real world data

USAGE SUMMARY

"real world data" is a correct and usable phrase in written English.
You can use it to refer to data that is generated by actual experience or observation rather than by laboratory experiments or mathematical calculations. For example, "We gathered real world data from interviews with community members to understand their needs and inform our project plan."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

16 human-written examples

"Real world data show the modules run more than 100,000 miles on average".

The New York Times

And it uses real world data.

TechCrunch

Algorithms learn and adjust rules through real world data.

International Journal of Quality Innovation

Cost is an important issue in real world data mining.

Knowledge-Based Systems

The effectiveness of the approach was evaluated using experimental and real world data.

Journal of Contaminant Hydrology

As classification performance on synthetic review datasets has shown to be a poor indicator of performance on real world data, it is beneficial to use real world data.

Journal of Big Data

Human-verified similar examples from authoritative sources

Similar Expressions

44 human-written examples

To be clear, McNamara is not anti-real world data.

TechCrunch

Companies also lend students their real-world data to crunch.

The New York Times

"The hundred and fifty thousand star systems are taken from real-world data.

The New Yorker

He also updates it periodically with aggregate, real-world data based on their subsequent experiences.

The New York Times

Both models utilized identical real-world data.

Crime Science

Expert writing Tips

Best practice

When using "real world data" in your writing, ensure you clearly define the source and context of the data to enhance credibility.

Common error

Avoid drawing broad conclusions from "real world data" without acknowledging potential limitations, biases, or specific conditions under which the data was collected.

Linguistic Context

The phrase "real world data" functions primarily as a noun phrase, often serving as the subject or object of a sentence. It identifies information originating from actual experiences rather than theoretical models. As Ludwig AI points out, it emphasizes data's origin in genuine observations.

Expression frequency: Common

Frequent in

Science

40%

News & Media

30%

Formal & Business

15%

Less common in

Wiki

10%

Academia

5%

Reference

0%

Ludwig's WRAP-UP

The phrase "real world data" is a grammatically sound and commonly used term that refers to data originating from actual observations and experiences rather than simulations or theoretical models. Ludwig AI confirms its correctness and usability. It serves to emphasize the empirical basis of information and is frequently found in scientific, news, and business contexts. When using "real world data", ensure clarity about its source and context, and avoid overgeneralizing conclusions without acknowledging potential limitations.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

actual data

Emphasizes that the data is genuine and not theoretical or simulated.

authentic data

Highlights the genuineness and trustworthiness of the data.

real-life data

Similar to "real world data", but puts a stronger emphasis on everyday experiences.

empirical data

Focuses on data derived from observation or experiment, emphasizing the evidence-based nature.

observed data

Highlights that the data was obtained through direct observation.

practical data

Highlights the usefulness and applicability of the data in real-life situations.

pragmatic data

Implies the data is useful for solving practical problems and making informed decisions.

experimental data

Implies the data was gathered through controlled experiments, adding a scientific dimension.

field data

Specifies that the data was collected in a natural setting rather than a lab.

ground truth data

Emphasizes the data's accuracy and reliability as a confirmed source of information.

FAQs

How can I use "real world data" in a sentence?

You can use "real world data" to emphasize the practical application of your findings. For example, "Our analysis is based on "real world data" collected from customer transactions".

What are some synonyms for "real world data"?

Alternatives include "empirical data", "practical data", or "actual data", depending on the specific context you want to emphasize.

What is the difference between "real world data" and simulated data?

"Real world data" comes from actual observations and events, while simulated data is artificially generated. "Real world data" reflects real conditions, which can be more complex and nuanced than simulations.

When is it appropriate to use "real world data" in research?

It is appropriate when you need to validate models, test hypotheses, or understand phenomena in their natural context. "Real world data" provides insights that controlled experiments might miss, but must be gathered according to strict method.