Even a Perfect Production Plan Is Useless Without the Workforce That Can Execute It

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How Leading Manufacturers Use People-First Production Planning to Build Realistic Production Plans Around Their Actual Workforce Capacity

In modern manufacturing, machines define theoretical capacity – but people ultimately determine what is actually possible on the shop floor. People-first production planning introduces a new perspective: planning production around real workforce capacity rather than forcing people to fit predefined plans.

Our newly developed module, Advanced Workforce Scheduling and Worker Exchange, brings this concept into practice. By integrating data from HR and ERP systems and tracking competencies and attendance, the module provides planners with a clear overview of workforce availability. It enables transparent worker exchange between departments in cases of workforce surplus or shortages, helping manufacturers respond faster to absences and reduce operational friction.

Workforce as the Real Constraint

In many manufacturing environments, production planning still follows a traditional logic: production plans are defined first, and available workers are then allocated to match them.

In practice, this approach often breaks down due to staff shortages, skill gaps, or high absence rates. Production lines that appear feasible on paper may simply lack the necessary competencies on the shop floor.

As a result, planners and supervisors spend significant time coordinating adjustments, searching for suitable replacements, or negotiating workforce availability across departments.

The issue is rarely a lack of data. Most companies already track competencies, attendance, and workstation requirements. The real challenge is turning this information into practical support for daily workforce scheduling decisions.

Introducing People-First Production Planning

While developing advanced worker exchange functionality for a large global manufacturing company in Germany, we introduced the term People-first production planning.

The concept reverses the traditional planning logic.

Instead of defining production plans first and then trying to fit workers into them, companies begin by allocating available workers to production lines, assessing which lines are realistically covered, and then building production plans around actual human capacity.

This shift is becoming increasingly relevant in manufacturing environments where skilled labour is limited, and workforce disruptions are common.

People-first production planning does not replace production planning systems. Rather, it complements them by ensuring that real workforce capacity becomes a central planning parameter.

A System Built on Real Data

The foundation of the system is a unified data layer integrating workforce-related information from existing IT systems.

Through a REST API, the module receives data such as:

  • employee master data
  • working-time constraints
  • confirmed competencies
  • attendance and absences
  • production lines and workstations
  • workstation requirements, including required competencies and the number of workers

Typically, the customer’s IT team or a third-party integration layer ensures that this data is automatically retrieved from ERP and HR systems.

With these inputs consolidated, planners gain a clear and up-to-date overview of workforce availability across shifts and departments.

Workforce Scheduling with a Pool Approach

At its core, the module supports shift-based workforce scheduling using a “pool” approach. Workers available in a shift are considered part of a shared pool from which planners can assign the right competencies to production lines and workstations.

Attendance and absence data are automatically imported from the HR system, giving planners immediate visibility into which workers are available in each shift.

Workers can then be scheduled to production lines based on competencies, availability, and operational constraints. The system supports real-world production scenarios such as:

  • production lines requiring multiple roles in a team, for example, operator, mechanic, and electrician
  • specialists who support several production lines, such as one mechanic responsible for multiple lines

Scheduling can be performed in multiple stages, combining manual planning with automated scheduling suggestions. Planners can apply filters, evaluate different parameters, and adjust assignments step by step.

This enables simplified communication and coordination on the shop floor, giving planners visibility and the ability to respond quickly when absences are reported.

Warm, known or new?

Manufacturing environments rarely operate with static assignments. Workers rotate between tasks, build experience on different workstations, and operate under various operational constraints.

The system therefore supports:

  • tracking “warm-up” and “cool-down” periods
  • advanced rotation schemes, for example, staying at one workstation for several working days and then rotating
  • rotation between “warm,” “known,” or “new” workstations, depending on worker experience
  • the ability to “pin” a worker, allowing supervisors to manually prevent rotations when necessary

At the same time, the system supports worker constraints, such as pre-retirement status or reduced working hours. It also supports organizational and location constraints, determining what each supervisor can see and which production lines belong to the same operational location.

Finally, planners and supervisors can add comments on workers, production lines, and shifts, improving coordination and communication across teams.

An Internal Workforce Marketplace

One of the most distinctive capabilities of the module is the worker exchange mechanism, designed as an internal exchange pool for workforce capacity.

In many factories, one department may temporarily have surplus workers while another department faces higher workloads or unexpected absences.

The system enables a structured exchange process:

  1. Department A creates its workforce schedule and identifies surplus workers.
  2. These workers are added to the exchange pool, including shift and role information.
  3. Department B creates its schedule and identifies a shortage of workers.
  4. Supervisors search the exchange pool for suitable available workers.
  5. A reassignment request is submitted.
  6. Department A confirms the reassignment.
  7. The worker is scheduled to the open workstation.
  8. If necessary, the reassignment can also be canceled.

From Absence to Suggested Worker Exchange

Because the system tracks workforce schedules and historical changes, it can also detect patterns over time.

For example, when a worker reports sick leave, the system immediately identifies the resulting gap in the workforce schedule. Based on available competencies and historical exchange patterns, it can suggest possible replacements.

This opens the door for further automation: absence → scheduling gap → suggested worker exchange. Instead of manually searching through workforce lists, planners receive targeted suggestions that accelerate decision-making.

Benefits for Planners and Shop-Floor Teams

For operational teams, the system improves visibility, communication, and the traceability of scheduling decisions. For management, the benefits extend further. Workforce capacity can be balanced more effectively across departments, improving utilization and enabling more flexible production operations.

Reduced coordination effort, fewer operational bottlenecks, and more realistic production plans ultimately translate into higher productivity and less stress for both planners and shop-floor teams.

Get Your Free People-First Planning Consultation

What would your production plans look like if they were built around the workforce you actually have? Get in touch to discover how Qlector LEAP enables People-first production planning on the shop floor.

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Elevate Your SAP with QLECTOR LEAP

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With QLECTOR LEAP, we have digitally mapped every process within our company, revolutionizing our operations. This allows us to swiftly and efficiently formulate our production plan, complete with auxiliary workstations. The true game-changer lies in the plan's automatic updates. Simultaneously, all subsidiary processes remain informed of any modifications

By bidding farewell to a multitude of Excel files once essential for production planning, we not only declutter but also reclaim valuable time. The era of manual updates is now behind us.
I wholeheartedly recommend Qlector Leap to those who have yet to establish a systematic production planning system and still rely on Microsoft programs. The tediousness of handling such files and their susceptibility to errors can now become a thing of the past

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Head of Production Logistics at Kovis

Kovis is an internationally innovative company for the development and production of high-quality components for the railway industry and various parts for other industrial sectors. The company has established itself internationally with the production of brake discs for all types of railway vehicles: from locomotives, trams, and metro lines to high-speed trains. In addition to the brake discs, Kovis is also the largest manufacturer of axle boxes for freight wagons in Europe.
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QLECTOR LEAP has enabled significant progress in production plan optimization, as it learns from historical data, optimizes the plan, and provides more optimal suggestions for planners and production.

The most useful functionalities include real-time inventory overview, scheduling of workers and tool changes, and a user-friendly experience for planners, who receive a Gantt chart and a real-time overview of weekly realization. Any changes made to the plan in SAP by the planner are immediately visible in LEAP, allowing us to see when we will have reconfigurations and reduces tool change time.
The condition for using QLECTOR LEAP is well-organized data. With this condition met, LEAP operates with great precision, which is why I would recommend it to other manufacturing companies.

Marija Golja

Production Planner at Kolektor

Kolektor is a global supplier that boasts a tradition of highly specialized industrial production. In almost 60 years of experience, the company became a global provider of mobility components and systems and has added programs outside the automotive industry in the process of diversification and globalization and has spread to other continents.
Kolektor is a synonym for credibility, trust, quality, and innovative products and services. The programs are managed in three strategic groups: Kolektor Mobility, Kolektor Technologies, and Kolektor Construction.

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Qlector's software optimizes production planning in a simple, intuitive way and opens up new optimization options in a simple form thanks to the AI algorithms and various evaluations and reports. A must for modern production

Ingo Hild

Plant Manager at ams OSRAM Group

ams OSRAM is a global leader in innovative light and sensor solutions, building on over a century of experience. Combining engineering expertise with global manufacturing, the company delivers groundbreaking applications that make the world safer, smarter, and more sustainable. Specializing in high-quality semiconductor-based light emitters, sensors, and software, ams OSRAM continues to push the boundaries in illumination, visualization, and sensing across diverse industries.

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QLECTOR LEAP has enabled the automation of planners' work, faster response to changes in production planning, and management of a larger number of machines.

The results are currently evident in shorter inventory lead times for binding unfinished production and semi-finished goods, where we observe a 10% improvement. I would also highlight the expertise and agility of the Qlector team in terms of understanding and adapting to our production planning peculiarities. Domel follows modern trends in digitization, which is why QLECTOR LEAP seamlessly integrates into the ERP and MES system and is certainly one of the AI integrated APS solutions worth exploring.

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Supply Chain Director at Domel

Domel is a global development supplier of electric motors, vacuum motors, blowers, and components. The company was founded in 1964 and has production facilities in Slovenia, Serbia and China. Their motors power over 300 million appliances in premium and consumer markets worldwide. Domel’s business processes employ high levels of technology, automation and robotisation, which form a basis for building competitiveness and excellence.