insufficiency of data

USAGE SUMMARY

The phrase "insufficiency of data" is correct and usable in written English.
It means that there is not enough data available to draw a conclusion or support an argument. You can use it in any context where there is a lack of data available. For example: "Due to the insufficiency of data, we cannot yet know the full impact of the new policy."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

Smoothing helps to compensate for such insufficiency of data.

Earth, Planets and Space

Although these algorithms can achieve acceptable clustering results but insufficiency of data storage capacity leads us to process data dynamically in extracting knowledge.

Journal of Big Data

Given this insufficiency of data on the reported safety and efficacy of the plant health care professionals are strongly discouraged to promote use of the plant's extract in patients prescribed with heart failure medications [7, 57].

Clinical Phytoscience

All the existing models, however, have been proposed for NSM bonded joints with a single FRP strip and thus cannot consider the effect of groove spacing on the bond behaviour, due to the insufficiency of data from tests or numerical simulations.

Construction and Building Materials

9 However, recent reports underline the insufficiency of data on these three screening strategies.

British Medical Journal

Phylogenetic resolution inside the order is far from being clear, which in many respects results from the insufficiency of data available to adequately describe its diversity.

BioMed Research International

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

This may be caused by the insufficiency of observed data and the non-Markovian effect of the real data.

Journal of Petroleum Exploration and Production Technology

As for pure yaw case, some discrepancy is observed, which may be attributed to the insufficiency of test data.

Ocean Engineering

Because of the insufficiency of observation data in the longitudinal direction, moreover, the coal seam belongs to the flat seam, which is stable, therefore, the angle parameters of transverse direction were mainly analyzed.

International Journal of Coal Science & Technology

This failure could be due not to the insufficiency of available data, but to the inability to manage them in a descriptive model.

BMC Systems Biology

Because of the insufficiency of porcine protein data and the high similarity of proteins between pig and human, human protein data were used in the GO analysis.

Cell Death and Disease

Expert writing Tips

Best practice

When you encounter "insufficiency of data", consider whether gathering more data is feasible and how it might improve your analysis or conclusions.

Common error

Avoid drawing definitive conclusions when acknowledging the "insufficiency of data". Instead, frame statements as tentative or preliminary findings that require further investigation.

Linguistic Context

The phrase "insufficiency of data" functions as a noun phrase, typically acting as the subject or object of a sentence. It identifies the state of having an inadequate amount of information. Ludwig AI confirms its correct usage.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

The phrase "insufficiency of data" correctly identifies a situation where available information is inadequate for drawing firm conclusions or making informed decisions. Ludwig AI validates its grammatical correctness. While related phrases like "lack of data" and "shortage of data" offer similar meanings, "insufficiency of data" presents a slightly more formal tone suitable for academic or scientific contexts. When using the phrase, be mindful of overstating your findings and consider whether further data collection is feasible to strengthen your analysis. Predominantly found in scientific literature, acknowledging "insufficiency of data" is a crucial step toward promoting rigorous research and transparent communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

insufficient data

Shortens the phrase by omitting "of".

lack of data

Simple replacement of "insufficiency" with "lack".

shortage of data

Replaces "insufficiency" with "shortage", implying a limited supply.

dearth of data

Uses "dearth" to emphasize a severe lack of data.

paucity of data

Replaces "insufficiency" with "paucity", indicating a small quantity.

limited data availability

Focuses on the availability of data being limited.

scarcity of data

Highlights the scarce nature of the data.

inadequate data

Uses the adjective "inadequate" to describe the data.

data deficiency

Swaps the structure to use "deficiency" as a noun modifier.

incompleteness of the data

Focuses on the data being incomplete.

FAQs

What does "insufficiency of data" mean?

The phrase "insufficiency of data" refers to a situation where there is not enough data available to make a reliable conclusion, analysis, or decision. It indicates a lack of sufficient information.

How can I use "insufficiency of data" in a sentence?

You can use "insufficiency of data" to explain why results are uncertain or why further research is needed. For example: "Due to the "insufficiency of data", the study's conclusions are only preliminary."

What are some alternatives to "insufficiency of data"?

Some alternatives include "lack of data", "shortage of data", or "limited data availability". The best choice depends on the specific context.

Is it better to say "insufficient data" or "insufficiency of data"?

Both phrases are grammatically correct and convey a similar meaning. "Insufficient data" is more concise, while "insufficiency of data" might be preferred in more formal contexts. They are largely interchangeable.