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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
because of the methodology
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "because of the methodology" is correct and usable in written English.
You can use it to explain a reason or cause related to a specific methodology in a research or analytical context. Example: "The results were inconclusive because of the methodology employed in the study."
✓ Grammatically correct
Science
News & Media
Alternative expressions(20)
because of the track
because of the hardness
because of the sense
because of the form
because of the pregnancy
because of the bar
because of the offense
because of the style
because of the method
because of the shape
because of the movie
taking into account the fashion
by virtue of the approach
because of the extent
because of the journey
due to the manner
because of the mode
because of the way
considering the procedure
because of the path
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
14 human-written examples
Unlike the tax data, the Census Bureau's survey figures tend to understate incomes at the high end, because of the methodology used to record large incomes.
News & Media
However, this difference is minimized because of the methodology used.
News & Media
Comments: No conclusions can be drawn from this study because of the methodology.
Though causality can not be clearly established because of the methodology, this study suggests multimodal interventions may be efficient to improve caregivers satisfaction.
One the other hand, the channel scheduler proposed here (which has been called PBHM because of the methodology it follows) proved to provide an optimal allotment for this problem, maximizing the global metric to a value equal to 66.
It is often linked to the "six sigma" quality strategy because of the methodology's emphasis on the reduction of process variation (which six sigma intends to control up to the sixth standard deviation of possible failure).
Science
Human-verified similar examples from authoritative sources
Similar Expressions
46 human-written examples
Schneider et al. [ 25] did not receive any points because the description of the methodology was unclear.
Science
The analytical values for lead may be underestimated because of limitations of the methodology; these do not apply to the other five elements.
However, the development also raises serious questions about its possible unauthorised use for cloning babies, "Because of the ease of the methodology, this research could have serious ethical ramifications," Dr Lanza said.
News & Media
Employed people aged 60 years old and over are not taken into account because the main hypothesis of the methodology used in this paper, responsiveness of the employment rate to fluctuation in economic activity, does not hold for them.
Science
Because of the faulty methodology, Freddie Mac failed to review 100,000 loans from 2006 for possible irregularities, the report said.
News & Media
Expert writing Tips
Best practice
When using "because of the methodology", ensure that the methodology itself is clearly defined and understood by your audience. Avoid ambiguity by specifying which aspects of the methodology are relevant to the outcome you are explaining.
Common error
Avoid using "because of the methodology" as a blanket explanation without providing specific details about how the methodology influenced the results. Always provide context and specific insights.
Source & Trust
84%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "because of the methodology" functions as an adverbial phrase of cause. It modifies a clause by providing a reason or explanation for an event or situation. Examples from Ludwig show it connecting study limitations, channel scheduler, multimodal interventions and more.
Frequent in
Science
70%
News & Media
20%
Formal & Business
10%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "because of the methodology" is a causal connector used to explain how the methodology impacts the study's results. Ludwig shows that this phrase is grammatically sound and relatively common, especially in scientific and news contexts. When using it, you should provide specific details about the methodology and avoid overgeneralizing its impact. Consider alternatives like "due to the methodology" or "as a result of the methodology" depending on the desired level of formality.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
due to the methodology
Replaces "because" with "due", maintaining a formal tone but offering a slightly different emphasis.
owing to the methodology
Uses "owing to" instead of "because of", adding a slightly more formal and sophisticated tone.
as a result of the methodology
Emphasizes the consequence or outcome stemming from the methodology.
on account of the methodology
Offers a slightly more archaic or formal alternative to "because of".
by virtue of the methodology
Suggests that the methodology itself is the reason or cause, emphasizing its inherent qualities.
attributable to the methodology
Highlights that the outcome can be traced back or assigned to the methodology.
stemming from the methodology
Indicates that the result originates or arises from the methodology.
as a consequence of the methodology
Similar to "as a result of", but places stronger emphasis on the resulting effect.
the methodology being the reason
Rephrases to put the methodology as the direct subject and cause.
the methodology explains why
Focuses on the methodology providing an explanation.
FAQs
How can I use "because of the methodology" in a sentence?
You can use "because of the methodology" to explain why certain results were obtained, why a specific approach was chosen, or why comparisons are difficult. For example, "The study's findings are limited "because of the methodology" used."
What are some alternatives to "because of the methodology"?
Alternatives include "due to the methodology", "owing to the methodology", or "as a result of the methodology". The best choice depends on the desired level of formality and emphasis. See the related phrases section for more options.
Is it better to say "due to the methodology" or "because of the methodology"?
"Due to the methodology" and "because of the methodology" are largely interchangeable. "Due to" is often considered slightly more formal, but both are grammatically correct and widely accepted.
Why might different studies have conflicting results?
Conflicting results across studies can often be attributed to differences in methodology. Factors such as sample size, data collection methods, and statistical analyses can all influence outcomes. "Because of the methodology used, one study might show a different effect than another."
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.1/5
Expert rating
Real-world application tested