The article is dedicated to the consideration of the basic principles of cybernetics and to definition of a discrete model of microeconomic equivalents of samples of longitudinal (panel) data. The efficiency of the work of elements of industrial production (which have the properties of emergence in relation to each other) is substantiated. The author’s panel model of metric data for the economic subsystems of the enterprise is presented.

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The article discusses the procedure of step-by-step formalization of the software model of the system for accounting and forecasting the effectiveness of employees of an IT enterprise The issue of control of social interaction is considered. The relational model from game theory based on a specific data model template is proposed. Generalization in form of highlighting the categorical apparatus of metrics that directly or indirectly affect the procedure for assessing work efficiency, downtime or incorrect use of a working device (computer) is proposed. An architectural model of the application is proposed and substantiated, a model of a system for working with metrics is determined, the implementation of the necessary analysis tools in form of a combination of various machine learning algorithms used in systems with a binary classification based on decision making by the operator (the object of analysis) is described. The article summarizes the economic effect of the implementation of this approach in employee control systems.