because of insufficient data

USAGE SUMMARY

The phrase "because of insufficient data" is correct and usable in written English.
You can use it when explaining a decision or conclusion that is based on a lack of adequate information or evidence. Example: "The study's findings were inconclusive because of insufficient data, leading researchers to call for further investigation."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

The G line was not ranked because of insufficient data.

The New York Times

(Four councils were excluded because of insufficient data).

The Guardian

A few ZIP codes are not included because of insufficient data.

The New York Times

The CDC did not publish figures for Asian Americans and Native Americans because of insufficient data.

The Washington Post

We did not observe the similar trends in the mobile phone and SMS data sets because of insufficient data.

Nature

Invertebrates and fungi, on the other hand, have to be virtually ignored because of insufficient data at the scale of the planet.

Nature

Health care providers may be reluctant to administer the influenza vaccine to hospitalized patients because of insufficient data related to the safety and immunogenicity of vaccinating this population.

Vaccine

Because of insufficient data, only 4 of the studies were randomized controlled trials (RCTs) that compared the therapeutic efficacy of probiotics with placebo.

Nutrition Research

The reviewed studies may be considered inconclusive in demonstrating a local climate effect, mostly because of insufficient data and reporting in the midst of a regional cooling trend.

Journal of Great Lakes Research

(Though Maine, Mississippi, North Dakota, South Dakota, Vermont, West Virginia and Wyoming were excluded because of insufficient data, none of those states have been central to the mortgage crisis).

The New York Times

Seven records had been excluded because of insufficient data.

The Journal of Headache and Pain

Expert writing Tips

Best practice

When using "because of insufficient data", ensure you clearly articulate what decision or analysis is being affected by the lack of data. This provides context and strengthens your argument.

Common error

Avoid drawing strong conclusions when your analysis is limited "because of insufficient data". Instead, acknowledge the limitations and suggest areas for further investigation.

Linguistic Context

The phrase "because of insufficient data" functions as an adverbial phrase that introduces a reason or explanation. It modifies a statement by indicating that the lack of adequate data is the cause or basis for a particular conclusion or limitation. As confirmed by Ludwig, the phrase is correct and usable in written English.

Expression frequency: Very common

Frequent in

Science

43%

News & Media

28%

Formal & Business

20%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "because of insufficient data" is a grammatically correct and widely used phrase that serves as a causal connector, explaining limitations or tentativeness in conclusions due to inadequate data. As Ludwig confirms, the phrase is perfectly acceptable in written English, especially in formal contexts like science, news, and business. When using this phrase, ensure that you clearly articulate the impact of the insufficient data on the analysis or decision-making process. Alternatives such as "due to a lack of data" or "in the absence of sufficient data" can be used for variety while maintaining clarity. Be careful not to overstate conclusions when data is limited.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to a lack of adequate data

Replaces "because of" with "due to" and uses "lack of adequate" instead of "insufficient".

as a result of limited data

Uses "as a result of" instead of "because of" and "limited" instead of "insufficient".

for lack of sufficient information

Substitutes "data" with "information" and slightly rephrases the sentence structure.

in the absence of sufficient data

Emphasizes the absence of data as the reason for a particular outcome or conclusion.

due to inadequate data availability

Focuses on the availability of data being inadequate.

owing to a paucity of data

Uses more formal vocabulary like "owing to" and "paucity" to convey a similar meaning.

given the scarcity of data

Highlights the scarcity or rarity of the data.

on account of deficient data

Uses "on account of" as a substitute for "because of" and uses the word "deficient".

stemming from a data deficit

Emphasizes the deficit or shortage of data as the root cause.

the data being too sparse

Focuses on the sparseness of the data, implying it's not dense or comprehensive enough.

FAQs

How can I use "because of insufficient data" in a sentence?

Use "because of insufficient data" to explain why a conclusion is tentative or a decision is limited. For example: "The study's findings were inconclusive "because of insufficient data", necessitating further research."

What are some alternatives to "because of insufficient data"?

You can use alternatives such as "due to a lack of data", "owing to a paucity of data", or "in the absence of sufficient data" depending on the context.

Is it appropriate to use "because of insufficient data" in formal writing?

Yes, "because of insufficient data" is suitable for formal writing, especially in academic, scientific, and professional contexts. However, ensure the tone and vocabulary align with the specific requirements of the writing. Consider using owing to a paucity of data as a slightly more formal alternative.

What's the difference between "because of insufficient data" and "because of incomplete data"?

While similar, "because of insufficient data" generally implies a lack of enough data points or a sample size that is too small. "Because of "incomplete data"" suggests that some data is missing or that the data set has gaps. The choice depends on the specific nature of the data issue.