Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
invalid data
Grammar usage guide and real-world examplesUSAGE SUMMARY
"invalid data" is correct and usable in written English.
You can use it when referring to information that is not accurate or has been incorrectly entered or reported. For example, "We received several reports of invalid data on the customer's order form."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
missing data
incorrect information
erroneous data
faulty data
inaccurate data
unreliable data
wrong information
inappropriate data
incorrect input
false input
incorrect material
inappropriate input
incorrect submission
inaccurate information
invalid input
valuable data
improper input
inadequate input
incorrect data
incorrect entry
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
60 human-written examples
Invalid data is +/- HUGE_VAL or NAN.
Academia
Invalid data is not used in setting the range.
Academia
Invalid data were caused primarily by equipment failures, transect execution errors, or poor plume transport conditions.
Science
The NRS is vulnerable to masquerading and content poisoning attacks through invalid data registration.
The information now contaminated by this invalid data state is in some cases unrecoverable.
Science
The computerized "switches" that relay information along the Internet can't cope with a flood of invalid data coming from a great many different electronic addresses at once.
News & Media
But both Rita and Matthias made it clear that conservation had to come before customer satisfaction, and refused to risk us collecting invalid data.
News & Media
All records are fully quality-controlled as described in section 'Technical Validation', invalid data have been removed and all missing data are flagged.
Science & Research
There are always some missing and invalid data in wind measurement, which poses the main challenges for wind energy resources assessment.
Science
Specifically, invalid data captured as the equipment is started and shut down need to be filtered, and the filtered data need to be analyzed for different purposes.
The proposed modified tracking performance index prevents the probability of invalid data arising from the variations in the tracking error in the absence of an integrator in the plant.
Science
Expert writing Tips
Best practice
Always validate data inputs to prevent "invalid data" from entering your system. Implementing checks and constraints can significantly improve data quality.
Common error
Don't assume that data received is automatically correct. Always implement validation routines, even for data from trusted sources, to catch potential instances of "invalid data" that could compromise results or systems.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "invalid data" typically functions as a noun phrase, where "invalid" modifies "data". Ludwig AI confirms this is a standard and acceptable usage, evident in numerous examples.
Frequent in
Science
69%
News & Media
12%
Formal & Business
8%
Less common in
Academia
6%
Wiki
0%
Encyclopedias
0%
Ludwig's WRAP-UP
The phrase "invalid data" is a common and grammatically correct term used to describe information that is flawed, incorrect, or unusable. As verified by Ludwig, its usage spans various fields, including science, news, and business. It's important to implement measures to prevent the entry of "invalid data" and to validate existing data to ensure accuracy. Related phrases include "incorrect information", "erroneous data", and "faulty data". Recognizing and addressing "invalid data" is crucial for maintaining data quality and reliability.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
incorrect information
Changes "data" to the more general "information" and "invalid" to "incorrect".
erroneous data
Uses the more formal adjective "erroneous" instead of "invalid".
faulty data
Replaces "invalid" with "faulty", suggesting a defect or flaw.
corrupted data
Indicates that the data has been damaged or altered, making it invalid.
inaccurate data
Focuses on the lack of precision or correctness in the data.
unreliable data
Highlights the untrustworthiness of the data.
bad data
A simpler, more informal way to say "invalid data".
defective data
Similar to "faulty data", emphasizing that the data has a defect.
flawed data
Indicates that the data contains errors or imperfections.
unvalidated data
Suggests that the data has not been properly checked or verified.
FAQs
How can I prevent "invalid data" from being entered?
Implement validation rules and checks at the point of data entry. This can include format validation, range checks, and consistency checks to ensure data conforms to expected standards.
What are some common causes of "invalid data"?
Common causes include human error during data entry, system glitches during data transmission, and inconsistencies in data formats between different systems.
What should I do when I encounter "invalid data"?
First, identify the source of the "invalid data". Then, correct the data if possible, or remove it from your analysis to avoid skewing results. Document the incident to prevent future occurrences.
What's the difference between "invalid data" and "missing data"?
"Invalid data" is data that is present but incorrect or unusable, while "missing data" refers to fields where no data is available.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested