data analysis revealed that

USAGE SUMMARY

The phrase "data analysis revealed that" is correct and usable in written English.
You can use it when discussing findings or conclusions drawn from analyzing data in research or reports. Example: "Data analysis revealed that there was a significant correlation between the two variables."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Data analysis revealed that 81.2% of consumers who researched products on WeGreen over the past five years and then went on to make purchases bought sustainable products.

The Guardian

Data analysis revealed that, students, misconceptions fall into five categories.

Procedia - Social and Behavioral Sciences

Data analysis revealed that rice roots sequestered Zn and Cd differently.

Rice

The data analysis revealed that a majority of the teachers employed unfocused direct WCF.

Language Testing in Asia

Data analysis revealed that occupational stress has specific forms of manifestation.

Procedia - Social and Behavioral Sciences

Data analysis revealed that the structural condition of the buildings studied was not affected by age or species.

Biosystems Engineering

The data analysis revealed that the reason is the incorrect implementation of algorithms in the JPL processing routines.

Advances in Space Research

Data analysis revealed that the surface complexes either became more ordered with time or that the Ni Al coordination numbers slightly increased with increasing reaction time.

Applied Water Science

The results of those station data analysis revealed that the general declining trend of annual rainfall was recorded for the last three to four decades.

Environmental Systems Research

In-depth data analysis revealed that all the positive hits can be classified into two major categories: the H3K9me2/3-containing H3K9me2/3-containingontanding clusthes.

Protein & Cell

Initial analysis: An initial data analysis revealed that practices were mostly ranked as 3 and 4 in regard to their level of importance.

Journal of Software Engineering Research and Development

Expert writing Tips

Best practice

When using "data analysis revealed that", ensure that the analysis methods are clearly defined elsewhere in your document to provide context for the findings. This establishes credibility.

Common error

Avoid implying direct causation solely based on the phrase "data analysis revealed that". Correlation does not equal causation. Always acknowledge potential confounding variables or limitations in your analysis.

Linguistic Context

The phrase "data analysis revealed that" serves as a reporting verb phrase. Its function is to introduce a finding or conclusion that is based on a systematic examination of data, as confirmed by Ludwig.

Expression frequency: Very common

Frequent in

Science

77%

News & Media

9%

Formal & Business

6%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "data analysis revealed that" is a grammatically sound and very commonly used phrase for reporting findings derived from a systematic evaluation of data. Ludwig AI affirms its correctness and usability across various domains, with a strong presence in scientific literature. When using this phrase, remember to provide context for the analysis, avoid implying unsupported causal relationships, and ensure the overall tone remains professional.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

the data analysis showed that

Replaces "revealed" with "showed", offering a more direct and simple expression of the outcome.

the data analysis indicated that

Substitutes "revealed" with "indicated", implying a suggestion or pointing towards a conclusion rather than a direct unveiling.

analysis of the data revealed that

Reorders the phrase slightly to emphasize the "analysis" aspect. Minor structural change.

the findings from the data analysis showed that

Adds "findings from" for emphasis and clarity. Slightly more verbose.

the results of the data analysis revealed that

Uses "results" instead of a more general term like "data". Highlights the specific outcomes.

it was revealed through data analysis that

Shifts to a passive voice construction. Slightly more formal.

data analysis established that

Replaces "revealed" with "established", suggesting a firmer confirmation of the outcome.

data analysis confirmed that

Uses "confirmed" instead of "revealed", implying a validation of a pre-existing hypothesis or expectation.

upon analyzing the data, it was found that

More descriptive and uses a different sentence structure. More verbose.

the investigation of the data revealed that

Uses "investigation" to emphasize a more detailed and thorough analytical process. Higher formality.

FAQs

What is a good way to start a sentence with "data analysis revealed that"?

You can begin by stating the context or objective before introducing the phrase. For example, "Following a comprehensive market survey, data analysis revealed that..."

What are some alternatives to using the phrase "data analysis revealed that"?

Consider using phrases like "data analysis indicated that", "data analysis showed that", or "the results of the data analysis demonstrated that" for variety.

Is it okay to use "data analysis revealed that" in formal writing?

Yes, "data analysis revealed that" is appropriate for formal writing, especially in scientific, academic, or business contexts. However, ensure the rest of your writing maintains a professional tone.

How can I avoid redundancy when using "data analysis revealed that"?

Ensure you're not repeating information already presented. For example, instead of "After conducting a survey, data analysis revealed that survey respondents preferred X", streamline to "Data analysis revealed that survey respondents preferred X" if the survey is already mentioned.