limited dataset

USAGE SUMMARY

The phrase "limited dataset" is correct and usable in written English.
It can be used when referring to a dataset that has a restricted amount of data or information, often in the context of research or data analysis. Example: "The results of the study may not be fully representative due to the limited dataset used for analysis."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Both the BioVU [ 15] and the i2b2 project [ 13] de-identify individual-level data according to the Safe Harbor standard, but also require a data sharing agreement with the data recipients as required by the Limited Dataset provision, and some sites implementing the i2b2 software use the Limited Dataset provision for de-identification [ 14].

Genome Medicine

Under these circumstances, a more stringent standard than the Limited Dataset is required.

Genome Medicine

The Limited Dataset stipulates the removal of only 16 variables, but also requires that the data recipient sign a data sharing agreement with the data custodian.

Genome Medicine

Because it devised its new rules in 2001, the EPA was forced to rely on this limited dataset to set a threshold for the regulation of arsenic.

Columbia University

The model of charging characteristic of LTSPS constructed is concerned with a limited dataset (where the limitations are associated with high costs of acquiring data) as well as strong nonlinear characteristics of the underlying phenomenon.

Expert Systems with Applications

However because of the limited dataset, our ability to explore causes of heterogeneity is limited.

BMC Public Health

The major limitations of this study concern the limited dataset.

European Journal of Health Economics

Up-to-date, only one study compared ACRs of different trophic levels for a limited dataset of 35 substances to determine the ACR that is relevant for hazard assessment of the aquatic compartment in the EU [2].

Environmental Sciences Europe

- Despite using a large regional dataset, the primary limitation of this pilot work is the limited dataset with which we derived our models.

Bone and Joint Research

A third limitation of our work is that registry studies typically capture a limited dataset based on clinical convenience, sacrificing data granularity for breadth of clinical capture.

BMC Musculoskeletal Disorders

Rankings were conducted on the limited dataset.

Toxicology

Expert writing Tips

Best practice

When using the phrase "limited dataset", clearly explain the specific limitations of the data and how they might affect your analysis or conclusions. For example, mention the sample size, scope, or potential biases.

Common error

Avoid making broad generalizations or definitive statements based solely on a "limited dataset". Acknowledge the limitations and suggest further research or data collection to validate your findings.

Linguistic Context

The phrase "limited dataset" functions as a noun phrase, where 'limited' acts as an adjective modifying the noun 'dataset'. As Ludwig AI indicates, this term is usable and correct in written English. It commonly serves to describe a collection of data that is restricted in size, scope, or availability.

Expression frequency: Very common

Frequent in

Science

71%

Academia

15%

News & Media

5%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase “limited dataset” is a grammatically sound and frequently used term, particularly within scientific and academic writing. As Ludwig AI confirms, it serves to describe a dataset that is restricted in size or scope. When employing this phrase, it's crucial to acknowledge the specific limitations of the data and how they might influence the outcomes of any analysis. While alternatives like "small dataset" or "restricted dataset" exist, "limited dataset" remains a clear and effective way to convey this concept. Be mindful of overstating conclusions based on such data, and always acknowledge potential limitations in your research.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

small dataset

Emphasizes the size of the dataset as being not large.

restricted dataset

Highlights that the dataset is subject to constraints or limitations.

incomplete dataset

Suggests that the dataset is missing some data points or information.

narrow dataset

Focuses on the limited scope or breadth of the data.

finite dataset

Implies that the dataset has a defined and limited number of entries.

scarce data

Emphasizes the lack of available data.

reduced dataset

Indicates that the dataset has been made smaller or simplified.

constrained dataset

Highlights the restrictions or limitations imposed on the dataset.

deficient data

Suggests the data lacks some essential qualities.

smaller sample size

Specifically refers to the number of observations in a sample, often used in statistical contexts.

FAQs

How can I use "limited dataset" in a sentence?

You can use "limited dataset" to describe a situation where the amount of available data is restricted. For example, "The conclusions are tentative due to the "limited dataset" used in the analysis".

What is a more formal way to say "limited dataset"?

More formal alternatives include "restricted dataset", "finite dataset", or "constrained dataset". The choice depends on the specific nuance you want to convey.

What are the implications of using a "limited dataset" in research?

A "limited dataset" can reduce the statistical power of a study, increase the risk of bias, and limit the generalizability of the findings. It is important to acknowledge these limitations when interpreting the results.

How does a "limited dataset" compare to a "large dataset"?

A "limited dataset" contains a relatively small amount of data, whereas a "large dataset" contains a substantial amount. Large datasets generally allow for more robust statistical analyses and more reliable conclusions.