data shaky

USAGE SUMMARY

The phrase "data shaky" is not standard in written English, but it can be understood in context.
It can be used to describe data that is unreliable, inconsistent, or not well-supported by evidence. Example: "The conclusions drawn from the research were questionable due to the data being shaky."

News & Media

Science

Academia

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

Data shaky.

The New York Times

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

Theory in the absence of sufficient data is shaky ground for enactment of new policy.

Transplantation Proceedings

African data is shakier, said Dr. Guttmacher, who read a draft of the report.

The New York Times - Health

The truth is that as we move forward this can only improve, because we discard shaky data sets and replace them with more systematically gathered data.

The New York Times

In part it's because this is an industry built on hopes and dreams and shaky data.

The Guardian - Opinion

Yes, certain researchers have questioned their efficacy in particular areas — sometimes, I believe, on the basis of shaky data.

The New York Times

Several estimates would be based on shaky data material so that the outcome would in part reflect the personal opinion of those who produced the series.

Cornell University

"We cannot see how school level results can be published or a national benchmark set on such shaky data," he said.

The Guardian

Like TIP, it is based on shaky data, making the decision to "name and shame" the ten worst performers particularly unfair, says Mr Howard.

The Economist

Privacy advocates wasted no time pointing to examples of shaky data security at huge organizations, whether governmental or private — citing the Edward J. Snowden leaks at the National Security Agency in the United States, the colossal Equifax breach and the recent revelation that three billion Yahoo accounts were compromised in 2013.

The New York Times

CNN Money's chosen data is particularly shaky, considering their statistic on the continuous rise in shoplifting measures from 2007, before the recession began.

Huffington Post

Expert writing Tips

Best practice

When using the phrase "data shaky", ensure the context clearly indicates the specific problem with the data. For example, specify whether the data is inconsistent, unreliable, or based on a small sample size.

Common error

Avoid using "data shaky" when the data merely has minor limitations. Reserve the phrase for situations where the data's reliability is seriously compromised.

Linguistic Context

The phrase "data shaky" functions as an adjective phrase modifying the noun "data". It implies a lack of reliability or trustworthiness in the data. As Ludwig AI describes, it suggests that the data's validity is compromised.

Expression frequency: Rare

Frequent in

News & Media

35%

Science

33%

Academia

32%

Less common in

Encyclopedias

0%

Formal & Business

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "data shaky" is an expression used to describe data that is unreliable, questionable, or lacks a solid foundation. While understandable, it is not considered the most grammatically correct or formal phrasing and is relatively rare in occurrence. Ludwig AI suggests that it indicates a compromised validity of the data. As evidenced by the Ludwig examples, its use spans across news media, science, and academic contexts. In formal writing, it is advisable to use more precise alternatives such as "unreliable data" or "questionable data". The choice of words will depend on the precise reason for the unreliability.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Unreliable data

Replaces the adjective "shaky" with a more common synonym, "unreliable".

Questionable data

Substitutes "shaky" with "questionable", emphasizing the doubt surrounding the data.

Inconsistent data

Replaces "shaky" with "inconsistent", highlighting the lack of uniformity within the data.

Dubious data

Uses "dubious" instead of "shaky", suggesting a stronger level of skepticism.

Flawed data

Replaces "shaky" with "flawed", indicating that the data has inherent errors.

Weak data

Uses "weak" to describe the data, suggesting it is not robust or convincing.

Data of uncertain quality

Expresses the uncertainty in a more formal and explicit manner.

Data lacking reliability

Highlights the absence of reliability as the main issue with the data.

Data with low validity

Focuses on the low validity of the data, meaning it doesn't accurately measure what it's supposed to.

Data with suspect integrity

Emphasizes the compromised integrity of the data, implying it may have been tampered with or is otherwise untrustworthy.

FAQs

What does "data shaky" mean?

"Data shaky" is an informal way of saying that data is unreliable or questionable. It implies that the conclusions drawn from the data may not be accurate.

What can I say instead of "data shaky"?

You can use alternatives like "unreliable data", "questionable data", or "inconsistent data" depending on the specific issue with the data.

Is "data shaky" grammatically correct?

While understandable, "data shaky" is not the most formal or grammatically precise phrasing. It is better to use more standard expressions such as "the data is unreliable" or "the data is questionable" in formal writing.

In what situations should I avoid using "data shaky"?

Avoid using "data shaky" in formal reports, academic papers, or professional presentations. Opt for more precise and professional alternatives like "data of uncertain quality" or "data lacking reliability".