rigorous data

USAGE SUMMARY

"rigorous data" is correct and usable in written English.
This phrase is typically used to refer to data that is complete, carefully collected, and accurately analyzed. For example, "The researchers conducted numerous studies and collected rigorous data to build their conclusion."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

We need rigorous data, which Advance has delivered.

The Guardian

He believed in rigorous data and clear chains of command.

The Guardian

A rigorous data collection method was used.

Pain Management Nursing

And it's all based on rigorous data analysis.

The New York Times

He said in an interview that this kind of accidental research with rigorous data was very rare.

The New York Times - Science

But as with policy more generally, initiatives to promote Steam in schools must be based on rigorous data.

The Guardian

There has been the occasional nationally representative survey, but rigorous data on other subsets of the population is sparse.

The New Yorker

"We have questions about whether scientifically rigorous data can be obtained in such a setting," the company said.

The New York Times

are legitimate, and the lack of rigorous data supporting this approach is concerning.

The New York Times - Health

That was partly due to the difficulty of obtaining rigorous data about the genetics of such traits.

Britannica

A rigorous data analysis procedure was developed by Schneider et al. [L.C.R. Schneider, I.C. Sinka, A.C.F.

European Journal of Pharmaceutics and Biopharmaceutics

Expert writing Tips

Best practice

When using "rigorous data", ensure your methodology is transparent. Clearly outline the steps taken to collect, clean, and analyze the data, enhancing credibility and allowing for replication.

Common error

Avoid using "rigorous data" as a blanket term. If the data collection or analysis methods have limitations, acknowledge them transparently. Overstating the rigor can undermine the validity of your findings.

Linguistic Context

The phrase "rigorous data" functions as an adjective-noun combination, where the adjective "rigorous" modifies the noun "data". According to Ludwig AI, it denotes information that has been meticulously collected, analyzed, and validated, emphasizing its reliability and accuracy.

Expression frequency: Very common

Frequent in

Science

49%

News & Media

33%

Formal & Business

8%

Less common in

Encyclopedias

2%

Academia

6%

Wiki

0%

Ludwig's WRAP-UP

In summary, "rigorous data" is a phrase used to describe data that has been carefully collected, thoroughly analyzed, and validated to ensure its reliability and accuracy. As Ludwig AI confirms, it's grammatically correct and widely used across various fields. The phrase is most commonly found in scientific and news contexts. To enhance your writing, ensure that when using "rigorous data", you clearly outline your data collection and analysis methods. Avoid overstating the rigor if limitations exist. Synonyms like "validated data" and "thoroughly vetted data" can be used to add variety to your vocabulary.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

validated data

Emphasizes the confirmation of data accuracy and reliability through verification processes.

thoroughly vetted data

Highlights the comprehensive and careful examination process applied to the data.

meticulously collected data

Focuses on the precision and attention to detail during the data collection process.

carefully analyzed data

Stresses the thoughtful and detailed examination of the data to draw meaningful conclusions.

well-substantiated data

Indicates that the data is supported by strong evidence and justification.

verified information

Highlights confirmation of the truthfulness or accuracy of the information.

reliable statistics

Focuses on the trustworthiness and consistency of the statistical data.

robust evidence

Emphasizes the strength and resilience of the supporting evidence.

high-quality information

Highlights superior characteristics and merit of the data available.

precise measurements

Focuses on accuracy and lack of ambiguity of data recording.

FAQs

How can I use "rigorous data" in a sentence?

You can use "rigorous data" to emphasize the high quality and reliability of information used in research, analysis, or decision-making. For example, "The study's conclusions are based on "rigorous data" collection and analysis methods."

What's the difference between "rigorous data" and "raw data"?

"Raw data" refers to unprocessed information, while "rigorous data" implies that the data has undergone careful collection, cleaning, and analysis to ensure its reliability and validity.

What are some synonyms for "rigorous data"?

Synonyms for "rigorous data" include "validated data", "thoroughly vetted data", and "meticulously collected data", all emphasizing the reliability and accuracy of the information.

Why is it important to use "rigorous data" in research?

Using "rigorous data" ensures the validity and reliability of research findings. It minimizes bias, reduces errors, and increases the credibility of the conclusions drawn from the data.