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
worker intensive
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "worker intensive" is not standard in written English; the correct term is "labor-intensive." You can use "labor-intensive" to describe a process or industry that requires a large amount of human labor to produce goods or services.
Example: "The construction of the new building is labor-intensive, requiring many workers on-site to complete the project."
⚠ May contain grammatical issues
Science
News & Media
Formal & Business
Alternative expressions(1)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
We compared physician-intensive follow-up (PF), the standard of care, with two methods of task-shifting: nurse-intensive follow-up (NF) and pharmacy-worker intensive follow-up (PWF).
Science
IDI implements monthly ART follow-up using three algorithms: 1) physician-intensive follow-up (PF), 2) nurse-intensive follow-up (NF), and 3) pharmacy worker-intensive follow-up (PWF).
Science
HCW: Health care worker; ICU: Intensive care unit; MRSA: Methicillin-resistant Staphylococcus aureus.
Science
While Zulekha's weight increased, the community worker provided intensive counselling to the family on how they could keep Zulekha well-nourished and healthy, even in the poor environment within which they lived.
Formal & Business
Lacking the national average for the general population in Bangladesh, we compared the mean handgrip strength of male participants aged 25-44 years old with that of a reference group of 100 healthy males aged 27-42 years in West Bengal: that of 50 office workers was 43 kg and that of 50 metal workers performing intensive manual labour was 41 kg [ 24].
Fujitsu's Mr Noshiro has put some 40 Chinese workers through intensive training in Japan, at a cost of $30,000 a year each.
News & Media
Work Related Musculoskeletal Disorders (WMSDs) among office workers with intensive computer use is widespread and the prevalence of symptoms is growing.
Science
These population trends will lead to an increasing demand for healthcare resources (both in terms of number of beds and number of healthcare workers), including intensive care.
Science
As city sanitation workers perform intensive cleanings,..
News & Media
All selected field workers underwent intensive training for one week prior to the survey.
Science
This was consistent with reports from Korea, 4.5% [ 16] and lower than reports from Egypt (25%) isolated from pediatric patients [ 17] and health care workers in intensive care units (9.5%) [ 18].
Science
Expert writing Tips
Best practice
When describing processes or industries needing a large workforce, prefer the term "labor-intensive". It's the established and grammatically sound choice.
Common error
Avoid using "worker intensive" as it's not standard English. "Labor-intensive" is the correct term for describing something that requires a lot of human labor.
Source & Trust
83%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "worker intensive" functions as a descriptive term attempting to characterize something that requires a significant number of workers. However, it is not standard English. According to Ludwig AI, the proper term is "labor-intensive".
Frequent in
Science
39%
News & Media
33%
Formal & Business
10%
Less common in
Encyclopedias
4%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, while the phrase "worker intensive" is understandable, it is not grammatically correct; the established term is "labor-intensive". Ludwig AI highlights that "labor-intensive" is the preferred phrase for describing processes or industries that require a significant workforce. Although found in a variety of sources, primarily science and news media, its non-standard nature suggests caution in formal writing. Alternative phrases, such as "highly staffed" or "work-intensive", can be used depending on the specific context. However, using "labor-intensive" ensures clarity and grammatical correctness.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
labor-intensive
Replaces "worker" with "labor", which is the standard and grammatically correct term in this context.
work-intensive
Emphasizes the intensity of the work involved, rather than specifying the type of worker.
highly staffed
Focuses on the number of staff required, rather than the intensity of their work.
staff-heavy
Informal alternative emphasizing a large number of staff are needed.
requiring significant manpower
Highlights the need for a large workforce.
demanding substantial labor
Emphasizes the amount of labor required.
resource-intensive regarding workforce
Highlights that the main resource required is workforce.
dependent on manual labor
Emphasizes reliance on physical labor.
operation requiring significant staff
Focuses on operation involving work that is significant amount of staff.
heavily reliant on employees
Highlights a big need on employee activities.
FAQs
What's the correct way to say something requires a lot of workers?
The correct term is "labor-intensive". It's used to describe a process or industry that needs a large workforce.
Is "worker intensive" grammatically correct?
While you might encounter the phrase "worker intensive", it is not considered standard English. The preferred and grammatically sound term is "labor-intensive".
Are there alternatives to "labor-intensive"?
Yes, depending on the context, you could use phrases like "staff-heavy", "highly staffed", or "requiring significant manpower", but "labor-intensive" remains the most common and widely accepted term.
What does "labor-intensive" mean?
"Labor-intensive" describes a process or industry where a large amount of work is done by people rather than machines. It means that human labor is a significant factor in the production or operation.
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
83%
Authority and reliability
2.8/5
Expert rating
Real-world application tested