depends on the data

USAGE SUMMARY

The phrase "depends on the data" is correct and usable in written English.
You can use it when discussing a situation or outcome that is contingent upon specific information or data points. Example: "The accuracy of the model's predictions depends on the data collected during the training phase."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

The answer is tricky and depends on the data set.

The New York Times

The value of this parameter depends on the data characteristics.

Applied Soft Computing

Mr Dudley still thinks tapering could begin this year, though it "depends on the data".

The Economist

Eliminating the ACS would also blindside business, which depends on the data to help tailor products and services to customers.

The Washington Post

However, the classification accuracy of CBC greatly depends on the data distribution.

Knowledge-Based Systems

The right machine learning algorithm depends on the data and the environment being modeled.

Perspectives on Data Science for Software Engineering

The arrangement design of a submarine depends on the data of the parent ships and the knowledge of experts.

Advances in Engineering Software

Given our desire to put the user first, we naturally concluded that much of our work depends on the data gathered by the Usability & Accessibility (U&A) Workgroup.

Yale University

Although the actual time saved depends on the data, speedups of an order of magnitude have been observed for datasets of useful size and complexity.

Stanford University

Travelocity's notification feature works for flights on a variety of airlines booked through its site, but the depth and timeliness of the information depends on the data from the airlines.

The New York Times - Travel

The accuracy of predictions provided by these models depends on the data quality, appropriate estimation of model parameters, and the validation undertaken.

Science of The Total Environment

Expert writing Tips

Best practice

When using "depends on the data", ensure the context clearly defines what kind of data is being referenced to avoid ambiguity. For example, specify "depends on the sales data" or "depends on the experimental data".

Common error

Avoid using "depends on the data" as a vague statement without specifying which aspects of the data are crucial. Instead of saying "the conclusion depends on the data", be specific: "the conclusion depends on the statistical significance of the data's p-value."

Linguistic Context

The phrase "depends on the data" functions as a connector indicating conditionality or contingency. It suggests that a particular outcome, result, or conclusion is not fixed but is instead determined by the specific characteristics or values within a dataset. Ludwig confirms this with numerous examples across diverse fields.

Expression frequency: Very common

Frequent in

Science

62%

News & Media

17%

Formal & Business

3%

Less common in

Academia

15%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "depends on the data" is a common and grammatically sound expression used to convey that an outcome or conclusion is contingent upon specific data. As Ludwig AI confirms, the expression is widely used across diverse contexts, particularly in scientific, news, and formal business settings. When using the phrase, ensure the context is clear regarding what data is being referenced to avoid ambiguity. Alternatives like "hinges on the data" or "is contingent upon the data" can offer nuanced variations. The high frequency and the affirmation by Ludwig AI indicate its robust and reliable usage in written English.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

hinges on the data

Replaces "depends" with "hinges", emphasizing that the outcome is critically reliant on the data.

is contingent upon the data

Uses a more formal tone, replacing "depends" with "is contingent upon", highlighting conditionality.

is subject to the data

Indicates that the result is influenced and possibly altered by the data.

relies on the data

Substitutes "depends" with "relies", stressing the necessity of the data for a specific outcome.

is a function of the data

Highlights that the result is mathematically or directly determined by the data.

is determined by the data

Emphasizes that the data is the deciding factor.

is governed by the data

Suggests that the data controls or dictates the result.

is conditional on the data

Similar to "contingent upon", it specifies the conditional nature of the relationship.

turns on the data

Uses the idiom "turns on" to mean the outcome is decided by the data.

is predicated on the data

A more formal alternative, meaning that the outcome is based on the data.

FAQs

How can I use "depends on the data" in a sentence?

You can use "depends on the data" to indicate that an outcome or conclusion is contingent on specific information. For example, "The accuracy of the model "depends on the data" collected during the training phase."

What are some alternatives to saying "depends on the data"?

Alternatives include phrases like "hinges on the data", "is contingent upon the data", or "relies on the data", depending on the nuance you want to convey.

Is it correct to say "it depends of the data" instead of "depends on the data"?

No, the correct preposition to use is "on", not "of". The correct phrase is ""depends on the data"".

How does the quality of data affect something that "depends on the data"?

If something ""depends on the data"", the quality of that data is crucial. Poor quality data can lead to inaccurate conclusions or unreliable outcomes. For instance, if a financial forecast depends on flawed market data, the forecast will likely be inaccurate.