due to inadequate data

USAGE SUMMARY

The phrase "due to inadequate data" is correct and usable in written English.
You can use it when explaining a situation or decision that is influenced by a lack of sufficient information or evidence. Example: "The study's conclusions were inconclusive due to inadequate data, leading researchers to call for further investigation."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

16 human-written examples

Past studies have given ambiguous answers to these questions, largely due to inadequate data.

Stanford University

Moreover, uncertainties due to inadequate data can also reduce effectiveness of the decision making process during the planning phase.

Transportation Research Part D: Transport and Environment

However, projecting the future of off-grid generation is extremely challenging especially due to inadequate data.

Energy, Sustainability and Society

Of the remaining 59 blinded cases, after excluding 11 due to inadequate data, spectral similarity was demonstrated in 40 of 48 spectrally adequate scans (83% success rate, 95% confidence interval: 70% to 93%, median spectral similarity/pullback: 96%, interquartile range 10%).

Duke University

We do not currently account for such land conversion in our scenarios, primarily due to inadequate data on current and expected pasture land area in many regions of the world.

Plosone

Upon further full-text review of 12 studies, 3 studies were eliminated due to inadequate data for meta-analysis.

Disease Markers

Human-verified similar examples from authoritative sources

Similar Expressions

44 human-written examples

If effect sizes cannot be calculated for the key outcomes due to inadequate information, we will contact the study authors for additional data.

BMJ Open

The inconsistency may be due to inadequate supporting data.

International Journal of Emergency Medicine

Metastasis value was not assessed due to inadequate clinical data available to incorporate into the system for statistical analysis.

Analytical Cellular Pathology

A majority (67%) of cases were excluded due to not meeting clinical inclusion criteria, whereas a majority of control exclusions (72%) occurred due to inadequate clinical data necessary for study completion.

BMC Medical Research Methodology

Participants excluded from this analysis due to inadequate ECG data were older (P < 0.0001), were more likely to have had a previous cardiovascular event (P = 0.0002), and had a longer diabetes duration (P = 0.045).

Diabetes Care

Expert writing Tips

Best practice

When using "due to inadequate data", specify the type of data that is lacking to provide more context and clarity to your readers.

Common error

Avoid using "due to inadequate data" as a blanket statement. Ensure the lack of data is the direct and primary cause of the situation you're describing, not just a contributing factor.

Linguistic Context

The phrase "due to inadequate data" serves as an adverbial phrase, specifically a causal adjunct. It modifies a clause by indicating the reason or cause for a particular situation or outcome. Ludwig's examples confirm its use in academic, scientific, and general contexts.

Expression frequency: Common

Frequent in

Science

69%

Academia

19%

News & Media

12%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "due to inadequate data" functions as a causal connector, explaining that a situation arises from a lack of sufficient information. Ludwig AI highlights its common usage across scientific, academic, and news domains. While grammatically correct, it's important to use it precisely, ensuring that data inadequacy is the direct cause and specifying the type of data lacking for clarity. Remember, alternatives like "because of insufficient data" or "owing to a lack of data" can offer stylistic variation. The consistent examples demonstrate that this phrase is well-established and readily understood in diverse writing contexts.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

because of insufficient data

Replaces "due to" with "because of" and "inadequate" with "insufficient", maintaining a direct causal relationship.

owing to a lack of data

Substitutes "due to" with "owing to" and uses the phrase "lack of" to express the deficiency.

as a result of limited data

Replaces "due to" with "as a result of" and "inadequate" with "limited", indicating a consequence of data scarcity.

attributable to deficient data

Uses "attributable to" to indicate causation and "deficient" to describe the data's inadequacy.

stemming from poor data quality

Indicates that the issue originates from the quality, not just the quantity, of the data.

on account of incomplete data

Substitutes "due to" with "on account of" and "inadequate" with "incomplete", emphasizing the data's unfinished state.

caused by a paucity of data

Uses "paucity" to denote a small quantity of data, highlighting the scarcity.

resulting from a data deficit

Focuses on the resulting effect of having a data deficit.

because the data was lacking

Emphasizes the absence of data rather than its inadequacy.

due to a shortage of information

Replaces "data" with the more general term "information".

FAQs

What does "due to inadequate data" mean?

The phrase "due to inadequate data" means that a decision, conclusion, or analysis is negatively affected or limited because there is not enough sufficient or quality information available.

How to use "due to inadequate data" in a sentence?

You can use "due to inadequate data" to explain why a result is uncertain or a decision is difficult. For example: "The study's findings were inconclusive "due to inadequate data"."

What can I say instead of "due to inadequate data"?

You can use alternatives like "because of insufficient data", "owing to a lack of data", or "as a result of limited data" depending on the context.

Is it correct to say "because of inadequate data" instead of "due to inadequate data"?

Yes, "because of inadequate data" is a grammatically correct and semantically similar alternative to "due to inadequate data". Both phrases indicate causation arising from a deficiency in data.