This map shows the condition and development of the social environment in Bulgarian districts in the 2008-2012 period.
In 2012 the districts of Blagoevgrad, Burgas, Sofia (cap) and Smolyan have the best social environment. However, their development trends are far from stable, with the exception of Burgas.
The districts of Vidin and Sliven have the worst social environment condition as well as persistently negative development trends.
The multidimensional analysis of regional development analyzes the overall socio-economic development of Bulgarian districts in the 2008-2012 period, using a wide variety of indicators, grouped in seven categories: economy, infrastructure, demographics, education, healthcare, environment, social environment. The method chosen to achieve this is neural networks – Cohonen Self-Organizing Maps (SOM), to be precise.
Two “fake regions” have been established for the purpose of this analysis. One is a “perfect” region, which scores best (has the highest marks) on all indicators at the same time. The other one is a “worst” region, which scores worst (has the lowest marks). These “fake regions” are used as reference points and benchmarks for assessing the development of the 28 regions during this period. The current state and development of all 28 regions is assessed as positive or negative in comparison to these benchmarks.
One should note that on the maps of the different categories the best-developed territory does not necessarily coincide with the “perfect region”, neither the worst-developed territory coincides with the “worst region”. This happens because the “best” and the “worst” region are defined as such on the basis of all categories at the same time and are therefore fake and do not really exist. Empirical data shows that some regions score high in some categories and low in others.
After the analysis, the districts have been grouped into clusters, formed by Cohonen’s self-organizing maps. The results are represented by two separate methods:
If a region ranks “best” in each of the categories – from economy to social environment, it should match the “perfect” one or be very close to it. In reality, none such exists, so the regions are located all over the map. The reasons for their location can be seen in the analysis of the different categories.
The results thus represented in the Cohonen maps allow us to study the development of all regions for the entire period at the same time, visualizing:
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