minimize bias

USAGE SUMMARY

"minimize bias" is correct and usable in written English.
It is used to refer to attempts to reduce prejudicial or discriminatory behavior. For example, "The organization has established protocols to minimize bias in hiring practices."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Sure, but whatever they do to minimize bias is good".

The New York Times

Therefore, its simulation output was calibrated to minimize bias.

Progress in Earth and Planetary Science

And then in each area, offer specific strategies a person could start using tomorrow to minimize bias".

TechCrunch

A matched control cohort was used to offset the possible coding errors and to minimize bias.

The Journal of Headache and Pain

The single evaluation was performed prior to the comparison study in order to minimize bias effects.

EJNMMI Research

All radiographic data were de-identified prior to analysis, in an attempt to minimize bias.

Journal of Orthopaedics and Traumatology

We included only the randomized controlled trials to minimize bias and possible confounders.

Progress in Orthodontics

All studies were good in methodological quality and scored above the minimum required to minimize bias.

The Journal of Headache and Pain

Sample order was randomized to minimize bias due to positional effects.

Pastoralism

We know that the earlier a company prioritizes diversity, and embeds the right structures and processes to minimize bias and cultivate an inclusive culture, the better," Emerson says.

TechCrunch

To minimize bias we have chosen independent experts, from different schools, who are not working together.

Plosone

Expert writing Tips

Best practice

When writing about research methodologies, be specific about the steps taken to "minimize bias", such as randomization, blinding, or the use of control groups.

Common error

Avoid claiming that bias has been completely eliminated. Instead, focus on describing the measures taken to "minimize bias" and acknowledge any remaining limitations.

Linguistic Context

The phrase "minimize bias" functions as a purposeful infinitive phrase, often used to describe the intended outcome of an action or process. As Ludwig AI indicates, it is generally considered correct and usable in written English, frequently appearing to explain methodologies designed to improve objectivity.

Expression frequency: Very common

Frequent in

Science

78%

News & Media

12%

Formal & Business

10%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "minimize bias" is a common and grammatically sound expression used to describe efforts to reduce prejudice, distortion, or unfairness in various processes. As Ludwig AI confirms, it’s widely accepted and utilized across diverse fields, particularly in science, news, and formal business contexts. When employing this phrase, specificity in outlining the steps taken to mitigate bias is crucial for clarity and transparency. While aiming to eliminate bias is ideal, it’s more pragmatic to focus on minimizing it and acknowledging any remaining limitations. Alternatives such as "reduce prejudice" or "ensure impartiality" can be used depending on the context to add variety to your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

ensure impartiality

Highlights guaranteeing unbiased treatment or consideration.

reduce prejudice

Focuses specifically on reducing prejudice, a form of bias.

circumvent prejudice

Focuses on finding a way around prejudice.

limit distortion

Aims to restrict inaccuracies or misrepresentations.

mitigate partiality

Emphasizes lessening partiality or favoritism.

avoid skewed results

Focuses on preventing results that are not representative.

neutralize influence

Aims to counteract effects that may sway outcomes.

lessen subjectivity

Highlights reducing the influence of personal opinions or feelings.

correct for errors

Addresses fixing mistakes or inaccuracies.

control for confounding variables

Addresses managing factors that could distort results.

FAQs

How can I use "minimize bias" in a sentence?

You can use "minimize bias" to describe actions taken to reduce prejudice or distortion in a process, such as "The study used a double-blind design to "minimize bias" in the results."

What are some alternatives to the phrase "minimize bias"?

Alternatives include phrases like "reduce prejudice", "ensure impartiality", or "limit distortion", depending on the specific context.

What is the difference between "minimize bias" and "eliminate bias"?

"Minimize bias" suggests reducing bias as much as possible, while "eliminate bias" implies complete removal, which is often difficult to achieve in practice. It's generally more accurate to aim to "minimize bias".

In what contexts is it important to "minimize bias"?

It's crucial to "minimize bias" in various contexts such as scientific research, hiring processes, legal proceedings, and news reporting to ensure fairness, accuracy, and objectivity.