constrained by data availability

USAGE SUMMARY

The phrase "constrained by data availability" is correct and usable in written English.
You can use it when discussing limitations or restrictions that arise due to the lack of available data. Example: "The research findings were constrained by data availability, which limited the scope of the analysis."

✓ Grammatically correct

Science

Formal & Business

News & Media

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

The periodicity is constrained by data availability.

Financial Innovation

First, our measures of patients' access to health information were constrained by data availability.

Health Economics Review

Robustness test (not reported) indicate structural identical results for other proxies (natural logarithm of earnings before tax; of return on assets; of return on sales) that are constrained by data availability.

International Journal of Corporate Social Responsibility

Although constrained by data availability, the evidence suggests that the dominant effect of subsidies was to increase social security registration of firms and workers rather than boosting total employment and economic activity.

Labour Economics

All data was publicly access so variable selection was constrained by data availability.

Globalization and Health

As a main drawback, our method is constrained by data availability on cellular fluxome and target phenotype, thus demanding some experimental effort.

BMC Systems Biology

Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

Data selection was constrained primarily by data availability and therefore does not include the most comprehensive list of health system indicators.

Globalization and Health

Constrained by data limitations and availability, studies of the health effects of the environment often focus on a subset of the environment in isolation [e.g., air pollution: [ 1]].

Environmental Health: A Global Access Science Source

Analysis was hindered by data availability.

Environmental Health Perspectives

It can also be viewed as part of "mashuping" of indicators a term coined by Ravallion (2012 2 and defined as a process of creating composite indicators in which the data producer is only constrained by the availability of data in choosing what variables to include and by their weights, but not by theory or empirical practice.

IZA Journal of Labor Economics

Being a retrospective review, this study was also constrained by the availability of data in the case records.

BMC Women's Health

Expert writing Tips

Best practice

When using "constrained by data availability", specify the specific aspects that are limited or affected by the lack of data to provide a clearer understanding of the impact.

Common error

Avoid using "constrained by data availability" as a blanket statement. Instead, provide context on how the data limitations specifically affect the analysis, results, or conclusions.

Linguistic Context

The phrase "constrained by data availability" functions as an adverbial phrase. It modifies a statement, explaining the reason or condition that limits the scope, depth, or accuracy of an analysis or study. As Ludwig AI confirms, this phrase is acceptable in English.

Expression frequency: Common

Frequent in

Science

75%

Formal & Business

12%

News & Media

13%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "constrained by data availability" is a grammatically correct and commonly used phrase to express limitations caused by insufficient data. As confirmed by Ludwig AI, its usage is most prevalent in scientific and formal contexts, serving to acknowledge restrictions and provide transparency in research and analysis. When using this phrase, it is best practice to specify the exact impact of the data limitations to enhance clarity. Alternative phrases such as "limited by data availability" or "restricted by data limitations" can be used to convey similar meanings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

limited due to data scarcity

Focuses on the scarcity of data as the limiting factor.

restricted by data limitations

Emphasizes the limitations inherent in the available data.

hindered by lack of data

Highlights the hindering effect of not having enough data.

impeded by data unavailability

Uses 'impeded' to suggest a stronger obstruction due to unavailable data.

affected by the paucity of data

Uses 'paucity' to stress the insufficient amount of data.

circumscribed by available data

Indicates that the scope is defined by what data is accessible.

governed by what data is accessible

Highlights that accessible data dictates the course of action or analysis.

shaped by the extent of data available

Focuses on how the shape or form is determined by the amount of data.

dependent on data accessibility

Highlights the dependency relationship.

subject to data constraints

Focuses on the constraints that the data imposes

FAQs

How can I use "constrained by data availability" in a sentence?

You can use "constrained by data availability" to explain limitations in research, analysis, or decision-making processes due to a lack of accessible or sufficient data. For example, "The scope of the study was "constrained by data availability", which impacted the depth of the analysis."

What are some alternatives to "constrained by data availability"?

Some alternatives include "limited by data availability", "restricted by data limitations", or "hindered by lack of data". The choice depends on the specific context and nuance you want to convey.

Is it appropriate to use "constrained by data availability" in formal writing?

Yes, "constrained by data availability" is appropriate for formal writing, especially in academic, scientific, or professional contexts where acknowledging limitations is crucial for transparency and credibility.

What does it mean when a study is "constrained by data availability"?

When a study is "constrained by data availability", it means that the researchers' ability to conduct a thorough investigation or draw definitive conclusions is limited due to the lack of sufficient, relevant, or accessible data. This can affect the methodology, scope, and generalizability of the findings.