5.5 Subject pipeline composition

The pipeline includes stream processing and data integration from three main domains:

• basic indicators of socio-economic development of the country, regions, municipalities, and settlements
  
• basic indicators of accounting reports on the activities of most enterprises
  
• basic indicators and attributes of investment projects (projects of management decisions)

Basic indicators presented in the form of time series are used to build a multi-level standard model of the city (in terms of territory/industry/object/time) - characterizing the dynamics of the state and the structure of its economic activity.

The parameters of the city model are entered in the matrices of stable parameters of the city:

• matrix of eigenvectors (principal components),
  
• matrix of dynamic coefficients,
  
• correlation matrix,
  
• matrix of multipliers and specific indicators,
  
• stress matrix

The matrix of stable parameters is applied to management problems:

• ranking and comparative analysis of territories and industries
  
• scenario forecasting
  
• identification of “bottlenecks”
  
• sensitivity estimates
  
• impact assessments
  
• estimation of the required managerial impact
  
• estimation of optimal development plans and programs