“…The scientists' achievements in the sustainable development of territorial units are relevant in current conditions because there is an essential strategic task of society to balance the development of different regions to overcome the crisis is (Petrushenko et al, 2017, Stukalo et al, 2020. The appropriateness of applying modern mathematical methods to forecast economic phenomena is substantiated in many scientific studies (Teletov et al, 2019;Rosokhata et al, 2020;Vasilyeva et al, 2020;Yarovenko et al, 2021). Such scientists as Hruschka (1993), Luxhoy et al (1996), Morozov et al (2020), Vrbka (2020) are working to develop certain specific issues regarding the neural networks in the socio-economic sphere to define the drivers for further development of individual economic entities and countries as a whole.…”