erroneous data

USAGE SUMMARY

The phrase "erroneous data" is correct and usable in written English.
It can be used when referring to data that is incorrect or misleading, often in contexts such as research, data analysis, or reporting. Example: "The study's conclusions were called into question due to the presence of erroneous data in the dataset."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Data entry employed range and consistency checks and skips to minimize entry of erroneous data.

BMC Pregnancy and Childbirth

Data partners sometimes identified errors in their data after posting, and DeleteObservation supports the replacement of erroneous data.

Open Geospatial Data, Software and Standards

Without ever undergoing independent verification, erroneous data from the original history gets perpetuated.

The New York Times

But in 1999, a safety board report concluded that "missing or erroneous data continue to occur at an alarming rate".

The New York Times

By then, the misimpression left by the erroneous data had become international dogma.

Independent

Mr. Sechrest said that some power companies had minor problems and that any erroneous data from satellites was not enough to make the satellites unusable.

The New York Times

Mr. Stanford and his associates have also been accused of falsifying marketing materials with erroneous data meant to lure investors into various financial products.

The New York Times

-- Dec. 9, 1989 A report in the "Sunday" pages included erroneous data from the Farmer's Almanac about occurrences of full moons.

The New York Times

The operating system software for Cisco's routers and switches for directing Internet traffic has a fault that may let a hacker send erroneous data that causes the machines to restart, making them unavailable, the department said on its Web site.

The New York Times

A solution is being issued to Verizon customers, and they will not be charged for the erroneous data use, the company said.

The New York Times

The concern of employing erroneous data for training is twofold.

EURASIP Journal on Wireless Communications and Networking

Expert writing Tips

Best practice

When documenting research or analysis, be specific about the source and nature of the "erroneous data". This adds credibility to your work.

Common error

Avoid using "erroneous data" when referring to data that is simply absent. "Erroneous data" implies the presence of incorrect information, while missing data indicates a lack of information altogether.

Linguistic Context

The phrase "erroneous data" functions as a noun phrase, where the adjective "erroneous" modifies the noun "data". According to Ludwig AI, this phrase is correct and usable in written English. Examples from Ludwig show it describing data that leads to wrong conclusions or needing correction.

Expression frequency: Very common

Frequent in

Science

68%

News & Media

27%

Formal & Business

5%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "erroneous data" is a common and grammatically correct way to refer to data that is incorrect or misleading. According to Ludwig, this phrase is usable in written English and appears frequently in academic, scientific, and news contexts. When writing, it's important to use the term accurately, distinguishing it from missing data, and to be specific about the source and nature of any identified errors. Alternatives like "incorrect data", "false data", or "faulty data" can be used depending on the specific nuance you wish to convey.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

incorrect data

Replaces "erroneous" with a more direct synonym; slightly less formal.

false data

Emphasizes the untruthful nature of the data; can imply intentional deception.

inaccurate data

Focuses on the lack of precision or correctness in the data.

faulty data

Suggests a defect or flaw in the data's origin or processing.

flawed data

Highlights an imperfection or weakness in the data set.

invalid data

Indicates the data does not meet required criteria or standards.

corrupted data

Suggests the data has been damaged or altered, leading to errors.

unreliable data

Focuses on the data's lack of dependability for decision-making.

misleading data

Highlights the potential for the data to lead to incorrect conclusions.

compromised data

Implies the data's integrity has been breached, possibly by external factors.

FAQs

How can I use "erroneous data" in a sentence?

You can use "erroneous data" to describe data that is incorrect or misleading, such as, "The study's conclusions were questioned due to the presence of "erroneous data" in the dataset."

What's the difference between "erroneous data" and "inaccurate data"?

"Erroneous data" and "inaccurate data" are often used interchangeably, but "erroneous" may suggest a more significant or consequential error than simply being "inaccurate".

What can I say instead of "erroneous data"?

You can use alternatives like "incorrect data", "false data", or "faulty data" depending on the specific context.

How do you prevent "erroneous data" from affecting analysis?

Implement robust data validation and cleaning procedures to identify and correct or remove "erroneous data" before conducting any analysis.