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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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data effectiveness

Grammar usage guide and real-world examples

USAGE 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

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).

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.

Of course, health economic data (effectiveness and resource utilisation) may be collected alongside a RCT.

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.

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).

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.

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.

21 However, the cost-effectiveness of such drugs will depend on their price and robust data on effectiveness.

Science

Hepatology

"The data on effectiveness are not perfect, which is why we're doing a controlled study.

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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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Uncommon

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.

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".

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Source & Trust

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Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: