insufficient data sources

USAGE SUMMARY

The phrase "insufficient data sources" is correct and usable in written English.
It can be used when discussing a lack of adequate or reliable data for analysis, research, or decision-making. Example: "The study's findings were inconclusive due to insufficient data sources, making it difficult to draw any definitive conclusions."

✓ Grammatically correct

Science

Control Engineering Practice

BMC Musculoskeletal Disorders

Journal of Sound and Vibration

BMJ Open

Bioinformatics

BMC Health Services Research

BMC Oral Health

BMC Musculoskeletal Disorders

Los Angeles Times

BMC Public Health

Cochrane Database of Systematic Reviews

Bioinformatics

The New York Times

The New York Times

The New York Times - Science

The Guardian

The Guardian

The Guardian - Opinion

American Journal of Obstetrics and Gynecology

Nature

Annals of Intensive Care

Forbes

BBC

Forbes

The Journal of Headache and Pain

Forbes

Forbes

Huffington Post

FAO

BMC Musculoskeletal Disorders

BMC Gastroenterology

BMC Musculoskeletal Disorders

BMC Evolutionary Biology

BMC Family Practice

Drug Safety

BMC Biology

Arthritis Research and Therapy

The New Yorker

Encyclopedia Britannica

The New York Times - Magazine

The Guardian

Science Magazine

Forbes

Forbes

Forbes

Forbes

Forbes

Forbes

Forbes

Forbes

Forbes

Forbes

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

This study aims to propose an algorithm for traffic estimation, particularly for urban roadway sections with insufficient data sources.

Control Engineering Practice

In light of this, the current research therefore proposes a feasible algorithm of dynamic section flow prediction based on the automatic control theory and observer design for roadway sections with insufficient data sources.

Control Engineering Practice

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

The most common reason for lack of confirmation was inability to obtain documents or insufficient data in source materials.

BMC Musculoskeletal Disorders

There is insufficient data from independent sources to establish a dependence of other components of impedance on the hand grip and thrust forces.

Journal of Sound and Vibration

If there was insufficient data from all available sources, we indicated 'not reported' for that criterion on data extraction.

BMJ Open

After such filtering procedure, one is left with TF DNA interactions that were measured with e.g. ChIP-chip, but which have insufficient support from other data sources.

Bioinformatics

The accuracy of diagnoses remains uncertain, and the agreement of different data sources is insufficient regarding dementia disorders [ 34- 37].

BMC Health Services Research

The heterogeneity might attribute to other factors, the insufficient data limited to identify their sources only using meta-regression.No publication bias was detected by either the inverted funnel plot or Egger's test.

BMC Oral Health

Furthermore, available metadata for public data sources are often insufficient for data reuse.

Bioinformatics

The insufficient data are limited to identify the source of heterogeneity only using meta-regression.

BMC Oral Health

Invalid conclusions can result when insufficient attention is paid to issues such as missing data, sources of bias and data quality.

BMC Musculoskeletal Disorders

Expert writing Tips

Best practice

When indicating that research or analysis is constrained, explicitly state how "insufficient data sources" limit the scope or reliability of your conclusions. This provides transparency and manages expectations.

Common error

Avoid making definitive claims or strong assertions when your analysis relies on "insufficient data sources". Acknowledge the limitations and frame your findings as preliminary or suggestive rather than conclusive.

Linguistic Context

The phrase "insufficient data sources" primarily functions as a noun phrase, often serving as a subject complement or object in a sentence. It describes a condition where the available data is inadequate for a specific purpose, such as analysis or decision-making. Ludwig AI confirms its usability in various contexts.

Expression frequency: Rare

Frequent in

Science

55%

News & Media

25%

Formal & Business

20%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "insufficient data sources" is a grammatically correct and usable phrase that identifies a deficiency in available data. Ludwig AI validates that it can be applied across a variety of contexts. While "insufficient data sources" appears most often in scientific and news-related publications, the phrase is not used often, meaning it has a rare usage frequency. When utilizing this phrase, be sure to explicitly state how the "insufficient data sources" limit the scope of your conclusions.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

limited data availability

Focuses on the restriction in the amount of data that can be accessed or used.

scarce data resources

Emphasizes the rarity and limited nature of the available data resources.

inadequate data sets

Highlights the fact that the available data sets are not sufficient for the task at hand.

deficient data supply

Implies a shortage in the provision or offering of data.

poor data coverage

Indicates that the data does not comprehensively represent the subject matter.

incomplete information pool

Focuses on the lack of full or entire information.

restricted access to data

Emphasizes the limitation or control over data accessibility.

meager data collection

Highlights the limited or small-scale nature of the data gathered.

lacking empirical evidence

Emphasizes the absence of concrete data derived from observation or experiment.

unreliable data origins

Shifts focus to the trustworthiness and dependability of where the data comes from.

FAQs

How does "insufficient data sources" affect research outcomes?

"Insufficient data sources" can lead to unreliable or inconclusive results, limiting the scope and validity of research findings. It may also hinder the ability to identify patterns or draw meaningful conclusions.

What are some alternative ways to say "insufficient data sources"?

You can use alternatives like "limited data availability", "scarce data resources", or "inadequate data sets" depending on the context.

What steps can be taken when faced with "insufficient data sources"?

Consider expanding your search to include alternative data sources, employing data imputation techniques, or adjusting your research question to align with the available data. Acknowledge the limitations in your reporting.

Is it always bad to proceed with analysis when there are "insufficient data sources"?

Not always, but caution is advised. While exploratory analysis can be valuable, be transparent about the limitations and avoid making definitive claims. Frame your findings as preliminary and acknowledge the need for further research with more comprehensive data.