limited data availability

USAGE SUMMARY

"limited data availability" is a correct and usable phrase in written English.
It refers to a situation where there is a lack of information or data that is available for use. This phrase can be used in various contexts, such as in scientific research, market analysis, or technological advancements. For example: - Due to limited data availability on the effects of the new drug, further studies are needed to determine its full impact on patients. - The company's decision-making process was hindered by the limited data availability on consumer trends in the market. - The researchers faced challenges in their study due to the limited data availability on the subject matter. - The success of the project was hindered by the limited data availability on the target demographic. - Companies must ensure they have reliable systems in place to collect and analyze data to avoid limited data availability and make informed decisions.

✓ Grammatically correct

Science

Academia

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

However, limited data availability and limited expertise constrain such studies in low- and middle-income countries (LMICs).

Global Health Action

Quantifying sustainability efforts is often viewed as challenging, given limited data availability, the time and costs involved to conduct credible analysis, and the lack of widespread experience with this approach.

Harvard Business Review

The model results demonstrate the cumulative impact of the different factors affecting the freshwater lens response and recovery to the overwash event for each island type, and provide a generalised assessment of island susceptibility to overwash on a global scale, despite limited data availability for many small islands.

Journal of Hydrology

Furthermore, they report limited data availability on, among other aspects, social characteristics [31].

Energy, Sustainability and Society

Inconsistent data collection by these devices limited data availability for all fires.

Ecological Processes

Additionally, limited data availability and inhomogeneous distribution of GNSS stations could also impact the performance of forecasting.

Earth, Planets and Space

Since there is limited data availability especially for Han-Woo prices, we use monthly time series data from 2000 to 2014.

Agricultural and Food Economics

These challenges include a lack of resources directed toward data collection, the distant and dispersed nature of the fisheries [22], [23], disparities among data sources, limited data availability in some areas, and a scarcity of spatial information.

Plosone

In the other data sets, limited data availability led to the inclusion of these periods.

BMC Public Health

58 59 Our findings also highlight the relatively limited data availability on trans fat consumption in most nations compared with other major dietary factors.

British Medical Journal

For reasons of limited data availability on SES, a total of 5,985 complete cases remained from the initial data set.

Global Health Action

Expert writing Tips

Best practice

Acknowledge "limited data availability" early in your work to set appropriate expectations and manage potential biases. Transparency in acknowledging this limitation enhances credibility.

Common error

Avoid exaggerating the consequences of "limited data availability". While it's important to acknowledge the limitation, refrain from using it as a blanket excuse for all shortcomings in your analysis. Provide specific examples of how the data scarcity affected your results and what steps you took to mitigate the impact.

Linguistic Context

The phrase "limited data availability" functions as a noun phrase that typically modifies other nouns or acts as a subject or object in a sentence. As shown by Ludwig, it identifies a condition or state where the amount of data is insufficient for a particular purpose.

Expression frequency: Very common

Frequent in

Science

58%

Academia

21%

Formal & Business

10%

Less common in

News & Media

10%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "limited data availability" correctly and effectively describes situations where insufficient data hinders analysis or decision-making. As Ludwig shows, it's prevalent in scientific and academic writing to contextualize research limitations. Common synonyms include ""scarce data resources"" and ""restricted data access"". When using the phrase, be specific about the data type lacking and its impact. Ludwig AI confirms the phrase is grammatically sound, professionally acceptable and widely used in formal contexts.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

scarce data resources

Emphasizes the scarcity of data, focusing on the insufficiency of data quantity.

restricted data access

Highlights the limitations in obtaining or using data, emphasizing the barrier to access.

insufficient data quantity

Directly addresses the inadequacy of the amount of data available for analysis or decision-making.

incomplete datasets

Refers to data collections that are missing key information or entries, affecting the comprehensiveness of analysis.

paucity of data

Uses a more formal term to describe a general lack or shortage of data.

data deficiency

Indicates a lack or inadequacy of data, often implying a need for more data to fill the gap.

poor data coverage

Suggests that the existing data does not adequately represent the population or phenomenon being studied.

lack of comprehensive data

Highlights that the available data doesn't provide a complete or thorough understanding.

limited empirical evidence

Focuses on the scarcity of evidence-based data, particularly in research or scientific contexts.

inadequate information base

Indicates that the foundation of information is insufficient for proper analysis or decision-making.

FAQs

How does "limited data availability" affect research outcomes?

"Limited data availability" can constrain the scope of analysis, introduce bias, and reduce the generalizability of findings. It often necessitates the use of alternative methods or assumptions, which should be clearly acknowledged.

What strategies can be used to address "limited data availability"?

Strategies include using data from alternative sources, employing statistical techniques to handle missing data, conducting sensitivity analyses to assess the impact of data limitations, and clearly acknowledging the limitations in the research report.

What are some alternatives to "limited data availability"?

You can use alternatives like "scarce data resources", "restricted data access", or "insufficient data quantity" depending on the context.

How can I acknowledge "limited data availability" in a research paper?

Clearly state that "limited data availability" was a constraint in your study. Explain the specific data that was lacking, the reasons for its absence, and the potential impact on your results. Also, describe any steps you took to mitigate the effects of this limitation.