contemporary socio-economic diversifications of...

37
REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES Paweł Churski Robert Perdał, Barbara Konecka-Szydłowska, Tomasz Herodowicz 12th WORLD CONGRESS OF RSAI SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY Goa, May 29 - June 1, 2018 INSTITUTE OF SOCIO-ECONOMIC GEOGRAPHY AND SPATIAL MANAGEMENT www.forsed.amu.edu.pl New challenges for the regional policy in determining the factors of socio-economic development in less developed regions

Upload: others

Post on 24-Apr-2020

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

REDEFINITION OF REGIONAL

DEVELOPMENT FACTORS

OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY

SOCIO-ECONOMIC CHANGES Paweł Churski

Robert Perdał, Barbara Konecka-Szydłowska, Tomasz Herodowicz

12th WORLD CONGRESS OF RSAI

SPATIAL SYSTEMS:

SOCIAL INTEGRATION,

REGIONAL DEVELOPMENT

AND SUSTAINABILITY

Goa, May 29 - June 1, 2018

INSTITUTE OF SOCIO-ECONOMIC GEOGRAPHY AND SPATIAL MANAGEMENT

www.forsed.amu.edu.pl

„New challenges for the regional policy in determining

the factors of socio-economic development

in less developed regions”

Page 2: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

1. Introduction.

2. Redefinition of development factors in the light of

contemporary megatrends in socio-economic changes.

3. Regional differences in the level and development dynamics

in the European Union.

4. Spatial regularities in the distribution and scope of influence

of development factors of EU regions.

5. Conclusion.

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Presentation plan

Page 3: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Introduction

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

Page 4: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

(e.g. Naisbitt 1982; Harvey 1990; Boutang 2012; Huwart and Verdier 2013; Naisbitt and Naisbitt 2016; Robert 2014; Horváth 2015; Salamin 2016)

Introduction

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

SOCIO-ECONOMIC

DEVELOPMENT

constant and/or advancing development divergence

low effectiveness of development policy intervention

specific changes in Western Europe and East-Central Europe

Page 5: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

REGIONAL DEVELOPMENT FACTORS

INNOVATIONS

FINANCIAL CAPITAL

MATERIAL CAPITAL

SOCIAL CAPITAL

HUMAN CAPITAL

Introduction

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

CHALLENGE: making use of contemporary determinants formed by megatrends to successfully influence regional

development factors and effectively optimize conditions of economic processes as well as to improve the level and quality of life intended to achieve a socially accepted scale of differences

(e.g. The Future of Cohesion Policy… 2015; Seventh Report… 2017)

Page 6: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Objectives of the analysis

identification of the scope and trends

in redefinition of regional development

factors,

determination of the scale of regional development

differences in the EU,

identification of factors which determine

development processes in these regions.

Scope of the analysis

regions of EU member states

(205 units – without Greece),

1945 – 1960./1970. – 1989/1990

years 2004 – 2015.

Introduction

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Page 7: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Methods of the analysis

systematization of sources and data found,

cluster analysis using k-means method,

classification trees – random forests,

frequency analysis – ranking,

analysis of forward stepwise regression,

analysis of backward stepwise regression.

Sources of data

public data of EUROSTAT.

Introduction

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Page 8: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Redefinition of development factors in the light

of contemporary megatrends

in socio-economic changes

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Page 9: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

TRANSFORMATION Western Europe

globalizing and integrating transformation

East-Central Europe system transformation

improvement in effectiveness of economies and in scope

and strength of relations

POSMODERNIZATION

Western Europe intensive changes towards flexible

economy and accumulation

East-Central Europe imitation of WE solutions dependent

on the transformation model

cognitive capitalism - polarization – growth of interdependencies

ECONOMIC

INTEGRATION

Western Europe uniform economic organism

economic neocolonialism

East-Central Europe adjustment of norms,

institutions and structures

production growth, cost reduction, mobility, specialization

GLOBALIZATION

Western Europe expansion of markets with

internationalisation of processes

East-Central Europe catalyst of socio-economic processes

internationalization of socio-economic processes

Page 10: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF EUROPEAN UNION REGIONS CONDITIONS AND DEVELOPMENT FACTORS

www.forsed.amu.edu.pl

IGU Thematic Conference,

Moscow, 4-6 June 2018

PRACTICAL GEOGRAPHY AND XXI CENTURY CHALLENGES

Kierunek i zakres oddziaływania współczesnych

megatrendów rozwoju społeczno-gospodarczego

na przemiany czynników rozwoju regionalnego

www.forsed.amu.edu.pl

MODERNIZATION

1945

1960

1970

1990

2000

2010

2020

CENTRALLY-PLANNED ECONOMY

1945

1990

2000

2010

2020

TRANSFORMATION

TRANSFORMATION

PO

STM

OD

ERN

IZA

TIO

N

GLO

BA

LIZA

TIO

N

INTE

GR

ATI

ON

MO

DER

NIZ

ATI

ON

P

OST

MO

DER

NIZ

ATI

ON

GLO

BA

LIZA

TIO

N

INTE

GR

ATI

ON

WESTERN EUROPE EAST-CENTRAL EUROPE

CRISIS

Page 11: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

What takes place in these conditions is the change in theoretical approaches in

the identification and interpretation of development factors which are more often

based on adaptation, modification or integration of classic approaches to

new and dynamically changing conditions rather than on the formulation of

entirely new conceptions: (Regions Matter… 2009; Rodrígues-Pose 2013; Camagni, Capello 2014)

NEW THEORY OF ENDOGENOUS GROWTH, a change in the interpretation

of interaction of development factors (Aydalot 1986; Romer 1986, 1994; Lucas 1988)

NEW ECONOMIC GEOGRAPHY, the need to use a combination of the theory

of location and the theory of international economic exchange in the

explanation of contemporary socio-economic development factors (Krugman, 1991a, 1991b, 1995; Venables 1996; Puga, Venables 1996; Fujita et al. 1999)

NEW INSTITUTIONAL ECONOMICS, an increase in the importance of

institutional factors for the course and especially the effectiveness of

development processes (North 1990; Amin 1999; Farole et al. 2011; Rodríguez-Pose, Garcilazo 2015)

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 12: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

NEW THEORY OF ENDOGENOUS GROWTH

NEW ECONOMIC GEOGRAPHY

NEW INSTITUTIONAL ECONOMICS

widely understood endogenous capital

technological level innovations

free trade migrations

learning by doing - knowledge local investments - intervention agglomeration effects - spillovers

heterogeneity of space endogenous agglomeration forces costs of overcoming space resistance

comparative advantages external benefits of the scale and scope polarization - diffusion autarky - dependence

institutional development development institutionalization resilience vs. path dependence

legal and social norms quality of social capital

institutional equipment constant adaptation vs. lock in

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 13: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

* Solow (1956); Coleman (1988); Molle, Cappelin (1988), Romer (1990); Barro, Sala-i-Martin (1992); Benko (1993); Putnam (1995); Keeble et al.

(1999), Domański R. (2000); Capello, Faggian (2005); Churski (2008)

REGIONAL DEVELOPMENT FACTORS*

INNOVATIONS

FINANCIAL CAPITAL

MATERIAL CAPITAL

SOCIAL CAPITAL

HUMAN CAPITAL

MEGATRENDS

TRANSFORMATION POSTMODERNIZATION INTEGRATION GLOBALIZATION

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 14: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

HUMAN CAPITAL

greater balance on the labour market – unemployment as a

consequence of transformation, new employment forms

(e.g. outsourcing, offshoring, telework) "flexible job"

– adjustment to a dynamically changing socio-economic

situation,

poor adjustment of the education system to the needs of local labour

markets,

increased human capital mobility – external and internal migrations;

"brain drain" centre – periphery relation,

departure from the quantitative dimension in favour of the quality of

human capital,

growing departure from familism (more divorces, fewer marriages, lower

fertility rate – 2+0 model),

increase in the efficiency of using endogenic labour resources through

direct foreign investment.

HUMAN CAPITAL

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 15: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

SOCIAL CAPITAL

increase in negative social behaviour

(social anomie) – resulting from economic pressure,

growing significance of institutionalized and

non-institutionalized forms of social self-organization,

development and growing significance of global, national and local non-

governmental organizations,

popularization of social participation, increase in civic engagement

(decentralization of power),

growing share of SMEs in the economic structure.

SOCIAL CAPITAL

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 16: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

MATERIAL CAPITAL

improvement in environmental conditions and protection

of natural resources mainly due to economic restructuring

and the investment in physical infrastructure,

improvement in territorial cohesion via the development

of transport and telecommunication infrastructure (ICT),

diversified effectiveness of infrastructural investments – the scale of

implementation not always justified,

improvement in the quality and a growing number of social infrastructure

facilities (education, health care),

capital injection to tangible assets of enterprises via FDI,

limited capability of modern material capital implementation and the danger

of implementation of older technologies.

MATERIAL CAPITAL

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 17: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

FINANCIAL CAPITAL

diversification of the sources of financial capital inflow,

growing incomes and trade exchange,

due to the access to the international market,

capital increase under the intervention of community policies

(especially the cohesion policy),

negative interaction of global crises resulting from the internationalization of

capital,

growing investment inflow causing an increase in enterprises’ capital,

population’s and self-governments’ incomes due to payments and taxes.

FINANCIAL CAPITAL

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 18: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

INNOVATIONS

growing significance of innovations in development

processes in a knowledge-based economy,

innovation development (especially in ICT) creates

a new economic space,

growing scope of comparative advantages shaping conditions for

competitiveness of the economies regardless of the volume of traditional

resources possessed,

increase in the productivity dynamics of the institutional zone development

of the market economy,

lower innovativeness in East-Central European countries

as compared with West European ones may lead to falling into the trap of

average growth.

INNOVATIONS

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Redefinition of development factors in the light of contemporary megatrends in socio-economic changes

Page 19: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Regional differences

in the level and development dynamics

in the European Union

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Page 20: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

DATA BASE

14 original variables and their standardization

Factor Variable

human capital

demographic burden indicator (number of people of non-working age to number of people of working age) natural growth per 1,000 population

migration balance per 1,000 population

unemployment rate

social capital

share of people with higher education in group of persons aged 25-64

labour effectiveness indicator – Gross Value Added per 1 person employed

share of long-time unemployed in total number of unemployed (measure of social dysfunctions) occupational activity indicator

material capital density of motorways gross outlays on tangible assets per 1 person employed

financial capital households’ income for per capita disposal Gross Value Added (K-N sections of financial activity) per 1 person employed (indicator of financial capital productivity)

innovations public domestic expenditure on research and development (GERD) in relation to GDP

share of people employed in S&T in total population

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Regional differences in the level and development dynamics in the EU

Page 21: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

DEVELOPMENT LEVEL – Algorithm of research procedure

14 original variables and their standardization

cluster analysis using k-means method (k=3) during 12 years of observation 3 region types: high, average, low level of development

for each year (12) verification of typology using modified classification trees – random forest

for each year (12) creation of typology of EU regions with: high, average, low level of socio-economic development

creation of synthetic typology of EU regions with: high, average, low level of socio-economic development (frequency)

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Regional differences in the level and development dynamics in the EU

Page 22: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF EUROPEAN UNION REGIONS CONDITIONS AND DEVELOPMENT FACTORS

www.forsed.amu.edu.pl

SOCIO-ECONOMIC

DEVELOPMENT LEVEL:

LOW

AVERAGE

HIGH

Page 23: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF EUROPEAN UNION REGIONS CONDITIONS AND DEVELOPMENT FACTORS

www.forsed.amu.edu.pl

SOCIO-ECONOMIC

DEVELOPMENT LEVEL:

LOW

AVERAGE

HIGH

Page 24: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

DYNAMICS OF DEVELOPMENT LEVEL – Algorithm of research procedure

14 original variables expressed in form of indexes of dynamics with a fixed base (2004) and their standardization

cluster analysis using k-means method (k=3) in 11 observations 3 region types: high, average, low level of development dynamics

for each observation (11) verification of typology using modified classification trees – random forest

for each observation (11) creation of typology of EU regions with:

high, average, low level of development dynamics

creation of synthetic typology of EU regions with: high, average, low level of development dynamics (frequency) and trajectory analysis

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Regional differences in the level and development dynamics in the EU

Page 25: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF EUROPEAN UNION REGIONS CONDITIONS AND DEVELOPMENT FACTORS

www.forsed.amu.edu.pl

LEVEL OF SOCIO-

ECONOMIC DEVELOPMENT

DYNAMICS:

LOW

AVERAGE

HIGH

Page 26: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF EUROPEAN UNION REGIONS CONDITIONS AND DEVELOPMENT FACTORS

www.forsed.amu.edu.pl

LEVEL OF SOCIO-ECONOMIC

DEVELOPMENT DYNAMICS:

LOW

AVERAGE

HIGH

Page 27: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF EUROPEAN UNION REGIONS CONDITIONS AND DEVELOPMENT FACTORS

www.forsed.amu.edu.pl

SOCIO-ECONOMIC

DEVELOPMENT LEVEL:

LOW

AVERAGE

HIGH

LEVEL OF SOCIO-ECONOMIC

DEVELOPMENT DYNAMICS:

LOW

AVERAGE

HIGH

Page 28: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Spatial regularities in the distribution

and scope of influence of development factors

of EU regions

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Page 29: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

DEVELOPMENT FACTORS – Algorithm of research procedure

method of analysis of forward and backward stepwise regression

explained variable (dependent): GDP per capita as PPS per capita

explanatory variables (dependent): 14 variables describing development factors

for each observation (12 years) analysis of forward stepwise regression in 4 territorial patterns: (1) all EU regions, regions with (2) low, (3) average and (4) high development level

for each observation (12 years) indication of group of significant development factors in 3 types of EU regions with high, average, low development level synthesis

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Spatial regularities in the distribution and influence range of development factors of EU regions

Page 30: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Regions – high development level

demographic situation

state of labour market

work efficiency

income of population/purchasing

power

state of physical infrastructure

HIGH DEVEOPMENT LEVEL

FORWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 12 12 X X X X X X X X X X X X

KL_2 12 11 X X X X X X X X X O X X

KL_3 5 1 O O X O O

KL_5 12 12 X X X X X X X X X X X X

KS_1 6 4 X X X X O O

KS_3 12 12 X X X X X X X X X X X X

KS_4 9 2 O X O X O O O O O

KS_5 8 6 O X O X X X X X

KM_1 11 7 O O O X X X X X X X O

KM_3 3 2 O X X

KF_1 12 10 O O X X X X X X X X X X

KF_2 8 4 X O X O O O X X

I_1 7 2 O O O O O X X

I_2 9 4 X X X X O O O O O

pop. R^2 0,953 0,951 0,956 0,958 0,960 0,940 0,954 0,960 0,952 0,955 0,955 0,936

BACKWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 12 12 X X X X X X X X X X X X

KL_2 9 9 X X X X X X X X X

KL_3 1 1 X

KL_5 12 12 X X X X X X X X X X X X

KS_1 0 0

KS_3 12 12 X X X X X X X X X X X X

KS_4 2 2 X X

KS_5 2 2 X X

KM_1 6 6 X X X X X X

KM_3 2 2 X X

KF_1 8 8 X X X X X X X X

KF_2 2 2 X X

I_1 1 1 X

I_2 5 4 X X X X X

pop. R^2 0,950 0,947 0,952 0,960 0,958 0,936 0,950 0,959 0,949 0,951 0,952 0,930

X statistically significant variable O statistically insignificant variable

N frequency in 12 years N* frequency of variables significant in

12 years

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Spatial regularities in the distribution and influence range of development factors of EU regions

decrease/increase

Page 31: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Regions – average development level

demographic situation

social dysfunctions

state of physical infrastructure

work efficiency

innovativeness level

AVERAGE DEVELOPMENT LEVEL

FORWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 12 12 X X X X X X X X X X X X

KL_2 6 0 O O O O O O

KL_3 12 6 O X X X X X O O O O X O

KL_5 6 4 X O X X X O

KS_1 4 2 X O X O

KS_3 12 12 X X X X X X X X X X X X

KS_4 12 11 X X X X X X X X X X X O

KS_5 5 2 O X X O O

KM_1 12 11 X X X X X X X X X X X X

KM_3 7 1 O O X O O O O

KF_1 7 4 O O X X X X O

KF_2 8 3 O O O O X X X O

I_1 2 0 O O

I_2 11 10 X X X X X X X X X O X

pop. R^2 0,890 0,902 0,902 0,859 0,904 0,903 0,903 0,892 0,859 0,824 0,813 0,794

BACKWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 12 12 X X X X X X X X X X X X

KL_2 0 0

KL_3 6 6 X X X X X X

KL_5 3 3 X X X

KS_1 1 1 X

KS_3 12 12 X X X X X X X X X X X X

KS_4 11 11 X X X X X X X X X X X

KS_5 2 2 X X

KM_1 11 11 X X X X X X X X X X X

KM_3 1 1 X

KF_1 4 4 X X X X

KF_2 3 3 X X X

I_1 0 0

I_2 8 8 X X X X X X X X

pop. R^2 0,889 0,899 0,897 0,855 0,903 0,900 0,900 0,888 0,855 0,817 0,805 0,787

X statistically significant variable O statistically insignificant variable

N frequency in 12 years N* frequency of variables significant in

12 years

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Spatial regularities in the distribution and influence range of development factors of EU regions

decrease/increase

Page 32: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Regions – low development level

demographic situation

state of labour market

level of material capital

modernisation

work efficiency

occupational activity indicator

innovativeness level

LOW DEVELOPMENT LEVEL

FORWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 12 11 X X O X X X X X X X X X

KL_2 12 11 X X X X X X X X X O X X

KL_3 10 4 O O X X X O O O X O

KL_5 12 10 X X X X X X X O X X O X

KS_1 8 5 O X X X O X X O

KS_3 12 12 X X X X X X X X X X X X

KS_4 6 3 O X X X O O

KS_5 12 11 X X X X X X X X X O X X

KM_1 2 2 O O

KM_3 9 7 X X X X O O X X X

KF_1 7 3 O X O X O O X

KF_2 6 3 O X X O X O

I_1 6 2 O X O O X O

I_2 12 11 X X X X O X X X X X X X

pop. R^2 0,969 0,978 0,971 0,965 0,965 0,946 0,952 0,954 0,944 0,925 0,936 0,918

BACKWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 11 11 X X X X X X X X X X X

KL_2 11 11 X X X X X X X X X X X

KL_3 4 4 X X X X

KL_5 9 9 X X X X X X X X X

KS_1 3 3 X X X

KS_3 12 12 X X X X X X X X X X X X

KS_4 2 2 X X

KS_5 11 11 X X X X X X X X X X X

KM_1 0 0

KM_3 7 7 X X X X X X X

KF_1 3 3 X X X

KF_2 2 2 X X

I_1 2 2 X X

I_2 9 9 X X X X X X X X X

pop. R^2 0,966 0,977 0,970 0,962 0,964 0,941 0,949 0,951 0,942 0,925 0,933 0,910

X statistically significant variable O statistically insignificant variable

N frequency in 12 years N* frequency of variables significant in

12 years

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Spatial regularities in the distribution and influence range of development factors of EU regions

decrease/increase

Page 33: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Regions – in total

demographic situation

state of labour market

innovativeness level

work efficiency

state of physical infrastructure

ALL REGIONS

FORWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 12 12 X X X X X X X X X X X X

KL_2 11 10 X X X X X X X X X X O

KL_3 7 6 O X X X X X X

KL_5 12 12 X X X X X X X X X X X X

KS_1 0 0

KS_3 12 12 X X X X X X X X X X X X

KS_4 5 5 X X X X X

KS_5 7 6 X O X X X X X

KM_1 6 6 X X X X X X

KM_3 5 4 X X X X X

KF_1 7 6 X X X X X O X

KF_2 1 0 O

I_1 5 3 X X X O O

I_2 12 12 X X X X X X X X X X X X

pop. R^2 0,957 0,957 0,959 0,951 0,958 0,952 0,947 0,946 0,938 0,924 0,920 0,916

BACKWARD STEPWISE

VARIABLE N N* 04 05 06 07 08 09 10 11 12 13 14 15

KL_1 12 12 X X X X X X X X X X X X

KL_2 12 12 X X X X X X X X X X X X

KL_3 5 5 X X X X X

KL_5 12 12 X X X X X X X X X X X X

KS_1 0 0

KS_3 12 12 X X X X X X X X X X X X

KS_4 5 5 X X X X X

KS_5 5 5 X X X X X

KM_1 7 7 X X X X X X X

KM_3 4 4 X X X X

KF_1 6 6 X X X X X X

KF_2 1 1 X

I_1 3 3 X X X

I_2 12 12 X X X X X X X X X X X X

pop. R^2 0,957 0,957 0,959 0,951 0,958 0,952 0,946 0,945 0,937 0,924 0,919 0,915

X statistically significant variable O statistically insignificant variable

N frequency in 12 years N* frequency of variables significant in

12 years

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl Spatial regularities in the distribution and influence range of development factors of EU regions

decrease/increase

Page 34: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Conclusion

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Page 35: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

contemporary megatrends in socio-economic changes impose a

redefinition of regional development factors,

indexing and identification of the range of this redefinition is not easy in the

case of multi-year analyses in the EU regional pattern due to the lack of

data,

the level and dynamics of the development of EU regions are characterized

by the same reverse pattern of dependencies: a high level and low

dynamics in Western Europe vs a low level and high dynamics in East-

Central Europe,

regional development factors differ in the pattern of development

classes organizing the EU into areas with a high, average and low level of

development,

the most significant factors are: human capital, social capital and

innovativeness with their specific subfactors in particular development

classes of regions.

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Conclusion

Page 36: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Factors Level of socio-economic development of regions

HIGH AVERAGE LOW TOTAL

human capital demographic situation X X X X

state of labour market X X X

social capital

qualifications and skills D

work efficiency X X X X

social dysfunctions D X

occupational activity D X D

material

capital

state of physical infrastructure X X D

modernization level D X

financial

capital

income of population/purchasing power X D D D

productivity of financial sector D D

innovations public outlays on R+D D

innovativeness level D X X X

X significant factor D "strengthening" factor

12th WORLD CONGRESS OF RSAI,

Goa, May 29 - June 1, 2018

PRACTICAL SPATIAL SYSTEMS: SOCIAL INTEGRATION, REGIONAL DEVELOPMENT AND SUSTAINABILITY

REDEFINITION OF REGIONAL DEVELOPMENT FACTORS OF THE EUROPEAN UNION

IN THE LIGHT OF CONTEMPORARY SOCIO-ECONOMIC CHANGES

Project of National Science Center POLAND

www.forsed.amu.edu.pl

Conclusion

Page 37: CONTEMPORARY SOCIO-ECONOMIC DIVERSIFICATIONS OF …forsed.amu.edu.pl/admin/uploads/file/churski_goa_2018... · 2018-06-01 · Introduction REDEFINITION OF REGIONAL DEVELOPMENT FACTORS

Thank you for your attention Paweł Churski Robert Perdał Barbara Konecka-Szydłowska Tomasz Herodowicz

[email protected]

ADAM MICKIEWICZ UNIVERSITY

INSTITUTE OF SOCIO-ECONOMIC GEOGRAPHY AND SPATIAL MANAGEMENT

REGIONAL ANALYSIS DEPARTMENT

www.forsed.amu.edu.pl

„New challenges for the regional policy in determining

the factors of socio-economic development

in less developed regions”

12th WORLD CONGRESS OF RSAI

SPATIAL SYSTEMS:

SOCIAL INTEGRATION,

REGIONAL DEVELOPMENT

AND SUSTAINABILITY

Goa, May 29 - June 1, 2018

UNIWERSYTET IM. ADAMA MICKIEWICZA WYDZIAŁ NAUK GEOGRAFICZNYCH I GEOLOGICZNYCH Instytut Geografii Społeczno-Ekonomicznej i Gospodarki Przestrzennej Zakład Analizy Regionalnej ul. Bogumiła Krygowskiego 10 61-680 POZNAŃ POLAND https://www.igsegp.amu.edu.pl