shortage of data

USAGE SUMMARY

The phrase "shortage of data" is correct and usable in written English.
You can use it when you would like to describe a lack of information or relevant facts about a certain topic. For example: "We have to be careful when making this decision, since we are dealing with a shortage of data."

✓ Grammatically correct

News & Media

Science

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Conveniently, there's no shortage of data.

The New York Times

And there is a shortage of data scientists in the US.

The Guardian

THERE is no shortage of data to support the notion that walking is imminently healthy.

The New York Times

In this we are lucky: There is no shortage of data.

Harvard Business Review

IN this, the information age, there is no shortage of data about public companies available to investors.

The New York Times

He adds that there is a shortage of data scientists at the moment, so he has no trouble finding work.

The Guardian

There may be a shortage of data, but there's no shortage of traditional knowledge that awaits possible confirmation by science.

The New York Times

However, it will take time for these courses to stem the growing shortage of data scientists.

The Guardian

However, there is a shortage of data on surface-piercing plates undergoing rotational oscillation.

Ocean Engineering

Shortage of doctors, shortage of data: a review of the global surgery, obstetrics, and anesthesia workforce literature.

Harvard University

But that also means there'll be no shortage of data to play with in the very near future.

MIT Technology Review

Expert writing Tips

Best practice

Quantify the "shortage of data" whenever possible. For example, specify the percentage of missing data or the number of studies needed.

Common error

Avoid making definitive statements or drawing strong conclusions when acknowledging a "shortage of data". Instead, frame your analysis as preliminary or tentative.

Linguistic Context

The phrase "shortage of data" functions as a noun phrase, typically acting as the subject or object of a sentence. It describes a situation where there is an insufficient amount of information available. Ludwig AI confirms the phrase's grammatical correctness and usability.

Expression frequency: Very common

Frequent in

News & Media

37%

Science

37%

Academia

12%

Less common in

Formal & Business

10%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "shortage of data" is a grammatically sound and frequently used phrase to describe a lack of sufficient information. As highlighted by Ludwig AI, the expression is appropriate across a variety of contexts, from scientific research to news reporting. Common alternatives include "lack of data" and "dearth of data". When using the phrase, it's crucial to avoid overstating conclusions based on limited information and to clearly articulate the implications of the data scarcity. The phrase enjoys wide usage, appearing across a variety of authoritative sources.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Lack of data

This alternative directly replaces "shortage" with "lack", maintaining a similar level of formality and meaning.

Insufficient data

This alternative uses "insufficient" to emphasize that the data is not adequate for a particular purpose.

Inadequate data

Similar to "insufficient data", this highlights the data's unsuitability for the task at hand.

Dearth of data

This alternative uses "dearth", implying a more severe scarcity than "shortage".

Scarcity of data

This alternative emphasizes that data is rare or hard to find.

Deficiency of data

Replaces "shortage" with "deficiency", suggesting something is missing or incomplete.

Paucity of data

This alternative uses "paucity", similar to "dearth" in indicating a significant lack, but perhaps with a slightly more technical tone.

Absence of data

This alternative indicates a complete non-existence of data, which can be stronger than a "shortage".

Limited data availability

This phrase focuses on the accessibility of data being restricted.

Limited amount of data

Specifies that the problem is the small quantity of data available.

FAQs

How to use "shortage of data" in a sentence?

You can use "shortage of data" to describe situations where there isn't enough information available. For example, "The researchers faced a significant "shortage of data" when studying the long-term effects of the new medication".

What are some alternatives to "shortage of data"?

Alternatives include phrases like "lack of data", "dearth of data", or "insufficient data", depending on the specific nuance you want to convey.

What does it mean when there is a "shortage of data"?

A "shortage of data" means that there is not enough information available to properly analyze a situation, draw accurate conclusions, or make informed decisions. This can be due to various reasons, such as limited research, privacy concerns, or difficulties in collecting data.

How does a "shortage of data" affect research?

A "shortage of data" can significantly hinder research efforts by limiting the ability to identify patterns, test hypotheses, and validate findings. It can also lead to biased or incomplete results, affecting the reliability and generalizability of the research.