based on empirical data

USAGE SUMMARY

The phrase "based on empirical data" is correct and usable in written English. You can use it when discussing conclusions, findings, or decisions that are derived from observed and measured evidence. For example, "The study's conclusions are based on empirical data collected over five years." Alternative expressions include "grounded in empirical evidence" and "derived from observational data."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

At this stage you will be making your own decision based on empirical data.

The New York Times - Magazine

The education secretary is Arne Duncan, the former school superintendent in Chicago, who pushed for education changes there based on empirical data.

The New York Times - Magazine

A number of them are entirely based on empirical data.

European Transport Research Review

The simplest are charts based on empirical data.

Laser Processing of Engineering Materials Principles, Procedure and Industrial Application

Scott says the company's advisory board helps make sure all decisions about its products are based on empirical data.

TechCrunch

Now, researchers tend to stick to statements that are based on empirical data.

Science Magazine

These classifications will be based on empirical data where it exists [1, 2, 18].

EURASIP Journal on Audio, Speech, and Music Processing

The proposed model was developed based on empirical data for a circular section confined by spirals.

Construction and Building Materials

However, the assessment of this delay is based on empirical data.

Construction and Building Materials

Case studies based on empirical data are presented for selected German airports.

Journal of Air Transport Management

The factors described in this article are based on empirical data.

Information Processing & Management

Expert writing Tips

Best practice

When using "based on empirical data", ensure that the data is clearly referenced and accessible for verification to maintain credibility.

Common error

Avoid making overly definitive statements when using "based on empirical data". Acknowledge the limitations of the data and the potential for alternative interpretations.

Linguistic Context

The phrase "based on empirical data" functions as a prepositional phrase that modifies a noun or clause. It indicates that something is supported by or derived from factual evidence obtained through observation or experimentation. Ludwig AI shows it's used to add a layer of justification to claims.

Expression frequency: Very common

Frequent in

Science

68%

News & Media

18%

Formal & Business

14%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "based on empirical data" is a common and grammatically correct prepositional phrase used to assert that a claim or decision is supported by factual, observable evidence. As Ludwig AI confirms, its primary function is to lend credibility and authority, predominantly in formal and scientific contexts. While alternatives like "grounded in evidence-based research" and "derived from observational studies" exist, "based on empirical data" remains a widely recognized and reliable expression for emphasizing the importance of evidence-based reasoning.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

grounded in evidence-based research

Replaces "empirical data" with a stronger emphasis on the research process and evidence gathering.

derived from observational studies

Specifically highlights the origin of the data from observational studies.

informed by real-world findings

Focuses on the practical application of the data and its relevance to real-world scenarios.

supported by experimental results

Emphasizes the use of experimental data as the foundation for conclusions.

validated through data analysis

Highlights the validation process using analyzed data.

built upon factual observations

Stresses the importance of factual observations as the basis.

founded on data-driven insights

Focuses on the insights gained from analyzing the data.

drawing from practical experience

Shifts emphasis to experiential data rather than strictly empirical.

informed by statistical analysis

Specifies the type of analysis used to support the data.

substantiated by quantifiable metrics

Emphasizes the use of quantifiable metrics to support the data.

FAQs

How can I use "based on empirical data" in a sentence?

You can use "based on empirical data" to describe conclusions or decisions that are supported by evidence. For example, "The policy changes are "based on empirical data" collected over the past decade."

What are some alternatives to "based on empirical data"?

Alternatives include "grounded in evidence-based research", "derived from observational studies", or "informed by real-world findings", depending on the specific context.

Is it redundant to say "based on empirical evidence"?

While "data" and "evidence" are related, using "based on empirical data" emphasizes the quantitative or measurable aspect of the evidence, whereas "based on empirical evidence" is equally correct and may highlight a broader range of supporting information.

What is the difference between "based on empirical data" and "based on theoretical data"?

"Based on empirical data" refers to conclusions drawn from real-world observations and measurements, whereas "based on theoretical data" implies a conclusion derived from abstract models or hypotheses.