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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
Perpetuate bias
Grammar usage guide and real-world examplesUSAGE SUMMARY
"perpetuate bias" is a valid and usable phrase in written English
You can use it to describe situations in which deeply entrenched forms of prejudice or unequal treatment are kept in place. For example, you might say, "The school's decision to continue to maintain single-sex classes perpetuates gender bias."
✓ Grammatically correct
Science
News & Media
Encyclopedias
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
On a cautionary note, when using databases of convicted criminals to estimate guilt, both the Bayesian and frequentist statistical approaches may perpetuate biases in a system of justice.
Science
"We're doing a lot of research now with the Vector Institute for AI… on fairness in our AI models, because what we've seen so far is that — if left unattended, if all we did was run these models and not adjust for some of the ethical considerations — we would just perpetuate biases that we've seen in the historical data," he adds.
News & Media
—Female, 18 29 years old, owner of patent medicine store in a slum in Ibadan Furthermore, sometimes providers perpetuate biases and myths about contraception to potential family planning users.
Imposing data completeness criteria, e.g., requiring that each 24-hr prediction have complete (or nearly complete) data, partially addresses this problem for model validation studies, but may perpetuate biases in epidemiological studies since exposure estimates for those days with potentially the highest concentrations are more likely to be omitted.
Philosophical feminism, a loosely related set of approaches in various fields of philosophy that (1) emphasizes the role of gender in the formation of traditional philosophical problems and concepts, (2) analyzes the ways in which traditional philosophy reflects and perpetuates bias against women, and (3) defends philosophical concepts and theories that presume women's equality.
Encyclopedias
Solutions can only be implemented, and therefore effective, if tech companies fully acknowledge their roles in maintaining and perpetuating bias, discrimination and falsehoods, he adds.
News & Media
Knowledge that all of us are part of a culture that perpetuates bias appeared to mitigate anger expressed by some course participants.
Science
Training which aims to promote cultural awareness and cultural competence can instead risk promoting detrimental conceptualisations of those from non-dominant cultures as 'different' , thus further perpetuating bias [ 26].
Science
Does this perpetuate prejudice?
News & Media
When they are trained using skewed data, or even data that is balanced but the systems are biased in decision-making, they will perpetuate the bias, as well.
News & Media
If British publishers were to perpetuate that bias, if only through timidity, the loss would be ours.
News & Media
Expert writing Tips
✓ Best practice
When using "perpetuate bias", ensure the context clearly identifies the specific bias being perpetuated (e.g., gender bias, racial bias) for clarity and impact.
⚠ Common error
Avoid vague statements about "systems" perpetuating bias without specifying the mechanisms or actors involved. Provide concrete examples or evidence to support your claim.
Linguistic Context
The phrase "perpetuate bias" functions as a verb phrase where "perpetuate" (verb) acts upon "bias" (noun). It describes the act of maintaining or reinforcing an existing prejudice or inclination. As confirmed by Ludwig AI, this is a valid and usable phrase in written English.
Expression frequency: Common
✓ Frequent in
Science
37%
News & Media
37%
Encyclopedias
8%
⚠ Less common in
Wiki
2%
Formal & Business
2%
Social Media
0%
Ludwig's WRAP-UP
The phrase "perpetuate bias" is a commonly used and grammatically sound expression, as confirmed by Ludwig AI, that describes the act of continuing or reinforcing existing prejudices. It is frequently found in scientific and news contexts, highlighting its relevance in discussions about social justice, ethical considerations, and the need for systemic change. When using this phrase, it's crucial to clearly identify the specific bias being discussed to enhance clarity and impact. Related phrases include "reinforce prejudice" and "sustain inequalities", offering alternative ways to express similar concepts. By understanding and addressing how biases are perpetuated, we can work towards a more equitable and just society.
Alternative expressions
Phrases that express similar concepts, ordered by semantic similarity:
reinforce prejudice
Focuses on strengthening existing prejudices.
maintain discrimination
Highlights the continuation of discriminatory practices.
sustain inequalities
Emphasizes the ongoing nature of unequal conditions.
entrench stereotypes
Indicates firmly establishing stereotypical beliefs.
continue partiality
Highlights the ongoing state of being biased.
foster skewed perspectives
Focuses on nurturing and promoting biased viewpoints.
More alternative expressions(6)
FAQs
How can I use "perpetuate bias" in a sentence?
You can use "perpetuate bias" to describe actions or systems that continue or reinforce existing biases. For example: "Using skewed data sets can "perpetuate bias" in AI algorithms".
What are some alternatives to "perpetuate bias"?
Alternatives include "reinforce prejudice", "maintain discrimination", or "sustain inequalities", depending on the specific nuance you want to convey.
Is it correct to say "perpetuate a bias" or "perpetuate bias"?
Both are grammatically correct, but "perpetuate bias" is more common when referring to bias in general. "Perpetuate a bias" is used when referring to a specific instance of bias.
What's the difference between "perpetuate bias" and "create bias"?
"Perpetuate bias" means to continue or reinforce an existing bias, while "create bias" means to introduce a new bias. For example, biased algorithms "perpetuate bias" but flawed experimental designs can "create bias".
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