Cleaning Roster Datafor Union Campaign Success
Module 4 · Placeholders, Junk, and Standardization 4.1 Placeholders are not data
Subsection 4.1

Placeholders are not data

~4 min

Reading

A placeholder is a value that looks like data but is not. (000) - is the most common. N/A is the second most common. TBD, unknown, none, and ? round out the list.

Placeholders are dangerous because they pass every basic validity check. LEN("(000) -") returns 8. ISBLANK returns FALSE. The cell looks filled. But the data inside is meaningless.

The eight most common placeholder values in union rosters

PlaceholderWhere it comes fromWhat it lies about
(000) -A form’s default phone mask the worker never edited.That you have a phone number.
N/AA field rep marking “not applicable.”That you have a value at all.
TBDStaff marking “to be determined.”That the value is known.
unknownAuto-import default.That the worker has been contacted.
noneWorker said “no email.”That the email is missing for a system reason.
?Field rep was unsure.That the cell is filled.
testForm testing leaked into production.That the row is real.
Empty string ""Form submitted with the field skipped.Looks blank but is not ISBLANK.

The cost of leaving placeholders in your denominator

If 12 of your 142 phone numbers are (000) - and you calculate card-support % using the full 142, you are reporting a number that is 13 percentage points lower than the truth. That number gets used to decide whether to file the petition. Always clean the denominator.

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