based on bias

USAGE SUMMARY

The phrase "based on bias" is correct and usable in written English.
You can use it to refer to decisions or conclusions that were made based on prejudice or preconceived notions. For example, "His decision to pass her over for the promotion was based on bias."

✓ Grammatically correct

News & Media

Science

Human-verified examples from authoritative sources

Exact Expressions

34 human-written examples

"If you're a trans person trying to find a doctor," she said, "are you really distinguishing between a doctor who denies you based on bias and one who denies you based on uncertainty of their skillset?" People who have been refused healthcare due to discrimination often refuse to seek healthcare in the future.

Vice

Mr. Bush suggested that the objections to the deal might be based on bias against a company from the Middle East, one he said was an ally in fighting terrorism.

The New York Times

The Chaissons are charged with intimidation based on bias or bigotry.

The New York Times

Voters become unaware they are receiving political messages based on bias.

The Guardian - Opinion

"It goes in the opposite direction of good science and it is an enforcement measure based on bias".

The New York Times

But how can we determine if we're acting based on bias or fact?

The New York Times

Human-verified similar examples from authoritative sources

Similar Expressions

26 human-written examples

But since no one publishes negative results, Lehrer says, those important decisions are sometimes based on biased information.

The New York Times - Magazine

Each study included in this review was assessed for quality as good, moderate, or poor based on biases using the modified Hayden's criteria30.

Nature

Static and dynamic master-slave flip-flops based on biased-load and pseudo-CMOS logic are designed, fabricated and characterized.

Organic Electronics

"Such intrusive practices could see decisions being made against certain groups based on biases about race, gender, religion or sexuality – or because their posts in some way mark them as unconventional.

The Guardian - Money

Neuroscientists believe that overoptimism is based on biased information processing in the brain, which makes it difficult to correct overly rosy expectations in the young (this bias might actually be evolutionary efficient, as a powerful driver for seeking progress).

Harvard Business Review

Expert writing Tips

Best practice

When using the phrase "based on bias", be specific about the type of bias involved (e.g., racial bias, gender bias) to provide clarity and context. Avoid vague statements that lack concrete examples.

Common error

Avoid using "based on bias" without providing supporting evidence or examples. Making unsubstantiated claims of bias can weaken your argument and damage your credibility.

Linguistic Context

The phrase "based on bias" functions as a prepositional phrase that modifies a noun or verb, indicating the underlying reason or foundation for an action, decision, or belief. As noted by Ludwig AI, this phrase describes choices derived from prejudice or preconceived notions. For example, 'The decision was based on bias.'

Expression frequency: Common

Frequent in

News & Media

40%

Science

35%

Formal & Business

10%

Less common in

Wiki

5%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "based on bias" is a prepositional phrase used to indicate that something is founded on prejudice or preconceived notions. As Ludwig AI confirms, it is grammatically correct and commonly used. It appears most frequently in news and media and scientific contexts. When using this phrase, it's important to be specific about the type of bias and to provide evidence to support the claim. Alternatives include "stemming from prejudice" or "rooted in discrimination", depending on the context. Be mindful of the negative connotation associated with "based on bias", as it implies unfairness and lack of objectivity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

originating from biased viewpoints

Directly uses "biased viewpoints" as the source.

stemming from prejudice

Highlights the origin as prejudice, rather than just bias.

rooted in discrimination

Emphasizes the discriminatory nature of the foundation.

arising from unfair judgment

Focuses on the unfairness aspect of the judgment.

predicated on partiality

Replaces "bias" with "partiality" for a more formal tone.

built on biased assumptions

Highlights the role of possibly false assumptions.

founded on preconceived notions

Focuses on the preconceived aspect of the underlying basis.

influenced by subjective viewpoints

Highlights the role of subjective opinions in shaping the base.

deriving from skewed perspectives

Stresses the distorted or skewed nature of the viewpoint.

resulting from skewed analysis

Implies that the analysis leading to the conclusion was flawed due to bias.

FAQs

How can I use "based on bias" in a sentence?

You can use "based on bias" to describe decisions, actions, or beliefs that are influenced by prejudice or preconceived notions. For example, "The hiring decision was "based on bias" rather than qualifications."

What are some alternatives to "based on bias"?

Alternatives to "based on bias" include "stemming from prejudice", "rooted in discrimination", or "influenced by subjective viewpoints" depending on the context.

What's the difference between "based on bias" and "biased"?

"Based on bias" describes something that is founded on prejudice or preconceived notions, while "biased" describes something that exhibits prejudice or favors one side unfairly. For example, a report might be "biased", leading to conclusions "based on bias".

Is it always negative to say something is "based on bias"?

Yes, generally stating that something is "based on bias" carries a negative connotation, as it suggests that decisions or judgments were made unfairly and without proper consideration of facts. The effect is always detrimental for the affected people and/or processes.