Analytics Evolution in Management and Development of Social Systems (Subjective Approach)
DOI: 10.33917/es-2.206.2026.68-77
The article analyzes evolution of ideas about analytics in the social systems’ management and development in relation to evolution of scientific paradigms (classical, non-classical, post-non-classical) and to the cybernetics evolution (first, second, third and fourth order). The author substantiates an interdisciplinary trend of increasing the role of subjective approach, which becomes the basis for modern perceptions of analytics. Four interrelated analytical paradigms are identified: external observer analytics, reflexive analytics, ontological analytics and meta-subjective analytics. Possibilities and limitations of each paradigm are discussed, examples from various fields of practice, including economics, are provided as well.
References:
1. Lepskiy V.E. Strategicheskoe tselepolaganie v Rossii: sostoyanie i perspektivy razvitiya [Strategic Goal Setting in Russia: Status and Development Prospects]. *Trudy Vol’nogo ekonomicheskogo obshchestva Rossii,* 2019, vol. 215, no 1, pp. 66–80.
2. Novikov D.A. Cybernetics: from Past to Future. Heidelberg, Springer, 2016. 115 p.
3. Lepskiy V.E. Metodologicheskiy i filosofskiy analiz razvitiya problematiki upravleniya [Methodological and Philosophical Analysis of the Development of Control Issues]. Moscow, Kogito-Tsentr, 2019, 340 p.
4. Lepskiy V. Evolution of Cybernetics: Philosophical and Methodological Analysis. *Kybernetes*, 2018, vol. 47, iss. 2, pp. 249–261, DOI: https://doi.org/10.1108/K-03-2017-0120
5. Stepin V.S. Teoreticheskoe znanie [Theoretical Knowledge]. Moscow, Progress-Traditsiya, 2003, 744 p.
6. Ageev A.I. Rekonstruktsiya miroporyadka i sub”ektnost’ Rossii [Reconstruction of the World Order and the Subject-ness of Russia]. Dzen, available at: https://dzen.ru/video/watch/6754602d5480ec19d58b19e1
7. Lepskiy V.E. Suverenitet nauki v epokhu preodoleniya krizisa tekhnogennoy tsivilizatsii (sub”ektno-orientirovannyy podkhod): Nauka, chelovek i perspektivy tekhnogennoy tsivilizatsii: Sb. nauch. statey [The Sovereignty of Science in the Era of Overcoming the Crisis of Technogenic Civilization (Subject-Oriented Approach): Science, Man, and the Prospects of Technogenic Civilization: Collection of Scientific Articles]. Otv. red. V.G. Budanov, R.R. Karneev, V.A. Lektorskiy) (25 dekabrya 2024 g.); Institut filosofii Rossiyskoy akademii nauk. Kursk: Kniga. 2024, pp. 158–178.
8. Larichev O.I. Nauka i iskusstvo prinyatiya resheniy [The Science and Art of Decision Making]. Moscow, Nauka, 1979, 200 p.
9. Shchedrovitskiy G.P. Filosofiya. Nauka. Metodologiya [Philosophy. Science. Methodology]. Moscow, 1997, 642 p.
10. Metodologicheskie itogi 2024 goda: chto proizoshlo, kak eto myslit’ i ponimat’, kak k etomu otnosit’sya [Methodological Results Of 2024: What Happened, How to Think and Understand It, How to Treat It]. Rutube, available at: https://rutube.ru/video/10eb4f9870b0c2ae07ede14557574c2c/
11. Lefevr V.A. Konfliktuyushchie struktury [Conflicting Structures]. Moscow, Sovetskoe radio, 1973, 158 p.





