informed by data

USAGE SUMMARY

The phrase "informed by data" is correct and usable in written English.
It can be used when discussing decisions, strategies, or conclusions that are based on data analysis or empirical evidence. Example: "Our marketing strategy is informed by data collected from customer surveys and sales trends."

✓ Grammatically correct

News & Media

Science

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

49 human-written examples

The paintings of American artist Suzanne McClelland, the exhibition's (meagre, unscholarly) catalogue informs us, are informed by data.

The Guardian - Arts

Data can be part of the creative process, he said: "If you have to make a decision, surely you're better informed by data".

The Guardian

Hook added that this demand will only increase as the need for data skills grows: "In five years' time, the media landscape will be predominantly programmatic, with media activated in near real-time, informed by data.

The Guardian

In an interview in 2006, Mr. Jordan said the rigor of scientific reasoning, testing hypotheses and making decisions informed by data were lessons learned from his science education that he found useful in business.

The New York Times

Combining poetic prose with psychological acuity – McCarry is the American Le Carré – the book plausibly incorporates its hypothesis into the known narrative involving Lee Harvey Oswald and is underwritten by our suspicion that McCarry's story may be informed by data picked up during his clandestine career.

The Guardian - Books

Which ones shape the editorial choice to push for a particular policy, rather than to dismiss it as too silly to belong in serious discussions?Whether we appreciate it or not, choices made in the thick of crisis are informed by data and horse-trading, yes, but are also made on the basis of apparitions like justice or dignity or propriety.

The Economist

Human-verified similar examples from authoritative sources

Similar Expressions

11 human-written examples

The model will be informed by primary data, including costing data, utility scores (EQ-5D) and changes in BMI in the 3 groups at 9-months.

BMC Health Services Research

55 Interview protocols will be informed by observation data, documentary analysis and previous interview data.

BMJ Open

The sequence could potentially be informed by field data, e.g., if a time-correlated data set such as electronic monitoring of bottle opening were used [ 24, 25].

BMC Systems Biology

The direction of the arcs connecting nodes is informed by the data, reflecting the dependency structure which generated the data [ 26].

BMC Veterinary Research

First, this study was based on cross-sectional data, whereas diagnostic thresholds would ideally be informed by incidence data of diabetes complications.

Diabetes Care

Expert writing Tips

Best practice

When using "informed by data", clearly indicate the source and type of data to strengthen your argument and establish credibility.

Common error

Avoid implying that data is the only factor influencing a decision. Acknowledge other considerations like experience, ethics, or intuition.

Linguistic Context

The phrase "informed by data" functions as a participial phrase acting as an adjective. It modifies a noun, indicating that the noun (e.g., decision, strategy) is influenced or based on data. As Ludwig AI confirms, this phrase is both correct and widely used.

Expression frequency: Very common

Frequent in

Science

28%

News & Media

28%

Formal & Business

14%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "informed by data" is a widely used and grammatically correct way to describe decisions, strategies, or understandings that are based on data analysis. As Ludwig AI confirms, its prevalence across various sources highlights its importance in communicating objectivity and evidence-based reasoning. While alternatives like "data-driven" and "based on data" exist, the key is to always provide context and avoid overstating the sole influence of data, acknowledging other factors that may contribute to a decision. By being mindful of these nuances, writers can effectively use "informed by data" to enhance their credibility and strengthen their arguments.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data-informed

Similar to the original, but less common.

data-driven

Single-word adjective emphasizing data as the primary driver.

based on data

Directly states the foundation as data, less nuanced.

guided by data

Suggests data provides direction or leadership.

using data as a basis

More verbose, explicitly stating the use of data.

with data as a foundation

Emphasizes data's role as a base for decisions.

analytically derived

Focuses on the analysis process that produces the insights.

empirically supported

Highlights that the data provides evidence or proof.

fact-based

Uses a more general term for data.

evidence-based

Implies a rigorous process of gathering and interpreting data.

FAQs

How can I use "informed by data" in a sentence?

You can use "informed by data" to describe a decision, strategy, or understanding that is based on analysis of data. For instance, "Our marketing strategy is "informed by data" collected from customer surveys."

What are some alternatives to saying "informed by data"?

Alternatives include "data-driven", "based on data", or "guided by data". The best choice depends on the specific nuance you want to convey.

What does it mean for a decision to be "informed by data"?

When a decision is "informed by data", it means that data analysis and empirical evidence played a significant role in shaping that decision. It implies a more rigorous and objective approach than relying solely on intuition or guesswork.

Is it redundant to say "informed by data analysis"?

While technically not incorrect, "informed by data analysis" can be slightly redundant since "data" often implies analysis. However, it can emphasize the analytical process if needed.