What does automatic scheduling mean for municipalities?

Karolina Levinson

Karolina Levinson

I över 30 år har Multisoft och Karolina Levinson hjälpt företag och organisationer att arbeta smartare med skräddarsydda IT-lösningar. De senaste åren har utvecklingen tagit stora kliv, och Karolina är särskilt inriktad på systemtänk och plattformstänk, med fokus på hur organisationer bygger hållbara systemstöd som går att vidareutveckla över tid. Hon är en erfaren föreläsare och, vid sidan av jobbet, stolt SM-vinnare i shuffleboard.

2025-12-17
11 min

Getting the staffing in healthcare, social care and schools together is already difficult enough, and that very challenge is often the reason you start looking at new systems. When you also have to take into account working time laws, local agreements, skill requirements and employee wishes, it becomes important that the system you are evaluating really relieves the load. Dive into everything you need to think about here and now.

Automatic or automated scheduling in municipalities is about letting a system do the heavy, rule-driven part of the job: calculating, optimizing, checking, and suggesting schedules based on your conditions. This allows you as a manager or planner to spend more time on prioritizing and less time moving rows in spreadsheets.

HerbertNathan & Co describes in its market analysis for time, scheduling and staffing for Swedish municipalities how modern systems can streamline personnel planning, improve regulatory compliance and at the same time strengthen the work environment in the public sector.

In this post, we will go over what automatic scheduling is, how it differs from regular scheduling, and what you can specifically gain from introducing it in your municipality.

What is meant by automatic scheduling?

In many municipalities, the terms time system, scheduling system and staffing system are used interchangeably. A clear division:

  • Time systems record actual time worked, deviations and absences.
  • Scheduling systems plan future work shifts and ensure that rules are followed.
  • Staffing systems match staffing needs with the right resources, often in real time .

Automatic scheduling lies at the intersection of these. Simply put:

The system creates and optimizes schedules for you based on rules, staffing needs, skills, and employee availability, without you having to build everything manually.

 

With the help of AI in the form of algorithms, you can automatically create ready-made schedule suggestions with the click of a button, supported by historical data and built-in rules engines. See AI as a way to Unleash the value of your structured data .

For municipalities, the same principles are relevant, but the requirements are higher: more collective agreements, larger staff volumes, a more complex mix of skills and stronger demands for legal certainty and equal treatment.

Why is automated scheduling extra important in municipalities?

The public sector lives off its staff. In many municipalities, staff costs account for 60 to 70 percent of the total budget, according to analyses from HerbertNathan & Co.

Time, scheduling and staffing is one of the most strategically important system areas in municipalities, but also one of the most complex. Why?

  • High organizational complexity: Many administrations, operations and units, often with different working time models a complex IT environment.
  • Complex competency requirements: Elderly care, LSS and schools require the right competencies in the right place, for example, special qualifications linked to care efforts, LSS or teaching.
  • Heavy regulatory burden: Working time laws, collective agreements, local agreements and EU directives on daily and weekly rest must be followed, making manual schedules both risky and time-consuming.
  • Demand for transparency and fairness: Schedules are perceived as fair or unfair and directly affect culture, work environment and employee turnover.

Here, automatic scheduling becomes a way to take control of a process that otherwise easily becomes reactive, manual and person-dependent.

How automatic scheduling works in practice

The basic idea is not for the system to "decide for you", but to automate what is rule-driven and repetitive. Typically, the flow looks like this:

1. You define rules and conditions

You and your colleagues set up:

  • Working time regulations and collective agreement terms
  • Local rules (for example, maximum number of consecutive night shifts)
  • Staffing levels per unit, time of day and day of the week
  • Competency requirements linked to roles or passports
  • Employee preferences and availability

Your system allows you to configure this in a rules engine instead of carrying everything in your head or in separate documents.

2. The system calculates a schedule proposal

When basic data is available, the system can generate a schedule proposal based on:

  • Forecasts and staffing needs
  • Competency requirements
  • Employee preferences
  • Financial goals, such as staffing budget

Modern automated scheduling solutions can use AI to calculate demand forecasts, suggest optimal shifts, and reduce both overtime and under-coverage.

The same platform can also support automatically generated schedule proposals combined with scenario analysis, optimization, forecasting and budgeting, so you get decision support that goes beyond just basic scheduling.

3. The planner adjusts, fine-tunes and decides

The system is not intended to replace your local knowledge of group dynamics, individuals' life situations, or the culture of the organization. But you will not need to:

  • Building schedules
  • Troubleshooting rest and on-call rules
  • Manually check that staffing coverage is correct
  • Staying up late to piece together the changes

Good systems provide clear warnings about rule violations, show cost effects directly in the schedule and make adjustments easy.

4. Employees get self-service and transparency

An important part of automated scheduling is that employees themselves can:

  • View schedule in app or browser
  • Request a pass or exchange
  • Apply for leave
  • Receive notifications of changes

It strengthens the sense of control and perceived fairness, which is central to employee satisfaction and should be part of the change process you face when implementing a new system.

What distinguishes AI-driven scheduling from "regular" automatic scheduling?

Many vendors today talk about AI schemes rather than just automation. The difference lies in how much the system can learn and optimize over time.

Some typical AI features:

  • Forecasts: The system uses history, seasonal variations, absence patterns and external factors to predict staffing needs.
  • Optimization towards multiple goals: You can steer towards, for example, fewer overtime hours, better continuity for users/students or a more even workload.
  • Ongoing rescheduling: In the event of sick leave or sudden peaks, the system can suggest changes or replacement solutions in real time.

AI, machine learning and predictive algorithms make it possible to move from reactive staffing to data-driven, proactive decisions, provided that the system landscape is integrated.

Effects when moving from manual to automatic scheduling

To ensure that it is not just technology for technology's sake, you need to be clear about what effects you actually want to achieve. Experience from municipalities that have worked in a structured way with time, scheduling and staffing shows that certain benefits return, and that the right system support can make a big difference in everyday life.

Less administration and fewer errors

When rules and agreements are in the system, and staffing needs are linked to actual volumes, the following is reduced:

  • Double registration between systems
  • Manual transfers to payroll
  • The risk of mistakes that violate the law or contract

Automated scheduling can, according to Forrester-based Total Economic Impact studies, reduce the time spent on scheduling by approximately 50–75% compared to manual methods – and in some cases, Forrester mentions that the time spent can be reduced by up to 80 percent.

75%

According to Total Economic Impact studies, automated scheduling can reduce the time spent on scheduling by approximately 50 to 75 percent compared with manual approaches.

80%

In some cases, Forrester also notes that the time required can be reduced even further, by up to around 80 percent, depending on how the work is done today and how the solution is used.

Better compliance and lower risk

Automatic checks against working time laws, collective agreements and local regulations make it easier to:

  • Avoiding unauthorized overtime
  • Respect daily and weekly rest
  • Manage on-call, emergency and OB correctly

This is especially important in care operations where staffing errors can affect safety, quality and continuity.

Stronger work environment and employee satisfaction

When schedules are perceived as predictable, fair and controllable, the following increases:

  • The feeling of participation
  • The ability to plan your private life
  • Confidence that workload is distributed reasonably

Modern systems for time, scheduling and staffing, combined with good self-service for employees, can contribute to a more sustainable and health-promoting work environment by creating a better balance between work and leisure.

More data-driven management of human resources

Another effect is that you get a common source of truth for:

  • Overtime, additional time and sick leave
  • Substitute costs
  • Staffing coverage per unit or business

This makes it possible to control staffing with the same precision that many municipalities already control finances.

Example: automatic scheduling in home care, elderly care and preschool

Automatic scheduling looks different depending on the business, but the patterns are similar.

Home care and elderly care

In home care, scheduling and planning are often extra complex with many short visits, travel times, high demands on continuity and different permissions to take into account. With AI-supported scheduling, algorithms can optimize both routes, continuity and staffing, while reducing overtime costs and administrative time.

Specialized home care planning solutions can also be integrated with central systems for time, scheduling and staffing, so you avoid duplication of work and get a more cohesive flow.

Preschool

In preschool, automatic scheduling is about bringing together staffing, opening hours and departments in an efficient way, based on the needs of the children's groups and planned attendance. With modern scheduling systems, you can combine manual planning with automatically generated schedule suggestions that are then fine-tuned by the scheduler.

For municipal preschools, this means that existing working methods can be reused, that schedule changes can be implemented more quickly, and that conflicts in staffing, opening and closing, or resource distribution between departments can be avoided, which overall provides a clear administrative gain.

Key requirements when procuring automated scheduling

Requirements gathering and requirements are one of the most important building blocks for your business to get the system support you need. Some recurring requirement areas are particularly important for municipalities that want to benefit from automated scheduling.

Before you make a list of requirements, it might be wise to ask yourself: do you primarily want to streamline what you have, or also open up to completely new ways of working?

Integrability and system landscape

Automatic scheduling doesn't get stronger than your integrations to:

  • HR and payroll systems
  • Business systems (for example, care systems and school platforms)
  • Financial System

Real-time API-based integrations are highlighted as a crucial factor in being able to handle rapid changes in staffing needs.

User-friendliness for different target groups

The system must work for both:

  • Central schedulers
  • Unit managers
  • Staffing units and temporary worker pools
  • Employees who primarily encounter the system on their mobile phones

The more intuitive the interface, the less training effort and the greater the chance that features like automatic scheduling will actually be used.

Regulatory control and local flexibility

Automatic scheduling depends on:

  • Central rules (laws and agreements) are correctly implemented
  • Local rules can be configured without having to redevelop the system
  • You can adjust regulations over time without major consulting efforts.

Here it is important to weigh classic standard systems against more configurable platforms.

Manageability and life cycle cost

For public organizations, it is crucial to:

  • The system can be managed without total supplier dependency
  • Licensing model and management cost are sustainable over time
  • Changes can be made at a reasonable pace

Cost-effectiveness must be seen in a life-cycle perspective, not just as a one-time investment.

When are standard systems sufficient and when is a customized solution needed?

When you are faced with the choice of building a system, purchasing a system, or customizing a system We don't want to point the finger at Softadmin®, which is a tailor-made system. At least not before you have considered your choice.

Standard systems are often a good fit when:

  • Your processes are similar to many others
  • You want to introduce relatively standardized working methods
  • You have limited need for special logic, complex exceptions, or integrated business flows

A platform like Softadmin®, where we build customized solutions on a low code platform, may be right when:

  • You have unique processes around staffing, such as complex temporary staff management or a combination of multiple operations.
  • You want to link scheduling with other administrative flows, such as grants, bookings or case management
  • You see automatic scheduling as part of a larger automation journey, not as an isolated feature

A common scenario in municipalities is to use an established payroll system with some basic support for time and schedule, but supplement it with more specialized solutions or a customized platform where the standard functions are not sufficient.

How can you take the next step towards automated scheduling?

A good first step is to map out where you are today:

  • Where does scheduling take place in practice? In systems, in Excel, in your head?
  • How much time do managers and staffing units spend on manual scheduling each month?
  • Where do employees experience that schedules are lacking, for example in predictability or fairness?
  • What systems do you already have in HR, payroll and operations, and how well do they talk to each other?

In parallel, you can start formulating a goal: do you primarily want to shorten administration, strengthen the work environment, get better control over costs, or build for AI and data-driven staffing?

Once you have that picture, it will be easier to decide whether you should:

  • Make better use of automatic scheduling in an existing system
  • Procure a new standard system for time, schedule and staffing
  • Or complement with a customized solution on a flexible platform

Multisoft often works together with both operations and IT to map processes, identify automation potential and build solutions for complex administrative flows where good standard systems are lacking.

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