as benchmarks by

USAGE SUMMARY

The phrase "as benchmarks by" is not correct and does not convey a clear meaning in written English.
It may be intended to describe something being used as a standard or point of reference, but the construction is awkward and unclear. Example: "The results of the study were used as benchmarks by researchers to evaluate future experiments."

⚠ May contain grammatical issues

News & Media

Science

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

In principle, patients paying out of pocket could use the actual Medicare payment for an MS-DRG rate as benchmarks by which to gauge the reasonableness of whatever a hospital may charge them for that type of case.

The New York Times

In addition, the World Bank's rules are often treated as benchmarks by regional and national development banks and large private sector firms as they set their own standards for financing development.

Huffington Post

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

The Australian Institute of Health and Welfare has reported on progress towards reducing the smoking rate to 10% of the population by 2018, as benchmarked by the national tobacco strategy.

The Guardian

We achieve a 14% increase in performance over the current state-of-the-art, as benchmarked by a third-party tool.

BMC Genomics

For their simplicity and easy applicability, the former have been proposed as benchmarks for the latter by forecasting scientists.

Geoscience Letters

For their simplicity and easy applicability, the former have been proposed as benchmarks for the latter by Green et al. (2009).

Geoscience Letters

A boycott would frustrate attempts to push through crucial legislation sought by Congress as benchmarks of progress in Iraq, and would be a serious setback to reconciliation between the country's Shiite majority and its once ruling Sunni Arab minority.

The New York Times

Therefore, common sustainability indicators of LEED, BREEAM, CASBEE and SBTool will be used as benchmarks for the evaluation process by Iranian professional experts to revise the points allocated in Iranian assessment tool.

Building and Environment

Torgesen et al. (1996) suggested a method for ranking efficient units, by their importance as benchmarks for the inefficient units.

Journal of Industrial Engineering International

In our experience, such limited criteria as grade point average (GPA) and GRE, commonly used by many programs as benchmarks for application review, are inadequate as predictors of success in our program.

CBE Life Sciences Education

By taking genes with TISs tagged by IPT as benchmarks, the prediction for CFT073 by TriTISA [ 23] reports an accuracy of 95.6% that is 14.1% higher than that of the RefSeq annotation.

BMC Genomics

Expert writing Tips

Best practice

When using benchmarks for comparison, ensure the phrase clearly indicates what is being compared and what the benchmarks represent. Consider alternatives like "evaluated against benchmarks" or "measured using benchmarks" for improved clarity.

Common error

Avoid using the phrase "as benchmarks by" directly. It often sounds unnatural and can confuse the reader. Rephrase to clearly state the relationship between the subject and the benchmarks.

Linguistic Context

The phrase "as benchmarks by" attempts to describe the use of benchmarks, but it is grammatically awkward. As Ludwig AI points out, the construction lacks clarity and is better replaced with more direct phrasing.

Expression frequency: Rare

Frequent in

Science

50%

News & Media

50%

Formal & Business

0%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "as benchmarks by" is grammatically awkward and not recommended for use. Ludwig AI indicates that this phrase lacks clarity and is better replaced with more direct and standard phrasings. More effective alternatives include "evaluated against benchmarks", "measured by benchmarks", or simply "benchmarked by". While the phrase appears in both scientific and news contexts, its low frequency and awkward construction suggest avoiding it in favor of clearer alternatives. Always prioritize clarity and precision when discussing benchmarks.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

as measured by benchmarks

Focuses on measurement using benchmarks, clarifying the initial phrase's intent.

as evaluated against benchmarks

Emphasizes evaluation based on benchmark criteria, providing a more structured approach.

using benchmarks as a standard

Highlights the use of benchmarks as a reference standard for comparison.

benchmarked by

Streamlines the phrase to a more concise and grammatically standard form.

according to benchmark data

Implies that benchmark data is used as a source or guide.

with benchmarks as a guide

Positions benchmarks as a guideline, rather than part of an awkward phrase.

utilizing benchmarks to assess

Replaces "as" to enhance the structure to specify the purpose of using benchmarks

based on benchmark values

Replaces "as" to create a sentence to clearly indicate that values obtained are used to compare with benchmarks.

in comparison with benchmark results

Focus on indicating comparison with a set of established result.

against established benchmarks

Indicates the comparison of a result with a pre-established set of result.

FAQs

What does it mean to use something "as benchmarks"?

Using something "as benchmarks" means using it as a standard or reference point for comparison or evaluation. A more common phrasing is to say something is "evaluated against benchmarks".

How can I rephrase "as benchmarks by" for better clarity?

You can rephrase "as benchmarks by" with options like "measured by benchmarks", "evaluated against benchmarks", or "compared to benchmarks" depending on the context.

Is "as benchmarks by" grammatically correct?

While not strictly ungrammatical, "as benchmarks by" is awkward and uncommon. It's better to use a more direct and clear phrasing like "benchmarked by" or "using benchmarks".

What's a more formal alternative to "as benchmarks by"?

A more formal alternative would be "according to benchmark data" or "based on benchmark values", which provide a clearer and more professional tone.