leads to data

USAGE SUMMARY

The phrase "leads to data" is correct and usable in written English.
You can use it when discussing a process or action that results in the generation or collection of data. Example: "The new software implementation leads to data that can be analyzed for better decision-making."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

17 human-written examples

Data preprocessing leads to data cleaning such as removing noise, handling missing values and applying various data transformations in order to get the data ready for the analysis.

Journal of Big Data

Companies that do not plan end up with an accidental architecture, which leads to data silos and other inefficiencies.

Business Intelligence Guidebook From Data Integration to Analytics

In addition to the obsolescence of spatial data, the non-availability of consistent socio-economic data leads to data integration problems.

Habitat International

De-perimeterization leads to data center silos or islands.

Forbes

Then, buffer overflow also leads to data loss.

EURASIP Journal on Wireless Communications and Networking

This inevitably leads to data redundancy and affects the final ranking of the predicted SOMs.

Chemistry Central Journal

Human-verified similar examples from authoritative sources

Similar Expressions

43 human-written examples

Each of the break-ins has led to data being stolen.

The Guardian - Tech

This can, and has also led to, data breaches across cybertechnologies.

University of California, Berkeley

This can, and has, led to data breaches from an application, network, cloud and wireless perspectives.

University of California, Berkeley

A faulty IN can lead to data losses and/or throughput degradation.

Information Sciences

General triangular and quadrilateral subdivision schemes often lead to data proliferation and increased computational load.

Graphical Models

Expert writing Tips

Best practice

Use "leads to data" to clearly indicate a causal relationship where one action or process directly results in the creation, collection, or availability of data. This emphasizes the importance of the preceding steps in generating valuable information.

Common error

Ensure that using "leads to data" adds meaningful information to your sentence. Overusing causal phrases can make your writing sound repetitive. Consider if a simpler statement of fact would be more concise and effective.

Linguistic Context

The phrase "leads to data" functions as a causal connector, indicating that one action or process directly results in the creation, generation, or collection of data. This is supported by Ludwig's analysis, which confirms its correct usage in various contexts.

Expression frequency: Uncommon

Frequent in

Science

40%

News & Media

30%

Formal & Business

30%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "leads to data" correctly establishes a cause-and-effect relationship, indicating that a specific action or process results in the creation, generation, or collection of data. Ludwig confirms its grammatical correctness and general acceptance, though overuse in redundant contexts should be avoided. While the phrase can be found across various domains, it is most common in science, news media, and formal business contexts. Consider alternatives like "results in data" or "generates data" for variety and precision. Overall, "leads to data" effectively highlights the importance of certain processes in producing valuable information.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

results in data

Emphasizes the outcome or consequence of a process, focusing on the data produced.

generates data

Highlights the creation or production aspect of data.

produces data

Similar to 'generates', but with a broader implication of bringing data into existence.

creates data

Focuses on the act of forming or originating data.

yields data

Suggests that data is a natural output or return from a process.

gives rise to data

Highlights the emergence of data as a consequence of something else.

contributes to data

Indicates that something is one of several factors that cause data to be generated.

facilitates data collection

Focuses on enabling or making data collection easier.

enables data acquisition

Similar to facilitates data collection, but puts emphasis on the acquisition process.

drives data insights

Implies that data directly influences and informs the insights gained.

FAQs

How can I use "leads to data" in a sentence?

Use "leads to data" to show a direct cause-and-effect relationship where a specific process or action results in the creation or collection of data. For example, "Implementing a new CRM system "leads to data" that can improve sales strategies."

What are some alternatives to "leads to data"?

You can use alternatives such as "results in data", "generates data", or "produces data" depending on the specific nuance you want to convey. Each alternative slightly changes the emphasis of the sentence.

Is it always necessary to specify that something "leads to data"?

No, it's not always necessary. If the context already implies that data is a natural outcome, you might omit the phrase for conciseness. However, if you want to emphasize the role of a specific action in generating data, then including ""leads to data"" can be beneficial.

What's the difference between "leads to data" and "provides data"?

"Leads to data" implies a causal relationship where the action or process actively generates or collects data. "Provides data", on the other hand, suggests that the data already exists and is simply being made available. For example, "The survey "leads to data" on customer preferences," versus "The report "provides data" on market trends."