stemming from incomplete data

USAGE SUMMARY

The phrase "stemming from incomplete data" is correct and usable in written English.
It can be used to indicate that something arises or originates due to a lack of sufficient information or data. Example: "The conclusions drawn in the report are questionable, stemming from incomplete data collected during the study."

✓ Grammatically correct

Academia

Science

News & Media

Human-verified similar examples from authoritative sources

Similar Expressions

60 human-written examples

Statistical and computational methods for inferring images from incomplete data.

Stanford University

Maximum Likelihood from Incomplete Data via the EM Algorithm.

Harvard University

Maximum Likelihood From Incomplete Data via the EM Algorithm.

Cornell University

Dempster, A.P., Laird, N.M. & Rubin, D.B. Maximum likelihood from incomplete data via EM algorithm.

Nature

Genetics of Human Longevity From Incomplete Data: New Findings From the Long Life Family Study.

Duke University

Contribution: This paper provides an efficient and simple algorithm for dictionary learning from incomplete data and the recovery of the low-rank component also from incomplete data.

EURASIP Journal on Advances in Signal Processing

Their examples stem from hypothetical data.

BMC Medical Research Methodology

Analyzing only complete cases may induce bias and wastes information available from observations with incomplete data.

Plosone

32 Individuals with complete data differed from those with incomplete data.

BMJ Open

It will mean still less if it stems from an incomplete account of what occurred at Guantánamo.

The Guardian - Opinion

Part of the uncertainty stems from an incomplete understanding of how within-host and within-vector dynamics affect cotransmission.

Harvard University

Expert writing Tips

Best practice

When using the phrase "stemming from incomplete data", ensure that the context clearly identifies what specific consequences or conclusions are directly linked to the lack of complete information. Provide enough context so the reader can understand the implications.

Common error

Avoid drawing definitive or overly confident conclusions when your analysis is "stemming from incomplete data". Acknowledge the limitations and potential for error due to the data's incompleteness. Clearly state that further research with more complete data is needed to validate findings.

Linguistic Context

The phrase "stemming from incomplete data" functions as a causal connector, linking a situation or conclusion to its origin in deficient information. It often acts as an adverbial phrase, modifying a verb or clause to explain why something is the way it is. According to Ludwig AI, the phrase is grammatically correct and usable in written English.

Expression frequency: Missing

Frequent in

Science

0%

News & Media

0%

Formal & Business

0%

Less common in

Science

0%

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

In summary, the phrase "stemming from incomplete data" functions as a causal connector, used to explain that a situation arises from a lack of complete information. Ludwig AI indicates that it is grammatically sound and appropriate for formal, scientific, and analytical contexts. Given its purpose, it is most suitable when discussing research limitations or the origins of uncertainty. Although the phrase itself is correct, ensure that any conclusions you draw are appropriately qualified, acknowledging the limits of the available data.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

arising from partial information

Focuses on the source being 'partial information' rather than 'incomplete data'.

resulting from deficient data

Replaces 'incomplete' with 'deficient', highlighting a lack or inadequacy in the data.

caused by a lack of complete data

Emphasizes the 'lack' of complete data as the direct cause.

due to insufficient data

Uses 'insufficient' to describe the data and 'due to' as the causal link.

originating from imperfect data

Replaces 'incomplete' with 'imperfect', suggesting flaws or errors in the data.

growing out of sketchy data

Implies that data is not just incomplete but unreliable.

deriving from flawed data

Uses 'flawed' to indicate that the data has inherent problems.

springing from limited data

Replaces "incomplete" with "limited" which means that only certain amount of information is available.

based on fragmentary data

Changes the cause from 'incomplete' to 'fragmentary' which is closely connected, but more explicit.

attributable to sketchy data

Indicates that the data is unreliable, and its lack of reliability has led to the result.

FAQs

What does "stemming from incomplete data" mean?

The phrase "stemming from incomplete data" means that something arises or originates as a result of having insufficient or partial information. It indicates that the available data is not comprehensive, leading to potential uncertainties or limitations in the conclusions drawn.

How can I use "stemming from incomplete data" in a sentence?

You can use "stemming from incomplete data" to explain the origin or cause of a problem or result. For example, "The discrepancies in the research findings were likely stemming from incomplete data collected during the initial phase of the study."

What are some alternatives to "stemming from incomplete data"?

Alternatives include phrases like "arising from partial information", "resulting from deficient data", or "caused by a lack of complete data", each subtly shifting the emphasis.

When is it appropriate to use the phrase "stemming from incomplete data"?

It's appropriate to use "stemming from incomplete data" when you want to explicitly state that the information you are working with is not complete and that this incompleteness is a direct cause of certain outcomes or uncertainties. It's particularly useful in academic, scientific, or analytical contexts where transparency about data limitations is important.