complicated data

USAGE SUMMARY

"complicated data" is a correct and usable phrase in written English.
You can use it when you want to describe information or facts that are complex and difficult to understand or process. Example: The researchers had trouble analyzing the complicated data collected from the experiment.

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

58 human-written examples

If an insufficient number of neurons are used, the network will be unable to model complicated data, and the resulting fit will be poor.

Journal of Petroleum Exploration and Production Technology

In the 1990s, Professor Shneiderman developed tree mapping, which uses interlocking rectangles to represent complicated data sets.

The New York Times

This can be a complicated data collection and management challenge that many hospitals, especially smaller ones, are not set up for and that some outsourcing companies excel in.

The New York Times

This is a predictable outcome of the powerful incentive to maximize the value of user data by running complicated data mining algorithms that rely on large datasets.

Harvard University

It doesn't fit well on a protest placard, but this information may one day help build better actuarial tables, translating complicated data into real-world impacts.

The New York Times - Magazine

Rather than just churning out simulations or pretty pie charts, com- puters can do what scientists have tra- ditionally done: findmathematical equations that explain complicated data.

The New York Times

Our forecasters have an impressive record, but that's not because they are world experts on the topics they are forecasting or because they have access to a trove of complicated data.

The New Yorker

The southern part of this profile seems to have more complicated data.

Earth, Planets and Space

So it has the potential to deal with more complicated data.

EURASIP Journal on Audio, Speech, and Music Processing

Human-verified similar examples from authoritative sources

Similar Expressions

2 human-written examples

As straightforward as this may sound, though, it's a massively complicated data-management challenge.

MIT Technology Review

To detect aggressive HFT and institutional flow, we use complicated data-intensive computer programs running on hundreds of servers at any one time.

Huffington Post

Expert writing Tips

Best practice

When describing "complicated data", be specific about the source of the complexity. Is it the volume, the variety, or the interrelation of data points? Specificity enhances clarity.

Common error

Avoid simply labeling data as "complicated" without providing context. Explain what makes the data complicated to give your audience a clearer understanding.

Linguistic Context

The phrase "complicated data" functions as a descriptor, where 'complicated' acts as an adjective modifying the noun 'data'. Ludwig provides numerous examples showing it used to characterize datasets that require advanced analysis or are challenging to interpret.

Expression frequency: Very common

Frequent in

Science

52%

News & Media

31%

Academia

9%

Less common in

Formal & Business

8%

Ludwig's WRAP-UP

In summary, "complicated data" is a grammatically sound and frequently used phrase to denote datasets that are challenging to process or understand due to their complexity. As Ludwig's examples show, this phrase is common in scientific, news, and academic contexts. While it's often used interchangeably with "complex data", "complicated data" emphasizes the difficulty in handling the data, according to Ludwig's analysis. To enhance clarity, be specific about the sources of complexity, and avoid overgeneralization. Use alternatives such as "complex information" or "intricate data sets" to add nuance.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

complex information

Focuses on the intricacy of the information itself, rather than the data.

intricate data sets

Emphasizes the structured and interconnected nature of the data.

complex data structures

Highlights the organization and relationships within the data.

challenging data

Shifts the focus to the difficulty in handling or analyzing the data.

sophisticated data

Suggests a level of advanced processing or analysis required.

convoluted data

Implies that the data is unnecessarily complex and difficult to follow.

complex statistical data

Specifies the type of data and its complex nature within statistical analysis.

elaborate data

Highlights the detailed and extensive nature of the data.

difficult to interpret data

Focuses on the challenge of understanding the meaning within the data.

highly detailed data

Emphasizes the fine-grained level of information contained within the data.

FAQs

How can I effectively use "complicated data" in a sentence?

Incorporate "complicated data" when you want to emphasize the challenging aspects of working with intricate information sets. For example: "Analyzing the "complicated data" /s/complicated+data from the experiment required advanced statistical methods."

What are some alternatives to the phrase "complicated data"?

Consider using alternatives such as "complex information", "intricate data sets", or "challenging data" depending on the specific nuance you wish to convey.

When is it appropriate to describe data as "complicated"?

Use "complicated data" when the data presents significant challenges in understanding, processing, or analysis due to its volume, variety, or intricate relationships. It is appropriate when the complexity is a key characteristic that affects how the data is handled.

Is there a difference between "complex data" and "complicated data"?

While both terms are often used interchangeably, "complex data" typically refers to data with many interconnected parts, whereas "complicated data" often implies that the data is difficult to understand or manage. The subtle difference lies in whether you're emphasizing the structure or the difficulty.