based on the availability of data

USAGE SUMMARY

The phrase "based on the availability of data" is correct and usable in written English.
You can use it when discussing decisions, analyses, or conclusions that depend on the data that is accessible or present. Example: "The project's timeline will be adjusted based on the availability of data from the recent survey."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

21 human-written examples

The sorbents were chosen based on the availability of data on their kinetics and properties.

International Journal of Greenhouse Gas Control

To assess the effects of SGI, Washington, DC, Montgomery County, MD, and Baltimore County, MD, were selected based on the availability of data on SGI, water quality, and stream flow.

Science of The Total Environment

Based on the availability of data and on other (production function) model specifications employed in similar studies in the literature [37], the current DEA models include three (3) inputs: number of berths, length of quays and number of cranes used by each port for container handling, and one (1) output: total throughput, in terms of TEUs, for the year 2008.

European Transport Research Review

To form a balanced panel data for the analysis, we chose 21 countries and the period 1975 2004 based on the availability of data on health total expenditure per capita (a lot of missing data pre-1974 and in 2005, based on the 2007 version of OECD health data set) and lifestyle variables such as calories intake, fat intake and alcohol consumption (available only up to 2004).

Health Economics Review

Predictably, economists and labor advocates immediately began picking apart the two Seattle studies, both of which have limitations based on the availability of data and the assumptions that their authors made in designing the research.

Los Angeles Times

The countries were selected based on the availability of data sets with large sample sizes.

BMC Pediatrics

Human-verified similar examples from authoritative sources

Similar Expressions

39 human-written examples

The validation data was divided into subsets based on the availability of the data and seasonal variation.

Environmental Systems Research

Observations of space weather are based on the availability of various data collected by satellite or ground based instruments.

Physics and Chemistry of the Earth, Part C: Solar, Terrestrial & Planetary Science

The time periods for the socioeconomic factors varied based on the availability of the data in the World Bank.

Insights into Imaging

These time points were chosen for analysis based on the availability of sufficient data.

BMJ Open

Informative priors were used, when possible, based on the availability of published data.

CPT: Pharmacometrics and Systems Pharmacology

Expert writing Tips

Best practice

When using "based on the availability of data", clearly state the specific limitations or strengths of the data that influenced your conclusion. This adds transparency and strengthens your argument.

Common error

Avoid making sweeping generalizations when your analysis is "based on the availability of data". Acknowledge that your findings might change with more complete information.

Linguistic Context

The phrase "based on the availability of data" serves as an adverbial phrase modifying a verb or clause. It indicates the foundation or justification for an action or decision, highlighting the role of data accessibility as the determining factor. Ludwig AI confirms its correct usage.

Expression frequency: Common

Frequent in

Science

62%

News & Media

14%

Formal & Business

5%

Less common in

Academia

2%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "based on the availability of data" is a versatile phrase used to explain that a decision or conclusion is primarily guided by the information that is accessible. Ludwig AI confirms its proper usage in different contexts. While the phrase is grammatically correct and commonly used, it's important to ensure that your statements are supported by the actual data and acknowledge any limitations imposed by data scope. Consider more precise alternatives when appropriate, and always strive for transparency regarding the influence of data availability on your findings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

subject to data constraints

Emphasizes the limiting factor that data imposes on the process.

dependent on data accessibility

Highlights how accessibility of data is the deciding factor.

contingent upon data availability

Indicates a conditional relationship based on the presence of data.

given the data at hand

Focuses on the immediate and available data influencing the decision.

as dictated by available data

Suggests that the data strictly guides the decision.

restricted by data scope

Emphasizes the limitation imposed by the scope or breadth of the data.

informed by accessible information

Highlights that accessible data provides insight.

guided by the data record

Portrays a course of action directed by the available record of information.

taking into account the data pool

Highlights that the pool of data is considered.

constrained by what data offers

Focuses on the data itself as the defining constraint.

FAQs

What does "based on the availability of data" mean?

This phrase indicates that a decision, conclusion, or analysis is primarily determined or influenced by the data that is accessible or present at the time. It acknowledges that the scope and nature of available data play a crucial role.

How can I rephrase "based on the availability of data"?

You can use alternatives like "subject to data constraints", "dependent on data accessibility", or "contingent upon data availability" depending on the context.

Is it better to say "depending on data availability" or "based on the availability of data"?

Both phrases are grammatically correct, but "based on the availability of data" is often used in formal contexts, while "depending on data availability" might be suitable for more casual situations. The best choice depends on the tone and audience.

When is it inappropriate to use "based on the availability of data"?

It's best to avoid this phrase if you have manipulated the data to fit a preconceived conclusion. The phrase implies objectivity and reliance on the available information, not subjective modification.