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
CEO of Professional Science Editing for Scientists @ prosciediting.com
extensive data collection
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "extensive data collection" is correct and usable in written English.
It can be used when referring to the process of gathering a large amount of data for analysis or research purposes. Example: "The study was based on extensive data collection from various sources to ensure accuracy and reliability."
✓ Grammatically correct
Science
Academia
News & Media
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
60 human-written examples
There was extensive data collection in the DAT, including individual interviews, focus groups, artifacts collected, and records from meetings.
This includes extensive data collection, self-evaluation and analysis.
Academia
An extensive data collection process was conducted for this study.
Science
Government must respond, and the National Security Agency's extensive data collection enables law enforcement to keep up with such crimes.
News & Media
A study was therefore initiated, including extensive data collection (logging and coring of the shale) and subsequent core testing, data analysis and evaluation of field experience.
We had worked on that rule for over eight years through very extensive data collection, both from industry and from our own-data collection services.
Academia
The cause, extent, and general nature of each of these spills are unique, yet the extensive data collection efforts that ensued reveals considerable commonality.
Various predictive models of microbial behavior have been created and extensive data collection has been done by numerous private or public laboratories.
Most new advanced ships have extensive data collection systems to be used for continuous monitoring of engine and hull performance, for voyage performance evaluation etc.
Science
Extensive data collection resulted in a database of 107 constructed wetlands that was used to evaluate certain trends and treatment performances.
Science
H.M.O.'s can handle demands for extensive data collection, typically by steering patients to a small roster of doctors and by using "gatekeepers" to intervene between patients and specialists.
News & Media
Expert writing Tips
Best practice
When describing research methodology, specify the types of data collected and the rationale behind the "extensive data collection" to enhance clarity and credibility.
Common error
Avoid using "extensive data collection" as a generic descriptor. Instead, quantify the data (e.g., sample size, variables measured) or highlight the breadth of sources to substantiate the claim.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "extensive data collection" functions primarily as a noun phrase, often serving as the subject or object of a sentence. Ludwig confirms its correct and usable status in written English.
Frequent in
Science
45%
Academia
25%
News & Media
15%
Less common in
Formal & Business
10%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "extensive data collection" is a frequently used and grammatically sound noun phrase, as confirmed by Ludwig, denoting a process of gathering a significant amount of information. Predominantly found in scientific and academic contexts, this phrase serves to describe research methodologies or analytical processes requiring thoroughness and rigor. While its usage is generally appropriate, it is crucial to ensure that the 'extensiveness' is justified with specific details about the data collected. Alternatives such as "comprehensive data gathering" or "thorough data acquisition" can be considered based on the specific nuances of the context.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
comprehensive data gathering
Replaces 'collection' with 'gathering', implying a thorough and complete process of obtaining data.
thorough data acquisition
Uses 'acquisition' to emphasize the act of obtaining data in a detailed and methodical manner.
large-scale data compilation
Focuses on the compilation aspect, suggesting the data is being assembled from various sources on a large scale.
in-depth data analysis
Emphasizes the depth and detail of the data being collected and subsequently analyzed.
detailed information gathering
Highlights the level of detail in the information being gathered, rather than just the volume of data.
broad spectrum data mining
Implies a wide range of data sources are being explored to extract relevant information.
exhaustive data research
Indicates a complete and thorough investigation involving a significant amount of data.
wide-ranging data survey
Suggests a broad overview of data is being collected across a diverse set of parameters.
substantial data accumulation
Highlights the build-up of a significant amount of data over time.
considerable data aggregation
Focuses on the process of combining data from multiple sources into a unified dataset.
FAQs
How can I use "extensive data collection" in a sentence?
You can use "extensive data collection" to describe a research process, for example: "The study relied on "extensive data collection" to ensure accurate results."
What are some alternatives to "extensive data collection"?
Some alternatives include "comprehensive data gathering", "thorough data acquisition", or "large-scale data compilation", depending on the specific context.
When is "extensive data collection" necessary?
"Extensive data collection" is often necessary when studying complex phenomena, establishing robust statistical power, or ensuring the generalizability of findings across diverse populations.
What are the challenges associated with "extensive data collection"?
Challenges include the high costs of data acquisition, the risk of data overload, the potential for biases in data collection methods, and the difficulties in managing and analyzing large datasets.
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.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested