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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
CEO of Professional Science Editing for Scientists @ prosciediting.com
as the data indicates
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "as the data indicates" is correct and usable in written English.
You can use it when referring to conclusions or insights drawn from data analysis or research findings. Example: "As the data indicates, there has been a significant increase in user engagement over the past year."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
is equivalent to
in the wishes of
rapidly thereafter
for the immediate future
Very soon
somewhere later
one week before
at the early time
in the next weeks
it is important to remember
during the previous years
to avoid disruption
not yet completed
in accordance with direction from
a couple of books before
if not soon
as excellent as
in a flash
as instructed by the directive
as tall as
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
4 human-written examples
As the data indicates, analysts and investors are content to stay long on financials until there is major news about the regulatory plan.
News & Media
As the data indicates, the success rate of VAO Checker (64.3%) is 1.6 times higher than 2D plan drawing (40.1%) and 1.14 times higher than 3D model (56.4%).
Science
As the data indicates, spending on these races ranged from just over $6 million in Idaho to $34 million in Georgia.
News & Media
As the data indicates this led to an increase in the expression of ILK without affecting the levels of Akt, an important kinase involved in cellular survival.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
Regarding the third research question, as the data indicated, the teachers could not give comprehensive WCF on the writing samples.
Science
As the data indicate, the number of children admitted was higher than the places nurseries are licensed for, thus the utilization rate was high.
The argument is that the alternative, "grade retention," requiring students to repeat a grade until they meet the standards, inhibits their social-emotional development, hurts their self-esteem, and, as the data indicate, actually increases their chances of dropping out of school.
News & Media
Second, the microbe would have to be susceptible to tetracycline as the data indicate that once WCR are treated with tetracycline, maize is able to up-regulate a defense response.
Science
As the data indicate, the non-biomedical communication and the ARCS communication constitute a factor in the material.
Science
As the data indicate, the Kd values predicted by these constants are indistinguishable from those obtained from equilibrium binding studies.
Science
As the data indicate, glyoxal and conjugated unsaturated aldehyde derivatives such as acrolein, for example, are soft, highly reactive electrophiles (i.e., relatively large ω and σ values).
Expert writing Tips
Best practice
Use "as the data indicates" to introduce statements that are directly supported by the data you are presenting. Ensure the data is clearly referenced and accessible for verification.
Common error
Avoid using "as the data indicates" to support claims that are speculative or only loosely related to the presented data. Ensure your claims are directly and strongly supported by the data.
Source & Trust
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "as the data indicates" functions as a discourse marker or transitional phrase. It introduces a statement that is supported by, or inferred from, the data being presented. As confirmed by Ludwig AI, this phrase is a grammatically sound way to reference findings.
Frequent in
Science
60%
News & Media
20%
Formal & Business
20%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "as the data indicates" is a grammatically correct and usable phrase to introduce statements supported by data. While Ludwig AI confirms its validity, it's relatively rare in general usage. It is most frequently found in scientific, news, formal and business contexts, emphasizing evidence-based reasoning. When using the phrase, ensure your claims are directly and strongly supported by accessible data to avoid overstating conclusions.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
the data suggests
Focuses on suggestion rather than direct indication.
the data implies
Emphasizes an indirect conclusion drawn from the data.
the data demonstrates
Highlights a clear and evident display of the data's message.
the data reveals
Focuses on the act of uncovering information through the data.
according to the data
Offers a more formal tone, attributing the information directly to the data.
the evidence suggests
Shifts focus from raw data to interpreted evidence.
the figures show
Directly refers to numerical data and its display.
the analysis shows
Highlights the analytical process leading to the conclusion.
based on the data
States that the conclusion is founded on the provided data.
the data points to
Uses directional language to indicate a trend or conclusion.
FAQs
How can I use "as the data indicates" in a sentence?
Use "as the data indicates" to introduce a conclusion or observation that is directly supported by the data you are presenting. For example, "As the data indicates, there has been a significant increase in user engagement."
What are some alternatives to "as the data indicates"?
Alternatives include "the data suggests", "the data implies", or "according to the data" depending on the nuance you wish to convey.
Is it appropriate to use "as the data indicates" in formal writing?
Yes, "as the data indicates" is suitable for formal writing, particularly in academic, scientific, or professional contexts where evidence-based claims are essential. The alternative "according to the data" can add an extra touch of formality.
What's the difference between "as the data indicates" and "the data suggests"?
"As the data indicates" implies a more direct and evident relationship between the data and the conclusion, while "the data suggests" implies a less definitive or more tentative conclusion.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested