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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
gains workload
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "gains workload" is not commonly used in written English and may sound awkward.
It could be used in contexts discussing an increase in tasks or responsibilities, but it is better to use more standard expressions. Example: "As the project progresses, the team gains workload, requiring better time management."
⚠ May contain grammatical issues
Science
News & Media
Alternative expressions(2)
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
1 human-written examples
In Scenario 2, the scale of CA is small, a fine scale of processors work for such computation, since it gains workload balance but pays acceptable synchronization penalties.
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
The F.D.A. complained that that would increase its workload for no clear gain, especially since many drugs or devices that enter clinical trials never reach the market.
News & Media
The use of the joint y distribution for estimation is avoided, since the estimation gain is very small compared to the increase of computational workload.
Before talking to your boss, carefully analyze the components of your workload to gain an objective picture of the situation, says Allan R. Cohen, a professor of global leadership at Babson College in Babson Park, Mass., and co-author of "Managing for Excellence".
News & Media
The PGCE friends I am still in touch with are coping with the course, under a heavy workload but gaining satisfaction from doing a worthwhile job.
Science & Research
Positive slope for performance-per-watt means that the workload is gaining performance as the core frequency increases compared to the amount of power consumed associated with the increase in core frequency.
When asked whether improvements had been made since the FP had been posted, they would mention that the FP had attracted more health professionals, which reduced the workload, that clinical gains had been made and that organisational issues had been addressed: (981, man, lab technician, FGD) " 'There has been quite an improvement in issues of maternal care.
Science
First, the increase in the workload for children's services and for social workers is continuing, it started around the time that the terrible death of baby Peter Connelly gained so much media attention.
News & Media
Self-report measures were used to gain insight into the (experienced) workload, the (self-evaluation of) driving performance, and the (perceived) usability and comfort of the three systems by which travel-information was provided.
BID-Hybrid is able to further improve the performance of BID-HDD for all workloads by 6 to 23%, with maximum gain in the case of WordCount workload (see Table 2).
Science
Trainees were often working beyond their rostered hours for voluntary reasons of workload, perceived need to gain educational opportunities and collegiality, but also for more external reasons such as the expectations of others and gaps in the rota.
Science
Expert writing Tips
Best practice
Instead of saying someone "gains workload", use stronger verbs like "increase", "take on", or "receive" to make your writing clearer and more impactful. For example, "The team will take on additional workload next quarter" is better than "The team gains workload".
Common error
Avoid using "gains workload" in formal writing. It sounds unnatural. Instead, use more established phrases such as "increases the workload" or "takes on more work".
Source & Trust
84%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase, while understandable, doesn't follow typical patterns of English phrasing. Its function is to describe an increase in the amount of work, but it's an awkward way of expressing it. Ludwig highlights this with more natural sounding alternatives.
Frequent in
Science
33%
News & Media
33%
Formal & Business
33%
Less common in
Science
0%
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
In summary, while the phrase "gains workload" might be understandable, it's not considered standard or natural English. Ludwig suggests that it's better to opt for more common phrases like "increases workload", "takes on workload", or "acquires workload" to ensure clarity and impact. As Ludwig AI reports, while not grammatically wrong the phrase is not the recommended one. The best practice is to use more established alternatives, especially in formal contexts, and remember to check the most common errors to avoid awkward phrasing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
takes on workload
Uses the phrasal verb "takes on", which is a more common way to describe accepting additional tasks.
acquires workload
Replaces "gains" with "acquires", indicating the process of taking on workload.
assumes workload
Suggests taking responsibility for a set of tasks.
increases workload
Focuses on the result, the action of making workload bigger.
adds to the workload
Highlights the action of appending to existing tasks.
accumulates workload
Indicates a gradual gathering of work over time.
expands workload
Describes the enlargement of existing work responsibilities.
gathers workload
Implies collecting more work over time. Differs from "gains" by emphasizing accumulation.
picks up workload
Suggests receiving the workload from somewhere or someone.
receives workload
Implies that the workload is being given to someone.
FAQs
What does it mean to "gain workload"?
The phrase "gain workload" is unusual. It is typically better to say someone "takes on workload" or "increases their workload". These alternatives are clearer and more common.
Is "gains workload" grammatically correct?
While not strictly incorrect, "gains workload" is not a standard or recommended phrase. Using alternatives like "increases workload" or "takes on workload" will result in more natural-sounding English.
How can I use "gains workload" in a sentence?
Although possible, it's preferable to rephrase sentences using "gains workload". For example, instead of "The department gains workload each year", try "The department's workload increases each year" or "The department takes on more workload annually".
What's the difference between "gains workload" and "increases workload"?
"Increases workload" is the more conventional and preferred phrasing. "Gains workload" might be understood, but it is not common and can sound awkward. It's safer to use "increases workload".
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
2.8/5
Expert rating
Real-world application tested