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
data effectiveness
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "data effectiveness" is correct and usable in written English.
It can be used when discussing the efficiency and impact of data in various contexts, such as business, research, or technology. Example: "To improve our decision-making process, we need to focus on enhancing our data effectiveness."
✓ Grammatically correct
Science
News & Media
Formal & Business
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
6 human-written examples
Semi-supervised feature selection focuses on maximizing data effectiveness by using labeled and unlabeled data together [7].
Meanwhile, visualization-based tools should fulfill three requirements [102, 103]: expressiveness (demonstrate exactly the information contained in the data), effectiveness (related to cognitive capabilities of human visual system) and appropriateness (cost-value ratio for visualization benefit assessment).
Science
As a result of the analysis of the survey data, effectiveness of RES incentive system and other additional supports was assessed and its pros and cons in application were determined.
Science
Of course, health economic data (effectiveness and resource utilisation) may be collected alongside a RCT.
Science
In this early view of real-world data, effectiveness of all-oral DAA regimens in HCV genotype 1 patients was concordant with results from registration trials.
Science
Since the transferability of results from one region to another (i.e. from developed to developing countries) was of particular interest to us, we analyzed in detail the origin of secondary data used in economic evaluations that apply models to generate results (epidemiological data, effectiveness data, data on resource use, data on costs).
Science
Human-verified similar examples from authoritative sources
Similar Expressions
54 human-written examples
However, current decision making is also informed by aggregate data on effectiveness and cost-effectiveness.
Science
No drug name was mentioned, but data on effectiveness and side effects resemble the outcomes associated with statins.
Studies describe novel MNH technologies, but data on effectiveness, safety, and unintended effects are missing.
Science
21 However, the cost-effectiveness of such drugs will depend on their price and robust data on effectiveness.
Science
"The data on effectiveness are not perfect, which is why we're doing a controlled study.
News & Media
Expert writing Tips
Best practice
When discussing data effectiveness, specify the context. For instance, clarify whether you're referring to effectiveness in decision-making, model training, or specific business processes.
Common error
Avoid vague statements like "the data is effective". Instead, clarify how the data is effective, providing specific metrics or examples to support your claim.
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "data effectiveness" functions as a noun phrase, where 'data' acts as a noun adjunct modifying the noun 'effectiveness'. It denotes the degree to which data achieves its intended purpose or produces a desired result. Ludwig examples showcase its use in diverse contexts, from assessing research outcomes to evaluating the impact of incentives.
Frequent in
Science
60%
News & Media
20%
Formal & Business
20%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "data effectiveness" is a phrase used to describe how well data achieves its intended purpose. Ludwig's analysis confirms its grammatical correctness, though it's used less frequently than other similar phrases. Its primary contexts are in science, news, and formal business settings, highlighting its importance in academic research and professional communication. While the term is valid, as also confirmed by Ludwig AI, consider specifying the context in which the data is effective for clarity. Alternatives like "data utility" or "data efficiency" can provide nuanced meanings based on the desired emphasis.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
data utility
Replaces "effectiveness" with "utility", emphasizing the usefulness and value of the data.
data efficiency
Focuses on how efficiently the data is used or processed.
data impact
Highlights the influence or effect of the data.
data performance
Refers to how well the data functions in a specific context.
data value
Emphasizes the worth or significance of the data.
data potency
Suggests the data's power or strength to produce a particular effect.
data productiveness
Highlights the capacity of data to generate results.
data influence
Stresses data's capacity to affect decisions and outcomes.
data success
Refers to how successfully the data achieves its intended purpose.
data strategic value
Highlights the overall strategic benefit of the data.
FAQs
How can I measure "data effectiveness"?
Measuring "data effectiveness" depends on the context. It can involve assessing the accuracy, relevance, timeliness, and completeness of the data, as well as its impact on decision-making and outcomes. Metrics might include improved efficiency, reduced costs, or better insights.
What are some alternatives to the phrase "data effectiveness"?
Alternatives include "data utility", "data efficiency", "data impact", and "data value". The best choice depends on the specific aspect you want to emphasize.
What factors contribute to high "data effectiveness"?
Factors contributing to high "data effectiveness" include data quality, proper data governance, effective data analysis techniques, and alignment with business goals. Ensuring data is accurate, accessible, and used appropriately is crucial.
How does "data effectiveness" relate to data quality?
"Data effectiveness" is closely related to data quality. High-quality data is accurate, complete, and reliable, which directly contributes to its effectiveness in supporting decision-making and achieving desired outcomes. Poor data quality undermines "data effectiveness".
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
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested