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 quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

invalid data

Grammar usage guide and real-world examples

USAGE 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

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Invalid data is +/- HUGE_VAL or NAN.

Invalid data is not used in setting the range.

Invalid data were caused primarily by equipment failures, transect execution errors, or poor plume transport conditions.

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.

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

The New York Times

But both Rita and Matthias made it clear that conservation had to come before customer satisfaction, and refused to risk us collecting invalid data.

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

Nature

There are always some missing and invalid data in wind measurement, which poses the main challenges for wind energy resources assessment.

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.

Show more...

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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Very common

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.

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.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

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.

Source & Trust

83%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: