Used and loved by millions
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
unbiased toward
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "unbiased toward" is correct and usable in written English.
It can be used when discussing neutrality or impartiality regarding a particular subject or group. Example: "The research findings were presented in an unbiased toward any specific demographic, ensuring fairness in the analysis."
✓ Grammatically correct
News & Media
Science
Alternative expressions(3)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
3 human-written examples
The lawyers said there was little chance a Camden County jury would be unbiased toward the rabbi, who has been charged with paying two men to kill his wife, Carol, in their Cherry Hill home six years ago.
News & Media
Studies describing dendritic morphology based on analysis of single dendritic trees often have led to the conclusion that dendritic ramification is random and that the growth directionality is unbiased toward specific targets [32], [33].
Science
Based on the individuals' spontaneous preference during this pretest phase, the drug-paired chamber was assigned in such a way that saline and morphine groups were counterbalanced and unbiased toward contextual cues.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
54 human-written examples
Since these candidate approaches have shown that a relatively subtle (<2-fold) change in Pmp22 transcription could effectively treat the most common form of inherited peripheral neuropathies, there is a significant need for unbiased approaches toward identification of therapeutic agents for CMT1A.
Science
Research in recent years has moved toward unbiased "systems medicine" approaches, using hypothesis-generating strategies to investigate new pathways.
Science
This task provides a step toward unbiased visual proteomics of cells, which aims to discover the shapes, abundance and spatial distributions of all large protein complexes in a cell.
Science
To predict the free-energy landscapes for a reaction pathway pulling syb2 toward the extravesicular side of the membrane, which is the direction of the force transfer from the SNARE complex, harmonic potentials were applied to the peptide in its unbiased position, pulling it toward new biased equilibrium positions.
Science
In this study we computed different estimators for several values of Λ, to confirm that our estimators were converging toward the unbiased true estimator.
Science
Moreover, this predictability was not influenced by the clinical grade of the SAH, an observation that can lead to an unbiased and more attentive attitude toward patients at theoretical risk of DIND and establish lower threshold for their investigation and escalation of therapy when necessary.
Science
In the rescaling shown in Fig. 1, it is clear that the process that we thought unbiased at first, is in fact biased toward losses.
At the same time, steering the residues of the neighbouring monomers leads to significant conformational changes toward the target state different from the unbiased case.
Expert writing Tips
Best practice
When aiming for objectivity, use "unbiased toward" to indicate a lack of preference or prejudice in your approach or analysis.
Common error
Avoid using "unbiased toward" when you actually mean a lack of interest or concern. "Unbiased" implies a conscious effort to avoid prejudice, not apathy.
Source & Trust
91%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "unbiased toward" functions as an adjective phrase modifying a noun or pronoun. It describes the quality of being impartial or free from prejudice in relation to something. Ludwig confirms this usage by providing examples of how it is employed in sentences to denote neutrality.
Frequent in
Science
66%
News & Media
33%
Formal & Business
0%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "unbiased toward" is a grammatically sound phrase used to describe impartiality or a lack of prejudice, as confirmed by Ludwig. While relatively infrequent, its primary contexts include science and news media, reflecting its association with objectivity. The analysis suggests that while striving for a "unbiased" perspective is important, awareness of potential biases remains crucial for ensuring credible evaluations. Understanding the contexts and appropriate alternatives ensures clear and effective communication when discussing neutrality.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
neutral toward
Focuses on neutrality, emphasizing a lack of inclination in any direction.
impartial to
Highlights fairness and objectivity in treatment or consideration.
objective toward
Stresses basing opinions or actions on facts rather than personal feelings.
fair toward
Emphasizes equitable treatment and lack of prejudice.
equitable toward
Focuses on justice and fairness in the approach.
even-handed with
Suggests treating all parties or viewpoints equally.
without prejudice toward
Explicitly states the absence of preconceived biases.
open-minded toward
Highlights a willingness to consider different ideas or opinions.
dispassionate about
Emphasizes a lack of emotion influencing judgment.
detached from
Indicates a lack of emotional involvement or personal interest.
FAQs
How can I use "unbiased toward" in a sentence?
Use "unbiased toward" to describe an approach, analysis, or person that is free from prejudice or favoritism towards a particular subject or group. For example, "The study aimed to be unbiased toward any specific demographic".
What are some alternatives to "unbiased toward"?
You can use alternatives such as "neutral toward", "impartial to", or "objective toward" depending on the specific context.
What does it mean to be "unbiased toward" something?
To be "unbiased toward" something means to approach it without any preconceived notions, prejudices, or favoritism. It signifies an attempt to be fair and objective in one's assessment or treatment.
Is it always possible to be completely "unbiased toward" a topic?
While complete objectivity is often difficult to achieve, striving to be "unbiased toward" a topic involves acknowledging one's own biases and making a conscious effort to minimize their influence on one's judgment or actions.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
91%
Authority and reliability
4.1/5
Expert rating
Real-world application tested