as operationalized by

USAGE SUMMARY

The phrase "as operationalized by" is correct and usable in written English.
It is typically used in academic or technical contexts to refer to how a concept or variable is defined and measured in a specific study or framework. Example: "The effectiveness of the intervention was assessed as operationalized by the changes in participants' behavior over the course of the study."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

20 human-written examples

Illusions of control, as operationalized by optimism in affective forecasting, were also assessed.

Consciousness and Cognition

Our model also includes health status as operationalized by the self-rated health variable, a widely used general measure of health.

Genus

By selecting children of equivalent phonological skill, yet diverse socioeconomic backgrounds, we use functional magnetic resonance imaging (fMRI) to demonstrate that a child's experience, as operationalized by SES, can systematically modulate the relationship between phonological language skills and reading-related brain activity in left fusiform and perisylvian regions.

Johns Hopkins University

Using two intact seventh-grade classes, students were assessed at three time points (Time 1, Time 2, and Time 3) on their (a) understanding of the equal sign symbol, as operationalized by the ability to solve equivalence problems, and (b) their relational thinking, operationalized by the ability to reason structurally about true false number sentences.

Fields Mathematics Education Journal

This was consistent with our expectation that Sleepy Monday would be characterized by lower moral awareness (as operationalized by internet searches).

HuffPost

Contacts were defined by close physical contact as operationalized by a face to face conversation of more than two words in the presence of another individual or physical exposure involving skin contact such as a handshake, hug, or contact during sporting activities.

Plosone

Human-verified similar examples from authoritative sources

Similar Expressions

40 human-written examples

In line with Hambrick and Cannella (2004), we regarded institutionalization within an industry as being operationalized by the presence or absence of a CHRO position within the three biggest or, alternatively, the three most profitable firms in the industry for the last 3 years.

Business Research

A model was tested where employee adaptability, operationalized by the presence of resources, predicts individual adaptive attitudes as well as adaptive behavior over time.

Journal of Vocational Behavior

Hunger was operationalized by self-reported hunger as in Study 1: no hunger (scoring 1 2, n = 418) and some hunger (scoring 3 7, n = 346).

Appetite

Declarative knowledge was operationalized by items stimulating cognitive processes such as 'remember and retrieve'.

Empirical Research in Vocational Education and Training

Procedural knowledge was operationalized by items stimulating cognitive processes such as 'apply and understand' according to Bloom's taxonomy (Krathwohl 2002).

Empirical Research in Vocational Education and Training

Expert writing Tips

Best practice

Use "as operationalized by" to clearly define abstract concepts in empirical research, ensuring transparency and replicability. For example, "Success, as operationalized by revenue growth, exceeded expectations."

Common error

Avoid using "as operationalized by" in general writing where simpler alternatives like "defined by" or "measured by" suffice. Overusing the phrase can make your writing sound unnecessarily complex and pretentious.

Linguistic Context

The phrase "as operationalized by" functions as a prepositional phrase that introduces a specific definition or measurement method for a concept. According to Ludwig AI, it's commonly used in academic and technical writing to clarify how an abstract idea is made concrete.

Expression frequency: Common

Frequent in

Science

61%

Academia

22%

News & Media

9%

Less common in

Formal & Business

4%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "as operationalized by" serves a critical function in academic and technical writing by providing precise definitions for abstract concepts, ensuring clarity and transparency. Ludwig AI confirms its grammatical correctness and common usage, particularly in scientific and academic contexts. When using this phrase, remember to reserve it for situations where a specific, measurable definition is necessary, avoiding overuse in general writing. Alternative phrases like "as defined by" or "as measured by" may be more appropriate in less formal settings. By understanding its function and usage patterns, writers can effectively communicate complex ideas with precision.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

as defined by

This is a direct and simple substitution, focusing on the definition provided.

as measured by

This alternative focuses specifically on the method of measurement used.

according to

Attributes the definition or measurement to a particular source or standard.

as determined by

Highlights the process of determining or establishing something through a specific method.

assessed through

Highlights the method or tool used to evaluate the concept.

based on

Indicates the foundation or criteria used for the operationalization.

as indicated by

Emphasizes that something serves as a sign or indicator of the concept.

characterized by

Focuses on the key attributes or features used to define the concept.

as reflected in

Suggests that the concept is mirrored or shown in something else.

in terms of

This alternative is less formal and introduces a specific aspect or viewpoint.

FAQs

What does "as operationalized by" mean?

The phrase "as operationalized by" is used to explain how a concept or variable is specifically defined and measured in a particular study or context. It clarifies how an abstract idea is made concrete for the purposes of research or analysis.

When should I use "as operationalized by"?

Use "as operationalized by" primarily in academic or technical writing when you need to be precise about how a variable is defined and measured. This is especially useful when dealing with abstract concepts that can have multiple interpretations.

What are some alternatives to "as operationalized by"?

Depending on the context, you can use alternatives such as "as defined by", "as measured by", "as indicated by", or "in terms of". Choose the alternative that best fits the nuance you want to convey.

How does using "as operationalized by" improve clarity in writing?

By explicitly stating how a concept is being "operationalized", you eliminate ambiguity and ensure that your audience understands exactly how you are defining and measuring it. This is crucial for transparency and replicability in research.