data driven

USAGE SUMMARY

The phrase "data driven" is correct and can be used in written English.
You can use it when referring to decisions or solutions that are based on data and/or analytics rather than opinion or instinct. For example, "We used a data driven approach to determine the best marketing strategy for our product."

✓ Grammatically correct

News & Media

Science

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

50 human-written examples

It's very data driven.

The Guardian - Lifestyle

It is solely data driven".

The New York Times

"He is very data driven.

The New York Times

He's naturally inclined to be data driven.

The New York Times

Labor's campaign was well-resourced and data driven.

The Guardian - Opinion

The call lists and door knocks were data driven.

The Guardian

Human-verified similar examples from authoritative sources

Similar Expressions

10 human-written examples

Let data drive your decisions.

The Guardian

Met office data drives climate change policymaking in the Department for Energy and Climate Change.

The Guardian

Data drives performance more than algorithms.

F1000Research

The data drive".

The Guardian - Opinion

The announcement follows movement in other parts of the government's open data drive.

The Guardian

Expert writing Tips

Best practice

When describing a process or decision-making approach, use "data driven" to emphasize objectivity and reliance on verifiable information. For example, instead of saying "We guessed at the solution", say "We used a "data driven" approach to identify the optimal solution".

Common error

Be cautious about claiming something is entirely "data driven" when other factors (intuition, experience) also play a significant role. Qualify the statement by saying it is "primarily data driven" or "heavily influenced by data" to maintain accuracy.

Linguistic Context

The phrase "data driven" functions as a compound adjective, modifying nouns to indicate that something is influenced or determined by data analysis. As Ludwig AI indicates, this usage is grammatically correct and commonly employed.

Expression frequency: Very common

Frequent in

News & Media

36%

Science

33%

Formal & Business

11%

Less common in

Encyclopedias

0%

Wiki

0%

Social Media

0%

Ludwig's WRAP-UP

The phrase "data driven" is a common and grammatically sound adjective used to describe decisions, processes, or strategies that are based on data analysis. As Ludwig AI confirms, it’s suitable for various contexts, including news, science, and business. While alternatives like "evidence-based" or "metrics-driven" exist, "data driven" is widely understood and accepted. A key best practice is to use it to highlight objectivity, but avoid overstating data's sole influence when other factors are involved.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

evidence-based

Emphasizes the use of empirical evidence as the primary driver.

fact-based

Highlights reliance on factual information rather than opinions.

metrics-driven

Specifically focuses on using metrics or quantifiable measurements to guide decisions.

analytics-informed

Suggests decisions are shaped by insights derived from data analytics.

insights-led

Implies that insights gained from data analysis are the guiding force.

empirically supported

Highlights decisions that are backed by empirical research and findings.

quantitatively oriented

Focuses on using quantitative data and methods for decision-making.

statistically validated

Suggests that data has undergone statistical analysis to confirm its reliability.

research-guided

Emphasizes the role of research findings in shaping decisions and strategies.

algorithmically determined

Highlights the use of algorithms to process data and make automated decisions.

FAQs

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

Use "data driven" to describe processes, decisions, or strategies that are based on analysis and insights derived from data. For example, "Our marketing strategy is "data driven", relying on analytics to optimize campaigns".

What are some alternatives to "data driven"?

Depending on the context, you can use alternatives like "evidence-based", "fact-based", or "metrics-driven" to convey a similar meaning.

Is it redundant to say "data driven decision making"?

While not strictly redundant, it can be more concise to simply say "data driven decisions". The phrase "data driven" already implies that data is the driving force behind the decisions being made.

What is the difference between "data informed" and "data driven"?

"Data informed" means data is used to guide or influence decisions, while "data driven" implies that data is the primary and often sole basis for decisions. "Data informed" suggests a more balanced approach where other factors may also be considered.