data limitation

USAGE SUMMARY

'data limitation' is a correct and usable term in written English.
You can use it when referring to the obstacle of obtaining accurate data or information for a particular purpose. An example sentence might be: "We have encountered a data limitation in our research which has prevented us from reaching a definitive conclusion."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

In this way I demonstrate reproducible methods that can support energy infrastructure decision making by directly addressing data limitation barriers.

University of California, Berkeley

We basically used only transversion substitution sites to minimize errors in our data sets except for HGDP because of data limitation.

Nature

Genetic affinity between modern East Eurasians and Melanesian compared with Sanganji Jomon was inferred, but these results were also ambiguous because of the data limitation.

Nature

Common problems faced by rainfall runoff modellers are data limitation, model overparameterization and related problems of parameter identifiability.

Journal of Hydrology

This approach addresses the data limitation of TLiDAR scans and aims to extract forest architectural metrics at different structural levels.

Environmental Modelling & Software

The yearly timescale is the finest temporal scale for the analysis in this study due to the data limitation of naturalized streamflow, irrigation water, and water diversion.

Journal of Hydrology

Although some data limitation, landscape structure turned out to be a good predicator for land use intensity and ecological sustainability of agricultural landscape estimated by hemeroby.

Agriculture, Ecosystems & Environment

The study presented some lessons learned from the data limitation challenges experienced in this work and proposed recommendations to chart further research directions.

Journal of Petroleum Science and Engineering

Besides, data limitation could be another reason since most of the travel surveys are based on the household travel diary approach and do not encompass in-home activity information.

Journal of Transport Geography

Although water quality modeling (WQM) has been applied to quantify lake responses to water diversion and dilution in practice, it is necessary to improve the existing analysis approaches with an uncertainty-based decision-support framework to address the situation of severe data limitation that exists in many real-world cases.

Journal of Hydrology

This study implemented an enhanced multiple-pattern inverse water quality modeling (MPIWQM) approach in a water diversion study for a terminal plateau lake in southwestern China to address the difficulty of developing robust water-diversion decision support under data limitation and model uncertainty.

Journal of Hydrology

Expert writing Tips

Best practice

When discussing research or analysis, explicitly state how "data limitation" affects your conclusions or methodology. Acknowledge it as a potential source of error or bias.

Common error

Avoid making definitive statements when your analysis suffers from "data limitation". Instead, frame your findings as preliminary or conditional, suggesting avenues for future research to overcome the limitations.

Linguistic Context

The phrase "data limitation" functions as a noun phrase, typically used as a subject, object, or complement in a sentence. It identifies a condition or state of having insufficient or inadequate data for a particular purpose. Ludwig AI confirms its correctness and usability.

Expression frequency: Very common

Frequent in

Science

90%

Academia

7%

News & Media

1%

Less common in

Formal & Business

1%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "data limitation" is a grammatically sound and frequently used term, as confirmed by Ludwig AI, predominantly within scientific and academic fields. It serves to acknowledge deficiencies in available data, impacting research validity and conclusions. Effective communication requires not only recognizing "data limitation" but also articulating its impact and adopting strategies to mitigate its effects, such as exploring alternative data sources or refining analytical approaches. This ensures transparency and rigor in research, fostering informed interpretation of results.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data scarcity

Focuses on the lack of available data.

limited data availability

Emphasizes the restricted nature of data access.

data inadequacy

Highlights that the available data is not sufficient.

data deficiency

Indicates a shortfall in the required data.

insufficient data

Directly points out that there isn't enough data.

data constraints

Focuses on restrictions affecting the data.

lack of data

Simply states that data is missing.

poor data quality

Highlights issues with the reliability and accuracy of data, not just its availability.

incomplete datasets

Specifies the data is missing entries.

restricted data access

Highlights limitations on who can access the existing data.

FAQs

How does "data limitation" affect research?

"Data limitation" can lead to biased results, reduced statistical power, and difficulty in generalizing findings. Researchers must acknowledge these limitations and interpret results cautiously.

What are some strategies for dealing with "data limitation"?

Strategies include using alternative data sources, employing imputation techniques, conducting sensitivity analyses, or acknowledging the limitations in the study's conclusions.

What can I say instead of "data limitation"?

You can use alternatives like "data scarcity", "limited data availability", or "insufficient data" depending on the context.

How to use "data limitation" in a sentence?

Example: "The study's conclusions are tempered by the significant "data limitation" surrounding historical environmental conditions."