based on data availability

USAGE SUMMARY

The phrase "based on data availability" is correct and usable in written English.
You can use it when discussing decisions, analyses, or conclusions that depend on the presence or absence of specific data. Example: "The project's timeline will be adjusted based on data availability, ensuring we have the necessary information to proceed."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

38 human-written examples

For studies that pass all the 'knock-out' criteria, the need for modeling-based adjustment to improve transferability will be evaluated based on data availability.

ClinicoEconomics and Outcomes Research

We selected three regulating services (water flow regulation, water quality regulation, and greenhouse gas regulation) and one cultural service (aesthetics) to quantify at Hubbard Brook based on data availability as well as importance to local beneficiaries.

Forest Ecosystems

Measuring indicators that are evidence-based should be a much more valid approach than following a strategy simply based on data availability, as the likelihood of measuring some relevant components of resilience might increase in the first case compared to a random set of available measures in the second case.

Environmental Health: A Global Access Science Source

The quantification method for the benefits was adjusted based on data availability.

Harvard Business Review

A strategy based on data availability for application of the approach is then given.

Advances in Water Resources

Forty field tracer tests at 15 fractured geologic sites were surveyed and selected for the study, based on data availability and quality.

Journal of Contaminant Hydrology

Human-verified similar examples from authoritative sources

Similar Expressions

22 human-written examples

In the third steps of repair process taxonomy development, is empirical to conceptual approach as well as conceptual to empirical approach used for taxonomy development is selected based on data type availability.

Journal of Industrial Engineering International

Analysis of the f0F2 data from stations for year (2001) with high solar activity and year (2004) with low solar activity, four months (March, June, September and December) chosen based primarily on data availability.

Advances in Space Research

She will discuss the implications of forecasting and simulating new renewable production, based on data of wind and solar availability.

University of California, Berkeley

In order to obtain global data, we selected the following databases based on their data availability and relation to our research topic: World Development Indicators (WDI) : It is the primary World Bank collection of development indicators gathered from officially recognized international sources.

Globalization and Health

The primary obstacle to increasing usage has been that local health department personnel have been accustomed to monitoring data post-event or at weekly or longer intervals based on previous data availability.

BMC Medical Informatics and Decision Making

Expert writing Tips

Best practice

When describing research methodology, specify the criteria used to select data based on availability to ensure transparency and replicability.

Common error

Avoid compromising the validity of your research by solely relying on readily available data. Prioritize data relevance and quality over ease of access to prevent biased outcomes.

Linguistic Context

The phrase "based on data availability" functions as a prepositional phrase that modifies a verb or noun, indicating the reason or condition upon which a decision or action is made. Ludwig examples demonstrate its use in scientific research, business contexts, and news reporting.

Expression frequency: Common

Frequent in

Science

85%

Formal & Business

8%

News & Media

7%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "based on data availability" is a common and grammatically sound phrase used to justify decisions made according to available data, as confirmed by Ludwig. It is most prevalent in scientific writing, reflecting a need for transparency in research methodologies. While the phrase is acceptable, it is important to acknowledge potential limitations and biases introduced by relying solely on data availability. Remember to prioritize data relevance and quality alongside accessibility. Consider alternative phrases such as "depending on available data" or "subject to data access" to add nuance to your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

depending on available data

Replaces "based on" with "depending on", emphasizing conditionality.

subject to data access

Highlights the constraint of data accessibility as a determining factor.

conditional on data accessibility

Similar to "subject to", it puts conditions based on accessibility of data.

as data permits

Concise way of saying actions are governed by data's allowance.

guided by data accessibility

Focuses on data accessibility as the guiding principle.

restricted by data's presence

Highlights how decisions are limited by what data is available.

data-driven

A more concise term indicating decisions are informed by data.

constrained by the available data

Emphasizes limitations imposed by the data at hand.

using accessible data

Focuses on the utilization of data that is readily obtainable.

according to existing datasets

Specifies that existing datasets influence the process.

FAQs

How can I rephrase "based on data availability"?

Alternatives include "depending on available data", "subject to data access", or "conditional on data accessibility" depending on the specific context.

Is it appropriate to use "based on data availability" in academic writing?

Yes, it is appropriate, especially when describing methodological constraints or choices in research. Ensure that the limitations imposed by data availability are clearly stated.

What does "based on data availability" imply in research?

It means that decisions, selections, or analyses were primarily influenced by the accessibility and existence of certain datasets, potentially shaping the scope and direction of the research.

What is a better approach than relying solely "based on data availability"?

Ideally, data should be chosen based on its relevance and quality. However, if data availability is a limiting factor, acknowledge this constraint and discuss potential biases or limitations it introduces.