due to sampling error

USAGE SUMMARY

The phrase "due to sampling error" is correct and usable in written English.
It can be used when explaining that a result or finding may be affected by inaccuracies that arise from the process of selecting a sample. Example: "The survey results may not accurately reflect the population's opinions due to sampling error."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

This is likely to be an underestimate, due to sampling error.

The New York Times

It indicates whether all the observed heterogeneity was due to sampling error variance.

Business Research

The non-significant Q test indicates that the variance of the effect of sabbaticals is only due to sampling error.

Business Research

The formal tests of statistical significance are important to find out effects that are due to sampling error.

Journal of the Brazilian Computer Society

As such, any comparison using overlapping survey periods must determine whether the observed differences are unlikely to have occurred by chance due to sampling error.

Injury Epidemiology

Publication year and sample size were positively correlated (ρ = .64), which suggests that certain of the large effects that have been found in the past may have been due to sampling error.

Computers in Human Behavior

Because usual approaches do not provide a significance test for whether the rate of additive change varies across levels of a between-person factor, sample differences in the rate of additive change may be due to sampling error.

Social Science Research

Second, when overlapping multi-year surveys were used to represent changes in annual socioeconomic conditions fewer than 25%% of all US counties generated estimates that were unlikely to have occurred by chance due to sampling error.

Injury Epidemiology

Under the fixed-effect model, all studies in the analysis share the same true effect size (namely the effect size in the population); all differences in observed effects are due to sampling error.

European Transport Research Review

Biopsy may not always be helpful due to sampling error.

Cancer Imaging

In conclusion, question remains about the plausibility that effect sizes are biased due to sampling error.

Clinical Child and Family Psychology Review

Expert writing Tips

Best practice

When discussing research findings, clearly state the potential impact of "due to sampling error" on the results to manage expectations and maintain transparency.

Common error

Avoid presenting findings as definitive when the possibility of "due to sampling error" exists. Acknowledge this limitation to maintain credibility.

Linguistic Context

The phrase "due to sampling error" functions as a causal explanation, attributing an observed effect or discrepancy to the inherent limitations of the sampling process. Ludwig AI confirms its correct usage in various contexts.

Expression frequency: Common

Frequent in

Science

76%

News & Media

12%

Formal & Business

8%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "due to sampling error" serves as a causal connector, frequently used in scientific and research contexts to attribute variations or inaccuracies in results to the limitations inherent in the sampling process. Ludwig AI confirms that its usage is grammatically correct. It functions to manage expectations and provide context for interpreting findings, primarily in formal settings. Ludwig's analysis reveals it is most prevalent in scientific literature. When communicating research, it's best to acknowledge the potential impact of the phrase on results to maintain transparency.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

attributable to sampling variation

Replaces "error" with "variation", emphasizing the inherent variability in sampling.

resulting from sampling bias

Focuses on the bias introduced during the sampling process rather than a general error.

owing to sample inaccuracies

Substitutes "error" with "inaccuracies", highlighting the lack of precision in the sample.

caused by limitations in sampling

Emphasizes the constraints of the sampling method as the reason for the issue.

a consequence of sample selection

Highlights the direct link between the selection process and the observed outcome.

stemming from imprecise sampling

Focuses on the lack of precision during the sampling phase.

arising from flawed sample design

Indicates that the problem originates from the structure of the sampling plan.

influenced by sample size

Points to the size of the sample as a contributing factor to the observed result.

linked to sampling imprecision

Connects the result to the general imprecision associated with the sampling process.

traceable to sampling discrepancies

Highlights the differences and inconsistencies found within the sample.

FAQs

How does sample size affect the likelihood of errors "due to sampling error"?

Smaller sample sizes generally increase the likelihood of errors "due to sampling error", as they may not accurately represent the entire population. Larger samples tend to provide more reliable estimates.

What's the difference between "due to sampling error" and "due to systematic error"?

"Due to sampling error" refers to random variations in results because of the sample chosen. "Due to systematic error" indicates a consistent bias or flaw in the data collection or analysis process itself.

How can I minimize the impact of "due to sampling error" in my research?

To minimize the impact of "due to sampling error", increase your sample size, use stratified sampling techniques, and employ appropriate statistical methods to account for potential variations.

What are some alternative ways to phrase "due to sampling error" in a report?

You can use alternatives such as "attributable to sampling variation", "resulting from sampling bias", or "owing to sample inaccuracies" to express similar concepts.