influential data

USAGE SUMMARY

The phrase "influential data" is correct and usable in written English.
It can be used when referring to data that has a significant impact or effect on a particular outcome or decision-making process. Example: "The influential data collected from the survey helped shape the company's marketing strategy for the upcoming year."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

Influential data are those that have a disproportionate impact on model performance, parameters and/or predictions.

Journal of Hydrology

For the analytical methods, both linear and nonlinear estimates of leverage are used to calculate Cook's distance, which is used to rank influential data.

Journal of Hydrology

Influence diagnostics aim to identify a small number of influential data points that have a disproportionate impact on the model parameters and/or predictions.

Journal of Hydrology

Visual assessment was not a reliable method of influence analysis as there was no direct relationship between the most influential data and the highest observed streamflows.

Journal of Hydrology

The growth of the economy could prove an influential data point in the midterm US elections this fall, in which the White House will want to show the economy is improving in order to win more seats for Democrats.

The Guardian - Business

Welsch is widely recognized for his book, Regression Diagnostics: Identifying Influential Data and Sources of Collinearity, (with Edwin Kuh and David Belsley) on regression diagnostics and for his work on robust estimation, multiple comparison procedures, nonlinear modeling, and statistical computing.

Massachusetts Institute of Technology

We found that a choice of 30 50 is suitable for hydrological applications similar to those explored in this study (30 points identified the most influential data 98% of the time and reduced the required recalibrations by 99% for a 10 year calibration period).

Journal of Hydrology

Ongoing concerns have also been voiced by the bloc's influential data protection chiefs.

TechCrunch

Cook's distance and studentized residuals were used to indicate influential data points (Jacoby 2005).

International Journal of Disaster Risk Science

Ongoing concerns have also been voiced by the bloc's influential data protection chiefs.

TechCrunch

Human-verified similar examples from authoritative sources

Similar Expressions

1 human-written examples

"I've reviewed some just God awful stuff," cringes Rutgers Professor Bruce Baker, whose influential data-driven education, blog, schoolfinance101 has helped him become a go-to reviewer for policy reports.

TechCrunch

Expert writing Tips

Best practice

When using "influential data", clearly specify the context in which the data is influential to avoid ambiguity.

Common error

Avoid using "influential data" when the data has only a minor or negligible impact; instead, opt for more accurate descriptors like "supporting data" or "relevant data".

Linguistic Context

The phrase "influential data" functions as a noun phrase where the adjective "influential" modifies the noun "data". According to Ludwig, the phrase is correct and usable in written English. The examples confirm that it primarily serves to identify data points with a disproportionate impact on outcomes, predictions, or models.

Expression frequency: Uncommon

Frequent in

Science

70%

News & Media

20%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "influential data" is a valid and useful phrase for describing data that has a significant impact on outcomes or models. Ludwig AI confirms its grammatical correctness and usability. The phrase is most commonly found in scientific and technical contexts, but also appears in news and business writing. While "influential data" is a precise term, alternatives like "impactful data" or "significant data" can be used depending on the nuance you want to convey. Remember to provide sufficient context to clarify what the data is influencing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

impactful data

Replaces "influential" with a synonym that emphasizes the data's effect.

significant data

Substitutes "influential" with a term that highlights the data's importance.

critical data

Emphasizes the importance of the data for decision-making or analysis.

key data

Focuses on the data's role as essential or central to a situation.

decisive data

Highlights the data's ability to determine an outcome or decision.

pivotal data

Indicates data that is crucial for changing the direction or outcome of something.

high-impact data

Rephrases using a compound adjective to stress the data's strong effect.

powerful data

Conveys the strength and effect of the data.

consequential data

Highlights the data's resulting impact and importance.

notable data

Replaces "influential" with a term that highlights the data's prominence.

FAQs

How can I use "influential data" in a sentence?

You can use "influential data" to describe data that significantly affects outcomes, models, or decisions. For example: "The "influential data" from the customer survey reshaped the product development roadmap."

What are some alternatives to "influential data"?

Alternatives include "impactful data", "significant data", or "critical data", depending on the specific nuance you wish to convey.

What makes data "influential"?

Data is considered "influential" when its presence or absence significantly alters the results of an analysis, model parameters, or decisions made based on the data.

Is "influential data" the same as "important data"?

While related, "influential data" specifically implies a strong effect on a model or decision, whereas "important data" may simply be relevant or significant without necessarily causing a major shift in outcomes.