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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
direct workforce
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "direct workforce" is correct and usable in written English.
It can be used to refer to the employees or personnel who are directly involved in the production or delivery of goods and services within an organization. Example: "The company is focusing on improving the efficiency of its direct workforce to enhance overall productivity."
✓ Grammatically correct
News & Media
Science
Academia
Alternative expressions(4)
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
4 human-written examples
That's a stark contrast to Intel's direct workforce that, like much of the tech industry, is highly paid, overwhelmingly male (75.9%) and just 8.3% Latino.
News & Media
39 should also direct workforce development dollars to ward statewide an d system – wide alignment of California's major training and education programs for energy – related skills and occupations.
This may have wider implications for the commissioning of services and service delivery, and prove more complicated than a direct workforce substitution.
Science
This challenge is greatest in regions worst-hit by the disease due to multiple factors including direct workforce effects of the pandemic (i.e., death and disability), international financing policies restricting investment in the health sector, and the "brain drain" – outmigration of qualified practitioners toward urban areas and higher wage countries in Europe and North America [ 22].
Science
Human-verified similar examples from authoritative sources
Similar Expressions
56 human-written examples
What that means is that the direct care workforce will continue to grow, and particularly the home-care workforce.
News & Media
For years, experts have predicted that a rapidly aging population's demand for services would outstrip the capacity of what is called the "direct care" workforce: personal care aides, home health aides and nursing assistants.
News & Media
Let's start with a word on the direct care workforce, one of the largest occupational groups in the labor force.
News & Media
No organization has been more involved since the 1990s in seeking to "professionalize" the direct care workforce than PHI (Paraprofessional Healthcare Institute), headquartered in the South Bronx.
News & Media
We can expect to see accelerated innovation, upward mobility for the direct care workforce, and increased choice of providers for payers and patients.
News & Media
He and others saw "professionalizing" of the direct care workforce to include three components: upgrading skills, participation in care approaches, and most of all wage increases.
News & Media
PHI was established in 1991 to build home care worker cooperatives in other cities, as well as to be a training and advocacy arm for the broader direct care workforce beyond the cooperatives.
News & Media
Expert writing Tips
Best practice
When discussing a company's internal operations, use "direct workforce" to specifically refer to employees directly involved in core activities, differentiating them from contractors or outsourced labor.
Common error
Avoid using "direct workforce" when referring to all employees of a company. Instead, reserve it for describing those workers directly involved in the primary functions of the organization.
Source & Trust
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "direct workforce" functions as a noun phrase, typically serving as the subject or object of a sentence. It identifies a specific group of employees within an organization, as supported by Ludwig's analysis.
Frequent in
News & Media
32%
Science
32%
Academia
12%
Less common in
Formal & Business
12%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "direct workforce" is a grammatically correct noun phrase used to refer to employees directly involved in the core activities of an organization. While not very common, as indicated by Ludwig, it is appropriate for professional and formal communication across various fields such as news, science, and academia. When writing, it is important to use the term accurately, reserving it for employees directly contributing to the company's primary functions to differentiate them from support staff or contractors.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
core personnel
Focuses on the essential and central nature of the employees.
frontline employees
Emphasizes the direct interaction with customers or the primary activity of the business.
primary labor force
Highlights the main group of workers responsible for production or service delivery.
in-house staff
Indicates that the workers are employed directly by the organization rather than being contracted.
internal workforce
Similar to in-house staff, it emphasizes the workers being part of the organization.
on-site team
Emphasizes the physical presence of the workers at a specific location.
dedicated staff
Highlights the commitment and focus of the workers.
production staff
Specifically refers to the workers involved in the manufacturing or production process.
service personnel
Focuses on workers providing services rather than producing goods.
company employees
Simply denotes individuals employed by the company.
FAQs
How can I use "direct workforce" in a sentence?
You can use "direct workforce" to refer to employees directly involved in core activities, for example: "The company is investing in training for its "direct workforce" to improve efficiency".
What are some alternatives to "direct workforce"?
Alternatives include "core personnel", "frontline employees", or "in-house staff", depending on the specific context.
What is the difference between "direct workforce" and "indirect workforce"?
"Direct workforce" refers to employees directly involved in the production or delivery of goods or services, while "indirect workforce" refers to those in supporting roles, such as administration or HR.
Is it appropriate to use "direct workforce" in formal writing?
Yes, "direct workforce" is appropriate for formal writing, especially in business or academic contexts, when you need to specifically refer to employees involved in the primary operations of a company.
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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
4.1/5
Expert rating
Real-world application tested