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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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due to cost researchers

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "due to cost researchers" is not correct in written English.
It seems to be an incomplete thought and lacks clarity. Example: "The project was delayed due to cost researchers needing more time to analyze the budget."

⚠ May contain grammatical issues

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

Due to cost, researchers often choose only a small subset of high-quality and functionally important sSNVs for experimental validation.

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

Because collecting serial blood samples in infancy is often impractical due to cost and logistical and ethical considerations, researchers have used metrics based on breast milk PCB levels and duration of breastfeeding (Jacobson et al. 1990; Vreugdenhil et al. 2002) or single blood measurements in later childhood (Jacobson and Jacobson 2003; Jacobson et al. 1990).

The White House refused to fund those missions in its 2003 budget request due to cost worries, but the study's strong backing could revive both efforts, say researchers.

Science & Research

Science Magazine

She is presently uninsured due to cost.

News & Media

The Economist

The new Trident replacement is due to cost between £30-£40bn £30-£40bn

News & Media

The Guardian

Researchers often have limited resources and adoption of all possible measures to increase response rates is usually not possible due to cost constraints and ethical considerations, especially when the study population or sample is widely dispersed.

Due to cost consideration, only twenty units were brought in.

Formal & Business

Unicef

"This is primarily, but not entirely, due to costs".

News & Media

The Guardian

Due to costs, the clock tower was never built.

In medical research, due to high cost of data acquisition, researchers often run into the issue of insufficient samples to train and validate developed models.

Due to its cost and risks, researchers are searching for other effective yet less invasive treatments including devices that occupy space in the stomach.

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Expert writing Tips

Best practice

When referring to cost constraints affecting researchers, clarify the specific impact. For instance, state: "Due to cost constraints, researchers prioritized specific data points."

Common error

Avoid using "due to cost researchers" as it incorrectly links cost directly to the researchers themselves. Instead, clarify what is affected by the cost, such as "Due to cost limitations, research scope was reduced."

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

78%

Authority and reliability

2.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase is intended as a causal connector, aiming to explain why researchers made certain choices or faced specific limitations. However, as Ludwig AI points out, the phrasing is grammatically awkward and unclear.

Expression frequency: Rare

Frequent in

Science

34%

News & Media

33%

Formal & Business

33%

Less common in

Wiki

0%

Reference

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, while the phrase "due to cost researchers" aims to explain a cause-and-effect relationship related to research limitations, it is grammatically incorrect and uncommon. As Ludwig AI states, it's an incomplete thought. It's better to use clearer alternatives like "due to cost constraints" or "because researchers faced budget limitations". The phrase appears rarely, and its usage is distributed across science, news, and business contexts. For clarity and professionalism, it's advisable to opt for grammatically correct and more precise phrasing.

More alternative expressions(6)

Phrases that express similar concepts, ordered by semantic similarity:

because researchers faced budget constraints

This alternative replaces the prepositional phrase "due to cost" with a clause explaining the reason for researchers' actions.

owing to financial limitations affecting researchers

This alternative uses "owing to" instead of "due to" and specifies that the financial limitations are affecting researchers.

as a result of cost factors impacting research teams

This alternative uses "as a result of" to indicate causality and specifies that cost factors are impacting research teams.

since research funds were limited

This alternative provides a direct statement of the reason for researchers' actions with a simplified explanation.

because of expense-related restrictions on research

This version uses 'expense-related' to describe the nature of the restrictions placed on the research due to costs.

given budgetary limitations faced by researchers

This option specifies that the budgetary limitations are something researchers are actively facing.

considering the cost implications for researchers

This alternative highlights the act of considering cost implications, shifting the focus slightly.

in light of researcher funding limitations

This option emphasizes the limitations of funding rather than explicit costs.

as researchers were limited by funding

This alternative rephrases the cause-and-effect relationship with a more direct structure.

researchers were restricted because funding was low

This is a simplification showing a clear restriction and reason that affected the researchers.

FAQs

How can I correctly express that researchers are limited by costs?

Instead of using the grammatically awkward phrase "due to cost researchers", you can say "Due to cost constraints" or "Because of budget limitations affecting "researchers"".

What is a more formal way to say "due to cost"?

Formal alternatives include "owing to cost considerations", "as a result of financial constraints", or "attributable to budgetary restrictions".

Is it ever correct to use "due to" at the beginning of a sentence?

While traditionally discouraged by some grammarians, starting a sentence with "due to" is now widely accepted, especially when it clearly modifies the entire clause. For example: "Due to high costs, the project was delayed."

What are some synonyms for "constraints"?

Depending on the context, synonyms for "constraints" include "limitations", "restrictions", "restraints", and "impediments".

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Source & Trust

78%

Authority and reliability

2.1/5

Expert rating

Real-world application tested

Most frequent sentences: