justified by data

USAGE SUMMARY

The phrase "justified by data" is correct and usable in written English.
You can use it when discussing decisions, conclusions, or actions that are supported or validated by empirical evidence or statistical information. Example: "The new policy changes were justified by data showing a significant increase in productivity among employees."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

The project deliverables, which engagement channels to leverage and even the design color scheme can all -- in one way or another -- be justified by data.

Forbes

He has argued that E.P.A. regulations in the past were justified by data that was impossible to verify independently.

The New York Times

Here, based on the AICc value, the first model containing both the discretionary and ordinary variables, together with spatial lag, has been identified as the model most justified by data, also referred to as the AIC 'best-ranked' model.

Crime Science

These propositions are likely to focus on claims which are justified by data, backing warrants and supports, but also have to take account of counter claims and the evidence they reveal.

Smart Learning Environments

Inclusion of oesophageal, oesophagogastric, and gastric cancers is justified by data showing comparable outcomes for these diseases (Chau et al, 2009a).

British Journal of Cancer

18 20 27 28 29 31 This rationale is justified by data from studies on the mechanisms of anterior cruciate ligament injuries.

British Medical Journal

Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

Today, their optimism seems both justified by the data, and remarkably insightful.

Huffington Post

We all generally liked this manuscript and felt that it reported an interesting story with conclusions well-justified by the data shown.

eLife

We considered a definition for the children age class up to 15 or 18 years old, justified by the available data and statistics, however the approach is transparent to this choice and analogous results to the ones presented can be reached by informing the model with a different definition of classes, as long as statistics informing the groups-specific parameters α, ε, η, and r are available.

BMC Infectious Diseases

The applicability of the model derived is justified by fitting it to the experimental data reported in the literature, and its performance is found to be satisfactory.

Polymer

The computational approaches undertaken in these studies are effective in dealing with the multiple complex data to indentify major target genes and transcriptional themes, and justified by the results being frequently supported by existing experimental data.

Plosone

Expert writing Tips

Best practice

When using the phrase "justified by data", ensure that the data is reliable, relevant, and appropriately analyzed to support your claim. Clearly cite your data sources to enhance credibility.

Common error

Avoid using "justified by data" to suggest absolute certainty or to dismiss alternative interpretations. Acknowledge limitations and potential biases in the data.

Linguistic Context

The phrase "justified by data" functions as a post-modifier, specifically an adjectival phrase, that describes or qualifies a preceding noun or idea. It indicates that something is supported or validated by factual information. As Ludwig AI states, the phrase is correct and usable in written English.

Expression frequency: Common

Frequent in

Science

40%

News & Media

30%

Academia

10%

Less common in

Formal & Business

10%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "justified by data" is a phrase used to express that a decision, conclusion, or action is backed by empirical evidence. As noted by Ludwig AI, it is considered correct English. Commonly found in science, news, and academic contexts, the phrase asserts the validity and rationale behind the subject it modifies. Alternatives such as "supported by data" or "validated by data" can be used to provide similar meanings, depending on the specific nuance desired. When using this phrase, ensure the data is reliable and appropriately cited to maintain credibility.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

supported by data

Replaces "justified" with "supported", emphasizing the backing provided by the data.

validated by data

Replaces "justified" with "validated", highlighting the confirmation aspect of the data.

substantiated by data

Uses "substantiated" instead of "justified", focusing on the proof provided by the data.

warranted by data

Employs "warranted" to convey that the data makes the action or decision reasonable.

evidenced by data

Replaces "justified" with "evidenced", stressing the data as evidence.

confirmed by data

Uses "confirmed" to indicate that the data verifies or corroborates something.

based on data

A more direct phrase, highlighting that something originates from or is derived from data.

data-driven justification

Inverts the phrase to emphasize the data's role in providing the justification.

data supports the decision

Shifts the focus to the data actively supporting a specific decision.

the data justifies the action

Puts data as the subject, actively justifying the action.

FAQs

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

Use "justified by data" to indicate that a decision, action, or conclusion is supported by empirical evidence. For example: "The new marketing strategy is "justified by data" showing a significant increase in customer engagement."

What are some alternatives to "justified by data"?

Alternatives include "supported by data", "validated by data", or "substantiated by data". The choice depends on the specific nuance you want to convey.

Is it better to say "justified by data" or "data justifies"?

Both are grammatically correct, but ""justified by data"" emphasizes the validation aspect, while "data justifies" puts the data in an active role.

In what contexts is "justified by data" commonly used?

"Justified by data" is frequently used in scientific research, business reports, and policy discussions to demonstrate that decisions are based on empirical evidence rather than speculation.