as the data shows

USAGE SUMMARY

The phrase "as the data shows" is correct and usable in written English.
It can be used to introduce evidence or findings that support a statement or argument based on data analysis. Example: "The results of the survey were surprising, as the data shows a significant increase in customer satisfaction over the past year."

✓ Grammatically correct

News & Media

Science

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

20 human-written examples

And as the data shows, the price is even higher for women than for men.

The New York Times

The figures will add to the controversy about companies sitting on cash as the data shows they are parking it offshore to avoid the tax bill that would be due on returning it to the US.

The Guardian - Business

Momentum scores (see above) - calculated as an aggregate of players' scores for each team - show that although England were broadly considered to have been below par against the Italians, they were on top for the majority of the match, at least as far as the data shows.

The Guardian

Clearly, as the data shows this steady, and even dramatic increase in the number of senior citizens on the verge of being driven into acute poverty by student loans, it's about time for the government to reconsider its policy on whether such loans can be discharged in bankruptcy, as least for this age group.

The Guardian - Money

"So much for the prime minister's feigned indignation over Labor's modest proposals to reduce super tax concessions for high-income earners, as the data shows that Tony Abbott will slug Australian motorists an additional $23bn over the next 10 years as part of his petrol tax hike".

The Guardian

As the data shows, retail banking has flourished up until now.

Forbes

Human-verified similar examples from authoritative sources

Similar Expressions

40 human-written examples

Which, as the data show, was exactly what happened with the white working class and those with strong religious convictions.

The New York Times

As the data showed, those who scored highly performed better (the correlation was 0.63; perfect correlation would be 1.0, and random chance would be 0).

Harvard Business Review

As the data show, some career moves make more sense than others and the conventional wisdom doesn't necessarily hold true.

Harvard Business Review

But as the data show, when customers had a choice between House 3 Low and House 2 Medium, they strongly preferred the former.

Harvard Business Review

Let's get more specific.The Community Reinvestment Act of 1977 is a favorite boogeyman for some, despite the numbers that so easily disprove it as a cause.It is a statistical invalid argument, as the data show.

The Washington Post

Expert writing Tips

Best practice

Use "as the data shows" to introduce a statement or conclusion that is directly supported by specific data. This helps to strengthen your argument by providing evidence.

Common error

Avoid using "as the data shows" to imply a causal relationship when the data only demonstrates a correlation. Ensure your analysis supports a direct link before making such claims.

Linguistic Context

The phrase "as the data shows" functions as an introductory phrase, specifically a discourse marker. It signals that the following statement is supported by empirical evidence. It is commonly used to strengthen an argument by grounding it in factual information. Ludwig AI confirms its correct usage.

Expression frequency: Common

Frequent in

News & Media

50%

Science

35%

Formal & Business

10%

Less common in

Academia

5%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "as the data shows" is a commonly used phrase to introduce information directly supported by data. Ludwig AI identifies the phrase as correct. It functions as a discourse marker and evidence provider. The phrase is most frequently found in news, scientific, and formal business contexts. When employing this phrase, ensure that a clear connection exists between your statement and the data you are referencing to bolster credibility. Alternative phrases, such as "data indicates" or "according to the data", can provide slight variations in tone and emphasis, depending on the specific context.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

as evidenced by the data

Formally highlights that the statement is based on tangible evidence from the data.

according to the data

More directly attributes the information to the data itself, providing a formal tone.

data indicates

Emphasizes that the data is pointing towards a specific conclusion, differing slightly in focus from simply showing.

figures indicate

Focuses specifically on numerical data, making it suitable when referring to statistics or quantifiable information.

analysis of the data reveals

Highlights that an analysis has been performed, adding a layer of interpretation to the data.

the data suggests

Implies a degree of uncertainty, where the data hints at something but doesn't definitively prove it.

the findings suggest

Highlights the 'findings' from the data, subtly implying that there may be more than just plain data.

the statistics demonstrate

Similar to 'figures indicate', but with a stronger emphasis on demonstrating a particular point.

the evidence reveals

Highlights the unveiling of information through evidence, adding a layer of discovery.

the numbers reflect

Uses 'numbers' to present the data, typically numerical, and presents them as a 'reflection' of a fact.

FAQs

How can I use "as the data shows" in a sentence?

Use "as the data shows" to introduce a fact or conclusion directly supported by data. For example, "The company's profits have increased, as the data shows, due to a new marketing strategy".

What's the difference between "as the data shows" and "according to the data"?

"As the data shows" is a more conversational way to introduce data, while "according to the data" is more formal. Both indicate that the information comes from a data source, but the latter emphasizes the source more directly.

What can I say instead of "as the data shows"?

You can use alternatives like "data indicates", "the data suggests", or "the figures indicate" depending on the context.

Is it always necessary to cite the source of data when using "as the data shows"?

While not always mandatory, citing the source of the data after using "as the data shows" enhances credibility and allows readers to verify the information. This is particularly important in academic or professional writing.