complex to scale

USAGE SUMMARY

The phrase "complex to scale" is correct and usable in written English.
It can be used when discussing systems, processes, or projects that are difficult to expand or increase in size or scope. Example: "The current infrastructure is too complex to scale effectively, which limits our growth potential."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

This was a bold, ambitious concept – the team sold cars, had no returns and received excellent customer reviews, but ultimately the model proved too complex to scale at this time.

TechCrunch

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Since 1969, students on several occasions have orchestrated complex plans to scale Tech Tower and steal the huge symbolic letter T off the building.

Wikipedia

Syntenic blocs are required for complex computations to scale to the billions of nucleotides present in many genomes; they enable comparisons across broad ranges of genomes because they filter out much of the individual variability; they highlight candidate regions for in-depth studies; and they facilitate whole-genome comparisons through visualization tools.

Bioinformatics

On the other end, you might be building something big and complex that needs to scale quickly and trying to deploy the infrastructure would be challenging.

TechCrunch

One limitation of this study is simulations instead of real robots but the experiments in the physical environments are complex and difficult to scale for large scale arenas using real robots; secondly such experiments are not possible with limited finance.

Complex Adaptive Systems Modeling

However, particle based pharmaceuticals are complex and thus challenging to scale up.

Biomaterials

An important theme emerging from the key informant interviews was that overly complex interventions are difficult to scale up in LMICs (KIs 1 3, 14), particularly if there is a lack of consensus about how to scale up that intervention.

Globalization and Health

This is crucial to scale logistically complex ideas like Opendoor, Instacart and others.

TechCrunch

The pieces are complex, more finely made, made to scale and replicate trains, buildings, landscape and everything else realistically.

WikiHow

Mangham and Hanson argue that "understanding intervention complexity," for example by using Gericke et al's framework, can help to overcome barriers to scaling up complex interventions, including the important barrier of resource constraints [ 15].

Globalization and Health

Complex situation "UNICEF is committed to scaling up its efforts to ensure that all children and their families are protected and have access to essential social basic services," says Bruno Maes, UNICEF Chad Representative.

Unicef

Expert writing Tips

Best practice

When using "complex to scale", clearly identify what specific aspects of the system or process make it difficult to expand. Providing concrete examples will enhance clarity.

Common error

Avoid using "complex to scale" as a vague criticism. Instead, specify the factors contributing to the complexity, such as intricate dependencies, resource limitations, or technological constraints.

Linguistic Context

The phrase "complex to scale" functions as a descriptor, indicating that something has inherent intricacies that hinder its ability to be expanded or increased in size or scope. It acts as an adjective phrase modifying an implied noun (e.g., 'system', 'process'). Ludwig AI confirms its usability.

Expression frequency: Rare

Frequent in

Science

35%

News & Media

33%

Formal & Business

32%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "complex to scale" describes something difficult to expand due to its intricate nature. While grammatically correct, as confirmed by Ludwig AI, its usage is relatively rare. It finds common ground across science, news, and formal business contexts, indicating it is suitable for technical discussions on scalability challenges. When using the phrase, aim for clarity by specifying which aspects of a system contribute to its complexity. Alternatives like "difficult to expand" or "challenging to scale up" can offer similar meanings with slight nuances.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

difficult to expand

Focuses on the inherent difficulty in increasing the size or scope of something.

challenging to scale up

Emphasizes the challenges involved in increasing the scale of an operation or process.

hard to grow

A more general term referring to the difficulty in achieving growth.

complicated to expand

Highlights the intricate nature of the expansion process.

unscalable due to complexity

Directly states that the complexity prevents scaling.

scaling is problematic due to its intricacy

Indicates that intricacy poses a problem for scaling.

growth is limited by complexity

Complexity acts as a barrier to growth.

difficult to make larger

A simpler way to express the difficulty in increasing size.

hard to increase in scope

Focuses on the difficulty of broadening the extent or range.

scaling is not straightforward due to complexity

Complexity makes scaling a non-obvious task.

FAQs

How can I use "complex to scale" in a sentence?

You can use "complex to scale" to describe systems, processes, or projects that encounter difficulties when expanded. For example, "The current infrastructure is too "complex to scale" effectively, limiting our growth potential."

What are some alternatives to "complex to scale"?

You can use alternatives like "difficult to expand", "challenging to scale up", or "hard to grow" depending on the context.

Which is correct, "complex to scale" or "difficult to scale"?

Both "complex to scale" and "difficult to scale" are correct, but they emphasize different aspects. "Complex to scale" highlights the intricate nature hindering expansion, while "difficult to scale" focuses on the overall challenge. They can often be used interchangeably, but the nuance depends on the specific context.

What does it mean when something is described as "complex to scale"?

When something is described as "complex to scale", it means that its intricate design or operational dependencies make it difficult to increase in size, scope, or capacity without encountering significant problems. These problems could include increased costs, reduced efficiency, or system failures.