Career Simulation
English Grammar and English Speaking — English Master Course by Professor Scott Mendoza

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Build clearer sentences for work.

The available English Grammar and English Speaking Master Course develops sentence-building, vocabulary and business-communication foundations. It is a broader English course, not this specialist career simulation.

Explore the course English Master Course: English Grammar and English Speaking
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