Used and loved by millions

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 quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

because of resource constraints

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "because of resource constraints" is correct and usable in written English.
You can use it when explaining limitations or challenges that arise due to a lack of resources, such as time, money, or materials. Example: "We were unable to complete the project on time because of resource constraints."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

31 human-written examples

Doctors complained of being unable to control patient care because of resource constraints.

Many operational researchers will be reluctant to abandon a good idea because of resource constraints that might be addressed eventually.

News & Media

The Guardian

But so far, South Africa has opted for only partial implementation of these guidelines because of resource constraints.

News & Media

The New York Times

Similarly the water and education programmes are not being able to provide full coverage of all the needs already identified, because of resource constraints".

News & Media

The Guardian

The Saudi government has taken its time to launch a formal external investment vehicle, partly because of resource constraints prior to the rise in oil prices from 2003 onwards and partly because of its concerns about potential criticism on both the domestic and international fronts.

News & Media

The Economist

Moreover, the test data collected from the sensor nodes are not so precise because of resource constraints of nodes themselves, such as computing capacity of the microcontrollers and the precision of the crystal oscillator of the sensor nodes.

Show more...

Human-verified similar examples from authoritative sources

Similar Expressions

29 human-written examples

First, the problem could be one of resource constraints.

Science

Plosone

As for the Israelis, their military culture grew out of a background of resource constraint and constant threat.

News & Media

The New Yorker

Optimization of power in a datacenter is a difficult problem because of server resource constraints, network topology and bandwidth constraints, cost of VM migration, the heterogeneity of workloads and the servers.

In addition, because of general resource constraints in conservation [37], [38], and the urgency of the problems we seek to solve, it is imperative that methods for gaining information are time and cost-effective.

Science

Plosone

It should be noted that the length of each string may be different from each other because of the resource constraints.

Show more...

Expert writing Tips

Best practice

When using "because of resource constraints", be specific about which resources are limited (e.g., time, funding, personnel) to provide clarity and context to your statement.

Common error

Avoid using "because of resource constraints" without specifying the type of resource. This can make your writing seem vague and less informative. Instead, clarify whether you're referring to financial, temporal, or human resources.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "because of resource constraints" functions as an adverbial phrase, specifically a causal adjunct. It modifies a clause by providing the reason or cause for a particular situation or outcome. Ludwig examples confirm its role in explaining limitations or modifications.

Expression frequency: Common

Frequent in

Science

50%

News & Media

27%

Formal & Business

23%

Less common in

Science

0%

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

The phrase "because of resource constraints" is a common and grammatically correct way to explain limitations caused by a lack of resources, according to Ludwig. It functions as a causal adjunct, providing the reason behind certain outcomes. While generally neutral to formal, it finds frequent application in scientific, news, and business contexts. When using this phrase, it is important to be specific about the type of resource limitation to ensure clarity. Alternatives include "due to limited resources" or "owing to a lack of resources". Ludwig’s examples and AI analysis confirm its widespread usability and clear communicative function.

FAQs

How can I use "because of resource constraints" in a sentence?

You can use "because of resource constraints" to explain why a project was delayed, a study was limited, or a goal was not achieved. For example, "The project was scaled back "because of resource constraints"."

What are some alternatives to "because of resource constraints"?

Is it better to say "due to resource constraints" or "because of resource constraints"?

Both phrases are grammatically correct and convey the same meaning. The choice often depends on the desired level of formality and personal preference. "Due to" is sometimes considered more formal than "because of".

What's the difference between "resource constraints" and "budget constraints"?

"Resource constraints" is a broader term that can include limitations on various resources, such as time, personnel, and materials. "Budget constraints" specifically refers to limitations on financial resources.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: