Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
empirical analysis
Grammar usage guide and real-world examplesUSAGE SUMMARY
"empirical analysis" is a valid and usable phrase in written English.
You could use it when referring to the examination of a particular situation or phenomenon using observable data, rather than relying on assumptions or unexamined beliefs. For example, "The empirical analysis showed that the population of certain fish species had decreased significantly since the introduction of a competing species."
✓ Grammatically correct
Academia
Science
News & Media
Alternative expressions(16)
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
60 human-written examples
An Empirical Analysis," available here.
Academia
An empirical analysis of journal policy effectiveness for computational reproducibility.
Science & Research
Replication material for empirical analysis (.zip).zip
Academia
This was an issue that lent itself to empirical analysis.
Academia
An Empirical Analysis" MENA Salon: Will Fatah and Hamas Reconcile?
Such factors will be compared through empirical analysis.
Academia
Empirical analysis of theoretically derived models of market behavior.
Empirical analysis does not, however, support this general proposition.
Academia
The course combines theoretical and empirical analysis of market behavior.
Academia
Empirical analysis draws the following conclusions.
Our empirical analysis reveals three key findings.
Expert writing Tips
Best practice
When writing reports, clearly define the data sources and methodologies used in your "empirical analysis" to ensure transparency and reproducibility.
Common error
Do not assume that results from an "empirical analysis" in one context will automatically apply to all other situations. Always consider the specific limitations and scope of the study.
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "empirical analysis" functions primarily as a noun phrase, often serving as the subject or object of a sentence. According to Ludwig AI, the phrase is considered valid and usable in written English. For instance, it can describe the examination of a phenomenon using observable data.
Frequent in
Science
32%
Academia
29%
News & Media
17%
Less common in
Formal & Business
12%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "empirical analysis" is a frequently used noun phrase referring to the process of examining a subject through observable data and experimentation. Ludwig AI confirms its validity and common usage across academic, scientific, and news contexts. When using the phrase, ensure you clearly define data sources and methodologies. Remember to avoid overgeneralizing findings beyond the study's scope. Alternatives include "data-driven investigation" or "evidence-based assessment". With its frequent use in formal and scientific settings, "empirical analysis" signifies a rigorous, evidence-based approach to understanding various phenomena.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
data-driven investigation
Replaces "analysis" with "investigation" and emphasizes the role of data.
evidence-based assessment
Highlights the use of evidence rather than solely focusing on the "empirical".
statistical examination
Focuses on the statistical methods used in the analysis.
experimental study
Emphasizes the experimental nature of the research.
observational research
Highlights that the analysis is based on observation of the empirical world.
quantitative evaluation
Stresses the use of quantitative methods for evaluation.
real-world assessment
Highlights the application to real-world scenarios.
practical study
Emphasizes the practical implications and utility.
grounded theory analysis
Suggests a specific method where theory emerges from the data.
scientific inquiry
Frames the activity as a broader scientific investigation.
FAQs
How do you use "empirical analysis" in a sentence?
You can use "empirical analysis" to describe a study that is based on observation and experimentation, for example: "The "empirical analysis" revealed a strong correlation between exercise and mental health."
What's the difference between "empirical analysis" and "theoretical analysis"?
"Empirical analysis" involves using real-world data to test a hypothesis, while "theoretical analysis" relies on logical reasoning and existing theories to make predictions. "Empirical analysis" is grounded in observation, whereas theoretical work is based on abstract models.
What are some of the limitations of "empirical analysis"?
"Empirical analysis" can be limited by data availability, biases in data collection, and the difficulty of controlling for all confounding variables. Additionally, "empirical analysis" may not always establish causality.
What's a good alternative to "empirical analysis"?
Depending on the context, you could use phrases like "data-driven investigation", "evidence-based assessment", or "statistical examination" as alternatives to "empirical analysis".
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested