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
benchmarking of results
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "benchmarking of results" is correct and usable in written English.
It can be used when discussing the process of comparing performance metrics or outcomes to establish standards or best practices. Example: "The benchmarking of results from our recent project will help us identify areas for improvement in future initiatives."
✓ Grammatically correct
Science
Alternative expressions(4)
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
2 human-written examples
This allows benchmarking of results for new chemicals against the existing data.
In addition, the use of an internationally validated instrument for the evaluation of psychosocial factors at work, the COPSOQ-instrument, enables international comparison and benchmarking of results [ 15– 17].
Science
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
Little is currently published regarding UK ICU safety surveys to allow benchmarking of our results.
Benchmarking of hospital results needs to consider the case mix and the injury pattern, and scientific analyses have to deal with the comparability of study groups.
Science
Results of this baseline experiment are used as benchmark for results of counterfactual experiments with the same time horizons.
Science
Therefore, benchmarking and comparison of results, obtained in different countries, hospitals or hospital units, appear difficult.
Science
In this study, we introduce a new methodology for benchmarking the quality of results of high-throughput transcriptomic experiments.
Science
A laboratory setup was implemented for benchmarking of the simulation results.
Science
A laboratory setup was applied for benchmarking of the simulation results.
Later in Section 6, for the purpose of benchmarking our results, in case of multiple ε-BTP outputs, we choose only the tree whose list of node frequencies has the minimum root mean square deviation (RMSD) from the original VAFs data (defined below in Section 6).
Science
The benchmarks of a resulting RIBER classifier are presented in Table 1.
Science
Expert writing Tips
Best practice
When using "benchmarking of results", ensure that the benchmark being used is clearly defined and relevant to the context. State the criteria used for the benchmarking process explicitly.
Common error
Avoid using "benchmarking of results" without specifying what the results are being compared against. Always provide context about the standards or previous data used for comparison.
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "benchmarking of results" functions as a noun phrase. It describes the process of comparing outcomes or performance against a standard or previous measurements, as showcased in the Ludwig examples.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
The phrase "benchmarking of results" refers to the process of comparing outcomes against a standard or previous data. Ludwig AI confirms that this phrase is grammatically correct, though its usage is relatively rare, appearing primarily in scientific contexts. When using this phrase, clarity is key: explicitly define the benchmark and the criteria for comparison. While alternative phrases like "outcome comparison" or "performance evaluation" exist, "benchmarking of results" maintains a formal, scientific tone suitable for research and technical reporting.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
results benchmarking
Reorders the words while maintaining the core meaning.
performance benchmarking
Focuses on the comparison of performance metrics.
outcome comparison
Simplifies the phrase to highlight the act of comparing outcomes.
results comparison
Omits "benchmarking" for a more direct comparison of results.
performance evaluation
Shifts from comparison to an assessment of performance.
assessment of outcomes
Focuses on the evaluation and judgment of results.
metrics comparison
Highlights the comparison of quantifiable metrics.
comparative analysis of results
Adds a layer of formal analysis to the comparison of results.
benchmarking of data
Shifts the focus from "results" to "data".
evaluation against a benchmark
Rephrases the idea as an evaluation process using a specific benchmark.
FAQs
How is "benchmarking of results" used in research?
In research, "benchmarking of results" is used to compare the findings of a study against established standards or previous research to assess its validity and significance. It often involves statistical analysis and comparison with "previous studies".
What are some synonyms for "benchmarking of results"?
Alternatives to "benchmarking of results" include "performance evaluation", "outcome comparison", and "comparative analysis". The best choice depends on the specific context and the nuance you want to convey.
In what contexts is "benchmarking of results" most appropriate?
"Benchmarking of results" is suitable in contexts where a formal comparison against established standards or prior data is needed. This is common in fields like science, engineering, and business, where "performance metrics" are rigorously assessed.
How can I ensure clarity when using "benchmarking of results" in a report?
To ensure clarity, always define the benchmark being used, explain the methodology for comparison, and clearly state the outcomes of the benchmarking process. Provide sufficient detail so that readers can understand the "assessment criteria".
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
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested