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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
the data analysis indicated that
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "the data analysis indicated that" is correct and usable in written English.
You can use it when discussing the findings or conclusions drawn from a data analysis in research or reports. Example: "The data analysis indicated that there was a significant correlation between the two variables studied."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(9)
the data analysis suggested that
findings from the data analysis revealed that
analyses of the data showed that
data analysis revealed that
the evidence suggests that
analysis of the data showed that
analysis of the data confirmed that
analysis of the data demonstrated that
analysis of the data revealed that
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
5 human-written examples
The data analysis indicated that the ASI exhibited minimal effect of the gassing on power consumption (36%) compared to the Rushton turbine (50%).
The data analysis indicated that the studied emulsion can be treated as a continuous phase towards the solids when the ratio of the solid particle size to the oil droplet size is greater than 3.
Science
The data analysis indicated that: 1) fatigue, depression, and pain represented a symptom cluster; 2) the symptom cluster had a strong and negative predictive relationship with physical activity behavior; and 3) functional limitations, but not self-efficacy, accounted for the predictive relationship between the symptom cluster and physical activity behavior.
The results of the data analysis indicated that considerable variation exists in scaling the CSE vocabulary descriptors to those of the CEFR.
Science
The data analysis indicated that ALT levels were not significantly associated with HCV infection.
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
The data analysis indicates that this measurement possessed an acceptable convergent validity, and all composite reliabilities were above 0.70 (Fornell and Larcker 1981).
The data analysis indicates that regardless of whether students re-watch their own videos, the act of creating videos of their performances and sharing them with their peers can be understood as supporting authentic learning.
The data analysis indicates that the utilization of local hospitals is very much higher than that of CHCs.
Science
The data analysis indicates that the tested polyphenol extract showed the significant results when compared with the Co-trimoxazol.
The data analysis indicates that the tested of polyphenol-rich fractions has significant effects when compared with the standard antibiotic.
The data analysis indicates that the types of substrates transported by MCF as a whole were maintained during metazoan evolution.
Science
Expert writing Tips
Best practice
When using "the data analysis indicated that", ensure your data analysis is robust and the conclusions drawn are directly supported by the evidence. Avoid overstating the implications of your findings.
Common error
Avoid using "the data analysis indicated that" to make definitive claims when the data only suggests a trend or correlation. Be cautious about implying causation without sufficient evidence.
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "the data analysis indicated that" serves as an introductory phrase to present findings or conclusions derived from a data analysis. As Ludwig AI confirms, this is a standard and acceptable way to introduce the results of data analysis in various contexts.
Frequent in
Science
60%
Academia
20%
News & Media
20%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "the data analysis indicated that" is a grammatically correct and professionally acceptable phrase for introducing conclusions drawn from data analysis, as Ludwig AI highlighted. While not as frequent as simpler alternatives, it maintains a strong presence in scientific and academic contexts. When using this phrase, remember to avoid overstating your conclusions and always ensure they are well-supported by the data. Consider related phrases like "the data analysis revealed that" or "the data analysis showed that" for nuanced variations in meaning.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
the data analysis revealed that
Replaces "indicated" with "revealed", suggesting a more direct uncovering of information.
the data analysis showed that
Uses "showed" instead of "indicated", implying a clear demonstration by the data.
the data analysis suggested that
Substitutes "indicated" with "suggested", presenting the conclusion as a likely possibility rather than a certainty.
the data analysis demonstrated that
Employs "demonstrated" in place of "indicated", emphasizing the data's ability to prove a point.
the data analysis pointed to
Replaces "indicated that" with "pointed to", implying the data directs attention towards a specific conclusion.
the data analysis implied that
Uses "implied" instead of "indicated", suggesting the conclusion is not directly stated but can be inferred.
based on the data analysis, it can be concluded that
Adds a preface emphasizing the reliance on the analysis for drawing a conclusion.
the findings from the data analysis suggest that
Highlights the "findings" as the basis for the suggestion, offering a more formal tone.
the results of the data analysis suggest that
Similar to "findings", it emphasizes the "results" as the basis for the suggestion, offering a more formal tone.
the data analysis led to the conclusion that
Focuses on the data analysis as the driver to the conclusion, rather than just an indicator.
FAQs
What can I say instead of "the data analysis indicated that"?
You can use alternatives like "the data analysis revealed that", "the data analysis showed that", or "the data analysis suggested that" depending on the context.
How do I ensure my conclusions align with what "the data analysis indicated that"?
Carefully review your statistical outputs and visualizations to verify that the patterns you describe are genuinely present and significant. Ensure that the effect size is meaningful and relevant to your research question.
Is it appropriate to use "the data analysis indicated that" in a formal report?
Yes, this phrase is suitable for formal reports, particularly in scientific and academic contexts. It is a clear and professional way to introduce findings derived from data analysis.
What's the difference between "the data analysis indicated that" and "the data analysis proved that"?
"The data analysis indicated that" suggests a conclusion based on the analysis, while "the data analysis proved that" implies a definitive, irrefutable demonstration. Use "indicated" when the evidence strongly suggests a conclusion but doesn't necessarily offer absolute proof.
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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
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested