based on data

USAGE SUMMARY

"based on data" is a grammatically correct and usable phrase in written English.
It is used to indicate that something has been determined or concluded based on evidence or information gathered from a set of data. For example: "Based on data collected from various sources, it was determined that global temperatures have increased by 1.1 degrees Celsius since 1880."

✓ Grammatically correct

News & Media

Academia

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Based on data from Altmetric.com.

Nature

Everything is based on data.

The Guardian

The work is based on data.

The Guardian

Industry classifications based on data from SharkRepellent.net.net

Columbia University

Based on data provided by CamberView Partners.

Columbia University

The maps are based on data from 1992 to 1996.

The New York Times

The study was based on data from 2002 to 2005.

The New York Times

The workload is based on data from Ms. Sliker's office.

The New York Times

"It needs a fresh look based on data.

The New York Times

Based on data from 3.2 million job candidates.

Harvard Business Review

Here are key things we know based on data.

The Washington Post

Expert writing Tips

Best practice

When using "based on data", ensure the data source is credible and verifiable to strengthen your argument or conclusion.

Common error

Avoid presenting conclusions as definitive truths simply because they are "based on data". Acknowledge potential limitations, biases, or alternative interpretations of the same data.

Linguistic Context

The phrase "based on data" functions as a prepositional phrase, modifying a verb or noun to indicate the foundation or justification for an action, conclusion, or statement. According to Ludwig, it signifies reliance on factual evidence.

Expression frequency: Very common

Frequent in

News & Media

37%

Academia

20%

Science

17%

Less common in

Formal & Business

10%

Wiki

6%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "based on data" is a widely used and grammatically correct prepositional phrase that signifies a reliance on factual evidence for decision-making or conclusions. Ludwig AI confirms its validity. It appears most frequently in news, academic, and scientific contexts, lending credibility and objectivity to statements. When using this phrase, it's important to ensure the data source is credible and to avoid oversimplifying complex interpretations. Consider alternatives like "informed by data" or "data-driven" for stylistic variation.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

informed by data

This alternative suggests that the data provides background information that guides the decision or action.

data-driven

This is a more concise, adjective-like way to describe something that is guided by data.

grounded in data

This alternative emphasizes the solid foundation that data provides.

according to data

This phrase directly attributes the information or conclusion to the data itself.

as data indicates

This highlights the role of the data in showing or suggesting something.

with data as the basis

This is a more verbose way to state that data serves as the foundation.

relying on data

This emphasizes the dependence on data for making judgments or decisions.

drawing from data

This suggests that information is being extracted or derived from the data.

using data as evidence

This alternative frames the data as supporting evidence for a particular claim.

evidence-based

This term underscores that conclusions or approaches are derived and validated by empirical evidence.

FAQs

How can I effectively use "based on data" in a sentence?

Use "based on data" to introduce conclusions, recommendations, or actions derived from factual information. For example, "The marketing strategy, "based on data" from customer surveys, aims to increase engagement by 20%."

What are some alternatives to saying "based on data"?

Depending on the context, you can use alternatives like "informed by data", "data-driven", or "grounded in data" to express similar meanings.

Is it redundant to say "based on data analysis"?

While not strictly incorrect, it can be slightly redundant. The phrase "based on data" inherently implies analysis, so it's often sufficient to simply say "based on data". However, including "analysis" can emphasize the analytical process.

How does "based on data" differ from "based on opinion"?

"Based on data" indicates that a conclusion is derived from objective evidence, while "based on opinion" suggests that it stems from subjective beliefs or personal viewpoints. Data-driven decisions are typically considered more reliable than those based solely on opinions.