data-driven result

USAGE SUMMARY

The phrase "data-driven result" is correct and usable in written English. You can use it when discussing outcomes or conclusions that are based on data analysis or empirical evidence. For example, "The marketing team achieved a data-driven result by analyzing customer behavior trends." Alternative expressions include "evidence-based outcome" and "analytics-informed result."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

Incorporating such random knowledge, the inference results will deviate from the purely data-driven result.

BMC Systems Biology

Figure  2(b) shows that when the prior knowledge is 100% false, the recall is the same as that of the purely data-driven result, because in this case the prior knowledge brings in no useful information for correct edge detection.

BMC Systems Biology

Further, let | E| be the number of edges in the graph G. Our objective is to bound the increase of inference error rate associated with the purely data-driven result, d G T, G X, W R, θ / E T − d G T, G X / E T, within an acceptable range δ even if the prior knowledge is the worst case by finding a proper θ.

BMC Systems Biology

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

With a new faith in standards and data-driven results, the public judged decentralization an overall failure.

The New York Times

The study drew from the decades of climate research, then integrated that work with the latest econometric analyses to develop empirical, data-driven results.

University of California, Berkeley

It has thus had to operate in the dark, advocating for data-driven results and systems for the rest of the organization, but not for itself.

Forbes

Direct marketing, growth marketing, strategic marketing — you name it, Tim and his team at LIFT have used these techniques to craft messaging with solid, data-driven results.

Forbes

Moreover, since econometric models are data-driven, results obtained from these models are reliable and an accurate interpretation of such results will help in policy and decision making in the field of disaster risk management.

International Journal of Disaster Risk Science

We present these data-driven results with the new air pollutant exposure data primarily in the Supplemental Material, Table 3 (doi:10.1289/ehp.0901407).

Environmental Health Perspectives

22 In order to compare to other commonly used methods of resting-state analysis, we replicated our data-driven results with a seed-based approach.

Annals of Clinical and Translational Neurology

For differential network recovery, the naïve baseline is almost identical to purely data-driven results because the prior knowledge seldom includes a differential edge in a large network with sparse changes.

BMC Systems Biology

Expert writing Tips

Best practice

When using "data-driven result", ensure that the connection between the data and the outcome is clear and well-articulated. Specify which data was analyzed and how it led to the stated result.

Common error

Avoid claiming a "data-driven result" when the data only partially supports the outcome. Acknowledge other contributing factors if they exist to maintain credibility.

Linguistic Context

The phrase "data-driven result" functions as a noun phrase, where "data-driven" acts as a compound adjective modifying the noun "result". It describes a result that is based on or derived from data analysis. Ludwig AI confirms this usage through various examples in scientific and news domains.

Expression frequency: Rare

Frequent in

Science

33%

News & Media

33%

Academia

33%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "data-driven result" is a noun phrase emphasizing that a conclusion is based on data analysis. Ludwig AI indicates it's grammatically sound and usable across diverse contexts like science, news, and academia, although it appears less frequently in formal business settings. To use this phrase effectively, ensure that the connection between the data and the result is clearly explained to maintain transparency and credibility.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data-informed outcome

Emphasizes the use of data as a source of information shaping the final outcome.

evidence-based conclusion

Highlights the role of evidence derived from data in reaching a final conclusion.

data-derived finding

Focuses on the process of extracting or deriving the finding from data.

empirically supported result

Stresses the empirical, or observation-based, nature of the support for the result.

analytics-driven outcome

Highlights the use of analytics in determining the outcome.

quantitatively determined result

Emphasizes the quantitative aspect of the data leading to the result.

statistically significant finding

Indicates the finding is statistically significant and not due to random chance.

data-centered outcome

Implies that the outcome is centrally focused on data analysis and interpretation.

fact-based result

Highlights the factual basis of the result, suggesting it is grounded in verifiable data.

data-backed conclusion

Shows how the conclusion is backed by the underlying data.

FAQs

How can I effectively use "data-driven result" in a sentence?

To effectively use "data-driven result", clearly explain the data sources and analytical methods used to arrive at the "data-informed outcome". For example, "The marketing campaign's success was a data-driven result of analyzing customer purchase patterns".

What are some alternatives to "data-driven result"?

You can use alternatives such as "evidence-based conclusion", "data-derived finding", or "empirically supported result" depending on the specific context.

Is it appropriate to use "data-driven result" in formal writing?

Yes, "data-driven result" is appropriate for formal writing, especially in scientific, business, and academic contexts where empirical evidence is valued. Ensure that your analysis is thorough and transparent.

What makes a result truly "data-driven"?

A result is truly "data-driven" when the conclusions are primarily based on rigorous analysis of empirical data, rather than intuition or assumptions. This requires a clear methodology and transparent reporting of the data used.