Supervisors or System Stewards? Managers in the Era of Algorithmic Control

A new joint survey from Eurofound together with the European Labour Authorityshows how deeply digital systems shape working life across Europe. The findings are striking.

75% of participating workers reported constant time tracking. Two thirds face communications monitoring plus screen surveillance. For many employees, observation has become a routine feature of the job.

At the centre of this transformation stands algorithmic management. The concept refers to the use of software systems that carry out core managerial functions once performed by people.

Algorithms allocate tasks, determine schedules, measure output, rank performance, trigger rewards or sanctions.

In platform work these processes often operate automatically, guided by data inputs rather than direct supervision.

See full data here [+]

Workers log in to digital platforms, receive assignments generated by software, complete tasks under strict time measurement, then receive ratings derived from metrics. The system evaluates speed, response patterns, customer feedback, adherence to predefined standards. Human interaction can be limited, especially when performance decisions are generated through code.

The survey data underline the scale of digital oversight. Constant time tracking affects three quarters of respondents. Communications monitoring plus screen surveillance reach two thirds. These practices extend beyond platform work into more traditional employment settings. The boundaries between management, measurement, plus monitoring have grown increasingly thin.

Such developments reshape the role of managers. Managers remain accountable for outcomes, workplace culture, employee wellbeing, even if technical systems execute daily control functions. Responsibility for the effects of these systems cannot be delegated to algorithms.

CEC European Managers has taken a clear position on Artificial Intelligence in the workplace and its Working Group on Artificial Intelligence and Digitalisation is updating the latest position paper from CEC as well as making new proposals for companies.

In its policy work on AI, the organisation argues that technology must be guided by human leadership rooted in European values. Managers carry responsibility for ensuring that AI systems respect dignity, fairness, transparency. Automated decision making requires meaningful human oversight, particularly where careers, income, or access to work are concerned.

CEC European Managers emphasises that explainability strengthens trust. Employees should understand how data are collected, how decisions are produced, how errors can be challenged. Ethical governance of AI depends on competence at leadership level. Managers need sufficient knowledge to question vendors, assess risks, align digital tools with organisational purpose.

The survey results heighten the urgency of this debate. Continuous tracking plus monitoring can increase pressure, affect morale, influence mental health. Digital tools shape daily rhythms of work. They influence autonomy, discretion, professional identity.

Leaders and managers stand at the point where technological capability meets human consequence. They can examine which data are truly necessary for operational goals.

They can ensure that automated evaluations include human review before significant consequences follow. They can open dialogue with staff representatives prior to introducing monitoring technologies. Clear communication reduces uncertainty plus strengthens legitimacy.

See full data here [+]

Gamification: A control mechanism

Platforms rely not only on surveillance but also on gamification as a powerful mechanism of behavioural control. Competitive design features shape how workers act, respond, and assess their own performance. The survey indicates that ranking systems and quantified scoring are almost as widespread as direct monitoring tools.

Leaderboards showing a worker’s position relative to others affect roughly sixty four to seventy percent of online platform workers. Points or ratings systems that measure quality and reliability reach between seventy one and seventy six percent of respondents.

These digital mechanisms turn everyday work into a continuous tournament. Workers complete tasks while simultaneously competing for visibility, higher rankings, better paid assignments, and continued access to the platform. Position within the system influences future opportunities and income prospects, reinforcing constant performance pressure.

Age again marks a significant divide. Workers between fifty and sixty five encounter gamification mechanisms less frequently. Around forty nine percent report exposure to leaderboards compared with seventy percent among younger groups.

Fifty eight percent face points systems compared with seventy six percent of workers under thirty five. The difference of roughly twenty to twenty seven percentage points mirrors the broader monitoring pattern and suggests that older workers are more present on platforms where algorithmic management operates with lower intensity.

Leaders Setting the Tone

Leadership also involves setting tone. A culture focused solely on metrics risks narrowing the understanding of performance. Professional judgement, creativity, collaboration cannot always be captured through quantitative indicators. Managers who recognise these limits can balance efficiency with respect for professional expertise.

European regulation on Artificial Intelligence plus platform work establishes guardrails. Daily implementation, however, rests within organisations.

Managers influence how systems are configured, how feedback is delivered, how concerns are addressed.

Managers’ choices determine whether algorithmic management enhances productivity while safeguarding rights, or whether it deepens surveillance without building trust.