on faulty data

USAGE SUMMARY

The phrase "on faulty data" is correct and usable in written English.
It can be used when discussing conclusions, decisions, or actions that are based on incorrect or unreliable information. Example: "The report's findings were misleading because they were based on faulty data."

✓ Grammatically correct

News & Media

Science

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

But the version published this week omits the statement because it was based on faulty data.

The Guardian

Both calls, which some network executives later acknowledged were based on faulty data and misleading returns, had to be retracted.

The New York Times

Two environmental groups filed suit in August 2000, contending that the plan relied on faulty data and would allow a rash of commercial development in the valley.

The New York Times

While Dr. Zarnowitz's lifelong studies pointed to shortcomings in economic forecasting, they did hold that it was not always fair to criticize the forecasters for their miscues, particularly because their predictions were sometimes based on faulty data about things that had already happened.

The New York Times

But The Guardian reports that the study may be based on faulty data.

Science Magazine

Many of the firms' computer models also assessed risk based on faulty data, the report says.

Forbes

Human-verified similar examples from authoritative sources

Similar Expressions

48 human-written examples

Typical studies focus on recognition of faulty data with a given set of installed sensors on a wastewater treatment plant.

Water Research

If one finding must be dismissed because of faulty data, then so must the others.

The New York Times

Proponents of the use of rhGH as anti-aging therapy promptly placed on the internet a lengthy rebuttal entitled "Analysis of faulty data yields inaccurate results" (A4M 2007).

Clinical interventions in aging

The use of faulty data in these contexts can lead to inappropriate conclusions.

Plosone

This algorithm removes outliers and is more reliable in the presence of faulty data.

Biomedical Optics Express

Expert writing Tips

Best practice

When using the phrase "on faulty data", ensure you clearly articulate the consequences or implications of relying on such data in your context.

Common error

Avoid exaggerating the impact of decisions or conclusions drawn from "faulty data". While the data may be unreliable, the actual consequences may be limited or mitigated by other factors.

Linguistic Context

The phrase "on faulty data" functions primarily as a prepositional phrase modifying a verb or noun. It indicates the basis or foundation upon which a statement, decision, or analysis is made. Ludwig examples confirm this usage.

Expression frequency: Uncommon

Frequent in

News & Media

53%

Science

41%

Formal & Business

6%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "on faulty data" serves to pinpoint the unreliable foundation of a statement, decision, or analysis. According to Ludwig, its grammatical standing is correct, although it appears with relative infrequency, mostly across News & Media and Scientific source types. When writing, the phrase is most effective when used to highlight the specific ramifications of using unreliable data. Remember, while data might be flawed, avoid making hyperbolic statements about its impacts. Alternatives, such as "based on flawed data", may provide the necessary nuance, but be mindful of preserving the intended meaning.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on flawed data

Replaces "faulty" with "flawed", emphasizing the imperfection in the data.

relying on inaccurate data

Substitutes "faulty" with "inaccurate" and "on" with "relying on", highlighting the lack of precision in the data.

predicated on incorrect data

Uses "predicated on" to indicate a foundation based on "incorrect" data, suggesting a more formal tone.

grounded in unreliable data

Employs "grounded in" to convey the base and "unreliable" to emphasize the untrustworthiness of the data.

founded on erroneous data

Similar to 'predicated on', "founded on" implies a basis in "erroneous" data, indicating a mistake.

using tainted data

Replaces "faulty" with "tainted" to suggest the data has been corrupted or compromised.

with misleading data

Focuses on the deceptive nature of the data by using "misleading" instead of "faulty".

deriving from spurious data

Uses "spurious" to denote data that is not genuine or true, implying fabrication or deceit.

drawing from corrupted data

Indicates the data has been damaged or altered, rendering it unusable.

hinging on fallacious data

Replaces "faulty" with "fallacious", indicating data that is based on a mistaken belief.

FAQs

How can I use "on faulty data" in a sentence?

You can use "on faulty data" to indicate that a conclusion, decision, or analysis is based on incorrect or unreliable information. For instance, "The conclusions were questionable, as they were based "on faulty data"".

What are some alternatives to using "on faulty data"?

Alternatives include phrases like "based on flawed data", "relying on inaccurate data", or "predicated on incorrect data", each subtly altering the emphasis on the type or source of the error.

Is it better to say "based on faulty data" or "based on incorrect data"?

While both are acceptable, "based on faulty data" often implies a flaw or defect in the data collection or processing methods, while "based on incorrect data" simply suggests that the information is wrong. The choice depends on the specific nuance you want to convey.

What is the difference between "faulty data" and "insufficient data"?

"Faulty data" refers to data that is inaccurate, flawed, or unreliable. "Insufficient data", on the other hand, refers to a situation where there isn't enough data to draw a reliable conclusion. "Faulty data" is incorrect; insufficient data is incomplete.