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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
large amount of operations
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "large amount of operations" is not entirely correct in standard English; it should be "large number of operations." You can use it when discussing the quantity of operations in a specific context, such as in business, computing, or logistics.
Example: "The system is capable of handling a large number of operations simultaneously without any lag."
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
4 human-written examples
"A large amount of operations are carried out across Wales every year.
News & Media
As EZBC used a large amount of operations of link lists such as adding and deleting nodes during encoding, this made its coding efficiency decline greatly when good image quality was required.
As it has a large amount of operations of link lists such as adding and deleting nodes during encoding, this made its coding efficiency decline greatly when good image quality is required.
With rapid development of computational capability, we could improve the time efficiency on large amount of operations.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
56 human-written examples
That brings us to Perspica, a startup that is looking at applying machine learning to large amounts of operations data (not unlike Splunk), and surfacing problems when they appear.
News & Media
However, it can't be analytically obtained because of a large amount of nonlinear operations in calculation of the WCENs.
This assumption is strengthened with the results of our last Table 9 where we compare the logs of the execution of each step of the attack with the logs of a system that performs a large amount of network operations that greatly increases the number of system calls.
Science
Additionally, these approaches are often inefficient in the context of personal genome assembly due to the large amount of redundant operations performed, such as the multiple alignments of every read in IMR, or the assembly of every read in reference-guided assemblers such as Seq-Cons or LOCAS.
Science
Through re-executing SCED based on a large amount of historical operation data, system operators first classify the four different cases due to a targeted attack line error, which are illustrated in Sect.
Due to the large amount of devices and operations to be tested at DTP2, a product lifecycle management (PLM) system and a Manufacturing Hub are being put into operation.
However, the IKE scheme suffers from low efficiency due to its asymmetric-key cryptological operations over a large amount of data and high-density operations which are exactly the characteristics of scientific applications.
Expert writing Tips
Best practice
When describing countable actions or processes, prefer "large number of operations" for grammatical correctness. For uncountable items like "data", "large amount of data" is appropriate.
Common error
Avoid using "amount" when referring to countable items like operations, tasks, or procedures. Use "number" instead. For example, say "a large number of operations" rather than "a large amount of operations."
Source & Trust
81%
Authority and reliability
3.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "large amount of operations" primarily functions as a noun phrase, acting as the subject or object in a sentence to denote a significant quantity of actions or procedures. As Ludwig indicates, while prevalent, it's often more grammatically sound to use "number" instead of "amount" in this context.
Frequent in
Science
60%
News & Media
25%
Wiki
15%
Less common in
Encyclopedias
0%
Formal & Business
0%
Social Media
0%
Ludwig's WRAP-UP
In summary, while the phrase "large amount of operations" is used to indicate a significant quantity of tasks or procedures, it's important to consider grammatical correctness. Ludwig suggests using "large number of operations" as a more precise alternative when referring to countable actions. The phrase appears across various contexts, including science, news, and wiki sources, but adjusting the wording can enhance clarity and formality, especially in academic or professional settings. Remember to reserve "amount" for uncountable nouns, as highlighted by Ludwig's linguistic analysis.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
significant number of operations
Replaces "amount" with "number", which is grammatically more accurate when referring to countable items like operations.
substantial volume of operations
Substitutes "large amount" with "substantial volume", emphasizing the quantity in a more formal tone.
high number of procedures
Uses "procedures" as a synonym for "operations", clarifying the context and maintaining a formal tone.
extensive series of tasks
Replaces "operations" with "tasks", broadening the applicability to various contexts beyond technical operations.
considerable quantity of actions
Employs "quantity" instead of "amount", and "actions" for "operations", adjusting the phrasing slightly.
numerous instances of activity
Shifts the focus to individual "instances of activity" rather than a collective amount, changing the perspective.
wide range of activities
Focuses on the diversity of activities rather than the number of operations. This is more about variety.
bulk of processes
Using "bulk" specifies a large quantity, while process refers to an operation that comprises steps. This changes the noun slightly.
magnitude of actions
Emphasizes the scale of actions performed, rather than just the quantity.
prevalence of functions
Replaces "operations" with "functions", fitting well in technical or mathematical contexts.
FAQs
Is it grammatically correct to say "large amount of operations"?
While commonly used, "large amount of operations" isn't strictly correct. "Large number of operations" is grammatically preferred because "operations" are countable. Ludwig flags this, suggesting alternatives for better precision.
What's a more formal way to say "large amount of operations"?
For a more formal tone, consider using phrases like "significant number of operations" or "substantial volume of operations".
When is it appropriate to use "amount" instead of "number"?
"Amount" is appropriate for uncountable nouns, like data or effort. For example, you would say "a large amount of data" but "a large number of tasks".
What are some alternatives to "large amount of operations" in a computing context?
In computing, you could use "high number of processes" or "extensive series of tasks" depending on the specific meaning you want to convey.
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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
81%
Authority and reliability
3.8/5
Expert rating
Real-world application tested