because of inadequate data

USAGE SUMMARY

The phrase "because of inadequate data" is correct and usable in written English.
You can use it to explain a situation or decision that is influenced by a lack of sufficient information or evidence. Example: "The study's conclusions were inconclusive because of inadequate data, leading to further research being necessary."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

10 human-written examples

Most recent reviews tend to estimate a prevalence of 1 2 per 1,000 for autism and close to 6 per 1,000 for ASD, and 11 per 1,000 children in the United States for ASD as of 2008; because of inadequate data, these numbers may underestimate ASD's true rate.

Wikipedia

In addition, the study had to omit another 76 probable PADDDS for mining, because of inadequate data.

Yale University

The ODI claims that the World Bank's information on the number of people living in poverty could be drastically underestimated because of inadequate data collection.

The Guardian

Four patients were excluded from the study because of inadequate data on the enrollment form.

International Journal of Emergency Medicine

Sixteen cases were excluded because of inadequate data, leaving a total of 134 patients with documented PPLA.

BMC Gastroenterology

The original Mosley and Chen conceptual framework was not fully implemented in this study because of inadequate data.

BMC Public Health

Human-verified similar examples from authoritative sources

Similar Expressions

50 human-written examples

Few questionnaires were excluded during the data analysis because of inadequate information.

Annals of Clinical Microbiology and Antimicrobials

The remaining families of probands and spouses were excluded from the analysis because of: inadequate information in names, addresses, incomplete data on each individual in the pedigree (2.8 per cent), or refusals to participate (4.2 per cent).

BMC Cancer

Finally, because of the inadequate data and methodology used in the study of these matters, the Committee strongly recommended the establishment of an improved national environmental data collection, modeling and monitoring system.

Environmental Health Perspectives

(1) Patients violating inclusion criteria or meeting with exclusion criteria; (2) patients whose data could not be collected or analyzed because of inadequate clinical data after being included.

BioMed Research International

Of the 82 patients, 20 were excluded from the study because their postoperative pain scores on admission to PACU necessitated treatment with continuous low-dose remifentanil; their NRS values were above 4. Sixteen additional patients were excluded because of inadequate HRV data, due to noise from postoperative shivering interfering with HRV measurement.

JA Clinical Reports

Expert writing Tips

Best practice

When using "because of inadequate data", clearly specify what kind of data is lacking and how this deficiency affects the results or conclusions. This adds clarity and strengthens your argument.

Common error

Avoid vague statements like "because of inadequate data" without specifying the type of data. Instead, clarify what specific data is missing or insufficient (e.g., "because of inadequate sample size" or "because of inadequate historical data").

Linguistic Context

The phrase "because of inadequate data" functions as an adverbial phrase of reason, explaining why a particular situation has occurred or why a conclusion is limited. As Ludwig AI confirms, this is a correct and usable phrase in written English.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

30%

Academia

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "because of inadequate data" is a grammatically sound and commonly used phrase to explain limitations or exclusions resulting from insufficient data. As Ludwig AI confirms, the phrase is correct and usable in written English. While suitable across various contexts, it's particularly prevalent in scientific, academic, and news reporting. When using this phrase, it is crucial to specify the type of data lacking to enhance clarity and precision. Alternatives like "due to insufficient data" or "owing to a lack of data" offer similar meanings with slight variations in formality.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to insufficient data

Replaces "because of" with "due to" and "inadequate" with "insufficient".

owing to a lack of data

Uses "owing to" instead of "because of" and rephrases "inadequate data" as "a lack of data".

due to the paucity of data

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

as a result of limited data

Changes "because of" to "as a result of" and "inadequate" to "limited".

on account of deficient data

Uses "on account of" in place of "because of" and "deficient" instead of "inadequate".

stemming from a data shortage

Rephrases the cause as "stemming from a data shortage".

because the data is lacking

Simplifies the structure to emphasize the absence of data.

attributable to incomplete data

Uses "attributable to" and replaces "inadequate" with "incomplete".

due to the absence of sufficient data

Emphasizes the "absence" and specifies "sufficient" data.

given the limited data available

Focuses on the availability of "limited" data as the reason.

FAQs

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

You can use "because of inadequate data" to explain why a study's conclusions are limited, a decision couldn't be made, or a prediction is unreliable. For example, "The model's accuracy suffered "because of inadequate data" on long-term effects".

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

Alternatives include "due to insufficient data", "owing to a lack of data", or "as a result of limited data". The best choice depends on the specific context.

Is it more formal to say "due to inadequate data" or "because of inadequate data"?

While both are acceptable, "due to inadequate data" is often considered slightly more formal than "because of inadequate data". Both are suitable for academic and professional writing.

What does it imply when a study is limited "because of inadequate data"?

It means the study's findings might not be fully reliable or generalizable due to a lack of sufficient or appropriate information. This limitation can affect the strength of the conclusions and may suggest a need for further research with better data collection methods.