The place where almost every adult meets the algorithm every day is neither the courtroom nor the hospital: it is the workplace. Badges, management systems, dashboards of indicators, systems that assign shifts and measure response times: work has been for decades the most densely measured territory of ordinary life, and today Taylor's stopwatch has become software. In the chapter «Work and Measure» of Beyond Turing - The Incalculable Remainder, Antonio Fabbrizio analyses algorithmic management from the standpoint of those who design and govern enterprise information systems - and it is a reading every manager, entrepreneur and designer should do before drawing the next KPI.
The underlying thesis is uncomfortable and liberating at once: a productivity indicator does not photograph the work, it defines it. It silently decides what part of human activity counts as value and what part - the colleague helped, the customer listened to beyond the standard time, the error averted that no counter records - simply does not exist for the system.
Goodhart's law and tacit knowledge
The conceptual heart of the chapter is Goodhart's law: when a measure becomes a target, it ceases to be a good measure. The mechanism is structural, not moral. Every metric is a proxy, an observable stand-in for a quality that is not observable; as long as it remains a thermometer it informs, but the moment it becomes a target - tied to bonuses, sanctions, rankings - people rationally stop optimizing quality and optimize the number. To this the chapter adds Michael Polanyi's lesson on tacit knowledge: we know more than we can tell, and every true craft rests on a competence that is unformalizable by nature and therefore unmeasurable by construction.
«The firm that manages only what it measures ends up, quite literally, managing a different company: the poorer one that lives in its dashboards.»- Beyond Turing, ch. 13, Work and Measure
The regulatory perimeter: from the GDPR to the platform work directive
The most operational part of the chapter reconstructs the legal perimeter Europe has built around the measured worker - a precious map for anyone working in compliance and digital transformation. The GDPR prohibits decisions based solely on automated processing with significant effects on the person (Article 22). Regulation (EU) 2024/1689 draws the red lines: generalized social scoring prohibited, emotion recognition in the workplace prohibited except for medical or safety purposes (Article 5); AI systems for recruitment, task allocation, evaluation and monitoring of workers are classified as high-risk (Annex III). And Directive (EU) 2024/2831 on platform work spells out the summarizing principle: decisions affecting the employment relationship cannot be left to the algorithm alone - the worker has the right to know how the system that evaluates him works and to obtain human review. As early as 2020, the chapter recalls, an order of the Court of Bologna had held discriminatory a ranking blind to the reasons for absences.
Measuring in the service of people
The chapter, however, is not against measurement - and here lies its usefulness for those who lead. Without transparent metrics there is no fairness: it is the measure that protects the quiet worker from the showy colleague, makes the arbitrary judgement contestable, brings overload to light before it becomes burnout. The problem is measure without governance. And governance is made of design invariants that management engineering knows: metrics declared and explained, never secret; indicators always interpreted by a human being who knows the context; effective contestability; the right to disconnect. A dashboard of indicators, the author writes, is an excellent servant and a terrible master.
The closing widens the view: the measure counts what work produces, it does not see what work means - the meaning with which a man supports a family, builds a skill, keeps his word. The time card records at what hour a man enters his work; it will never know what of the work enters the man. For anyone dealing with innovation and organization, it is a reminder to keep on the desk: a company is made of people who work, not of work that has hired people.
