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
as operational data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "as operational data" is correct and usable in written English.
It can be used when referring to data that is actively used in the operations of a business or system. Example: "The analysis was conducted using various metrics, including sales figures as operational data to assess performance."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
as evidence in support
as complementary data
as supporting data
as supportive data
as validating data
as ancillary data
as further data
as suitable data
as enabling data
as supplementary data
as useful data
as supportive measures
as positive data
as supportive figures
as reinforcing data
as backing data
as valuable data
as supportive information
as supportive evidence
as corroborating data
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
The Medical Enterprise Data Warehouse contains copies of many of these database systems, also known as operational data stores in a single database and integrates the data via a campus-wide patient identifier.
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
Since then, Newvem has been on a mission to gather as much operational data from as many different sources as possible in an effort to take the next step — to be able to proactively recommend where businesses should or should not be allocating resources to optimize spending.
News & Media
Further EMR improvements will result in even more meaningful data from various system components of care delivery, such as ICU operational data, provider performance and related process data, as well as more precise account of meaningful patient outcomes (functional status, quality of life, family satisfaction).
Science
To identify experts for ECs, the procedure follows a product data analytics (PDA) approach that uses PDM databases as its operational data source to analyze different aspects of product development processes managed by PDM systems.
Science
Existing business, product, and operational data, as well as expert knowledge, are fed into the model to forecast lifecycle cost throughout development.
Science
The package implements standard APIs of time series and machine learning libraries (e.g. pandas and scikit-learn) and is designed for both exploratory analyses as well as straightforward integration into operational data science applications.
Science
The International Space Station Cosmic Radiation Exposure Model (ISSCREM) has been developed as a possible tool for use in radiation mission planning as based on operational data collected with a tissue equivalent proportional counter (TEPC) aboard the ISS since 2000.
Science
As a result, operational data are anticipated to flow among different equipment.
The most relevant standard for representing clinical study data, applicable to unregulated as well as regulated studies, is the Operational Data Model (ODM) in development since 1999 by the Clinical Data Interchange Standards Consortium CDISCClinical Data Interchange Standards Consortium CDISC
Compared with supervised analytics, unsupervised anomaly detection is more practical in analyzing real-world building operational data, as anomaly labels are typically not available.
Science
Its solutions enable customers to integrate detailed enterprise-wide data such as customer, financial and operational data and provide the analytical capabilities to transform that data into useful information, available when and where they need it to make better and faster decisions.
News & Media
Expert writing Tips
Best practice
When using "as operational data", ensure the context clearly defines what constitutes "operational" within your specific domain or field. This prevents ambiguity.
Common error
Avoid using "operational data" as a blanket term for all data. Be specific about which data sets are actively used in real-time operations versus those used for analysis or reporting.
Source & Trust
81%
Authority and reliability
3.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "as operational data" functions as a prepositional phrase specifying the type of data being considered. It modifies a noun or verb by providing additional information about the data's role in operations. Ludwig AI confirms its correctness.
Frequent in
Science
33%
News & Media
33%
Formal & Business
33%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "as operational data" is grammatically correct but rare, according to Ludwig. It serves to specify data actively used in operations, distinguishing it from other types like analytical data. Its usage is most common in scientific, news media, and formal business contexts. When using this phrase, ensure the context clearly defines what "operational" means in your specific field to avoid ambiguity. As Ludwig AI indicates, alternatives like "like operational data" or "such as operational data" can offer slight variations in meaning. While grammatically sound, clarity and context are key to its effective use.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
like operational data
Replaces "as" with "like", slightly altering the comparison to be less definitive.
such as operational data
Specifies "operational data" as an example within a larger set of data types.
including operational data
Similar to "such as", but emphasizes inclusion rather than exemplification.
namely operational data
Highlights "operational data" as the specific item being referred to.
that is operational data
Provides a direct clarification or restatement of what is being discussed.
for example, operational data
Introduces "operational data" as one instance to illustrate a broader point.
as real-time data
Focuses on the immediacy and currentness of the data.
as transactional data
Highlights the data's origin from business transactions.
as production data
Emphasizes the data's role in active production processes.
as working data
Stresses that the data is actively being used and processed.
FAQs
How can I use "as operational data" in a sentence?
Use "as operational data" to specify a particular type of data that is actively used in operations. For example, "We use sales figures "as operational data" to track performance."
What are some alternatives to "as operational data"?
Depending on the context, you can use alternatives like "like operational data", "such as operational data", or "including operational data".
Is it redundant to say "as operational data"?
It's not necessarily redundant, but ensure that the term "operational" adds meaningful context. If the data's operational nature is already clear, consider simplifying the phrasing.
What distinguishes "as operational data" from "as analytical data"?
"As operational data" refers to data actively used in ongoing operations, while "analytical data" is used for historical analysis and future planning. The key difference is the purpose and timeframe of use.
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
81%
Authority and reliability
3.8/5
Expert rating
Real-world application tested