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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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as operational data

Grammar usage guide and real-world examples

USAGE 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

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

TechCrunch

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).

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.

Existing business, product, and operational data, as well as expert knowledge, are fed into the model to forecast lifecycle cost throughout development.

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.

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.

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.

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

Forbes
Show more...

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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Rare

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.

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.

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Source & Trust

81%

Authority and reliability

3.8/5

Expert rating

Real-world application tested

Most frequent sentences: