through statistical analysis

USAGE SUMMARY

The phrase "through statistical analysis" is correct and usable in written English.
You can use it when discussing methods or processes that involve examining data to draw conclusions or make decisions based on statistical techniques. Example: "The researchers were able to identify significant trends through statistical analysis of the collected data."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Changes between 1975 and 2002 are mapped through statistical analysis and modeling of a combination of sales statistics and vehicle attributes.

Transportation Research Part D: Transport and Environment

Results have been driven through statistical analysis.

Procedia - Social and Behavioral Sciences

Through statistical analysis, journalists could make sense of complex trends and in some case find discrepancies that could be the basis of blockbuster investigations.

The Guardian

Leta Hong Fincher's subject – researched through statistical analysis, sociological surveys and extensive first-hand interviewing – is the toxic vitality of sexism in China today.

The Guardian - Books

Significant single process parameters and interactions between them were determined through statistical analysis.

Procedia CIRP

In his opening address, Ray Kurzweil points out that an IBM computer called Watson, had recently beaten the greatest human champions of the TV quiz game Jeopardy: "And that's not just through statistical analysis.

The Guardian - Tech

A careful, conservative executive, Schuerholz takes on the concept of building a team through statistical analysis, as heralded in the popular book "Moneyball," rather than through "traditional judgment and instinctive evaluation".

The New York Times

The computer program and the underlying method are systematically evaluated through statistical analysis of results from several empirical studies.

Artificial Intelligence

This paper attempts to characterize failure behaviour of small satellites through statistical analysis of actual in-orbit failures.

Acta Astronautica

The experimental results of 13 forecasting methods, including those used by aviation companies, are examined and clarified through statistical analysis.

Computers & Operations Research

Diagnosis of experimental data indicates that differences between theory and data may be explained through statistical analysis of error sources.

Precision Engineering

Expert writing Tips

Best practice

When using the phrase "through statistical analysis", ensure that the statistical methods employed are appropriate for the data and research question. Clearly specify the techniques used for transparency and reproducibility.

Common error

Avoid implying direct causation solely based on statistical correlations identified "through statistical analysis". Remember correlation does not equal causation; further investigation may be required to establish causality.

Linguistic Context

The phrase "through statistical analysis" functions as an adverbial phrase, modifying a verb or clause to specify how an action is performed or a conclusion is reached. Ludwig AI confirms its correct usage. Examples show it clarifying methods in research and analysis.

Expression frequency: Very common

Frequent in

Science

78%

News & Media

15%

Formal & Business

7%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "through statistical analysis" is a common and grammatically sound way to express that statistical methods were used to arrive at a particular understanding or outcome. Ludwig AI confirms this. Predominantly used in scientific and formal contexts, this phrase effectively communicates the rigorous approach taken in research or analysis. When employing this phrase, ensure that the statistical methodologies are clearly defined and appropriate for the data to maintain credibility. Remember, correlation does not equal causation. Consider alternatives like "via statistical methods" or "using statistical techniques" for stylistic variation.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

via statistical methods

Replaces the preposition 'through' with 'via', implying a means or channel.

using statistical analysis techniques

Specifies that techniques are employed, adding more detail.

by means of statistical analysis

Offers a more formal and emphatic way of saying "through."

with the aid of statistical analysis

Emphasizes the assistance provided by statistical analysis.

utilizing statistical analysis

Replaces 'through' with a verb, focusing on the act of using analysis.

applying statistical analysis

Highlights the application of the analysis process.

based on statistical analysis

Shifts the focus to the foundation of the analysis results.

statistical analysis revealed that

Transforms the phrase into a statement of discovery or finding.

analyzed statistically

Uses a more concise wording, focusing on the action of statistical processing.

assessed using statistics

Shifts the focus to assessing something with statistics, rather than the process itself.

FAQs

How can I use "through statistical analysis" in a sentence?

You can use "through statistical analysis" to describe how you've gained insights or reached conclusions, as in "The study identified key risk factors "through statistical analysis" of patient data".

What are some alternatives to saying "through statistical analysis"?

Consider using phrases like "via statistical methods", "using statistical techniques", or "by means of statistical analysis" for variety.

Is it appropriate to use "through statistical analysis" in formal writing?

Yes, "through statistical analysis" is suitable for formal writing, especially in scientific reports, academic papers, and business analyses. It clearly indicates a method of investigation.

Can I say "with statistical analysis" instead of "through statistical analysis"?

While "with statistical analysis" can sometimes work, "through statistical analysis" more directly implies that the analysis was the means by which something was achieved or understood. "With statistical analysis" is better used to describe something that accompanies statistical analysis.