Measuring the Effects of the Crisis on the Competitiveness of Italian Provinces
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1 Measuring the Effects of the Crisis on the Competitiveness of Italian Provinces DICEA - Department of Civil, Architectural and Environmental Engineering
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4 Did the various territories react in the same way? A. Defining Territorial Competitiveness
5 Income per capita Bank deposits per 1000 population Export ECONOMY per 1000 population Layoff hours per employed Unemployed per 1000 population Networks for telephony and telematics Number of patents per 1000 population RESEARCH & R&D employed per 1000 population INNOVATION Share of science-based export R&D firms expenditure AV per capita PRODUCTIVITY Active firms per 1000 population Firms growth rate Firms death rate Electricity consumption for productive use TERRITORIAL COMPETITIVENESS Cultural facilities Health facilities Education facilities INFRASTRUCTURES Rail network Road network Crimes per 1000 population Share of population over 65 Share of foreign residents HUMAN CAPITAL Passengers on flights per 1000 population Exhibitions per 1000 population Recycling Spending capacity of public administration GOVERNANCE & Internal financial level ENVIRONMENT Hotels per 1000 population Number of control units for air monitoring
6 1. Data collection 2. Data cleaning 3. Normalization 4. Weighting and aggregation 5. Rankings ECONOMY INCOME PER BANK DEPOSIT EXPORT PER LAYOFF HOURS PROVINCE CAPITA PER RESEARCH 1000 ECONOMY POP. & INNOVATION 1000 POP. PER EMPLOYED Agrigento -1,513 BANK DEPOSIT PER -0,554 EXPORT PER ,177 UNEMPLOYED PER 1,328 LAYOFF HOURS PER PROVINCE INCOME PER CAPITA Alessandria 0, POP. Share of -0,380 Networks POP. for 1, POP. -0,578 EMPLOYED Number of R&D R&D firms Cultural Agrigento Ancona ,870 0,800 19,794 "sciencebased" export 2, ,779 telematics -0,318 48,084 1,120 63,029-0,470 telephony 282,115 and 0,233 70,285-2,260 14,296 patents employed expenditure facilities Alessandria Aosta ,199 1,369 23,168 Ancona ,170 21, ,421 43, ,057 Arezzo 0,076-0,049 3,796 0,188 Aosta ,689 83, ,603 33,768 19,612 Number of patents Ascoli Piceno 1,000 0,271 0,302 0,481-2,099 Arezzo ,930 29, ,080 33,905 43,460 Share of "science-based" export -,050 1,000 Competitiveness Asti 0,337 0,490-0,066-0,034 Ascoli Piceno Research & ,635 36, ,418 Governance & 50, ,950 Networks for telephony and Avellino telematics Infrastructures,328-1,191 Economy,148-0,344 1,000-0,781 Human Capital 0,271 Productivity Index Asti Innovation ,029 40, ,423 Environment 33,090 49,116 R&D 1 employed Florence Avellino 1 Bari Milan ,030 1 Trieste,429-0,803 23,878 1 Trieste,039-1, ,195 1,169 Cremona -0,650 1,000 58,144 1 Rimini -0, ,329 Bolzano R&D firms expenditure Bari Belluno ,530,442 0,942 10,798,018 0, ,249,264 1,465,87763,058 1,000-1,399 61,413 2 Milan 2 Turin 2 Florence 2 Sondrio 2 Aosta 2 Bolzano 2 Siracusa Cultural facilities Belluno Benevento ,529,423-1,119 34,620,065-0, ,490,483-1,145,38828,887,343-1,647 84,047 3 Trieste 3 Rome 3 Rome 3 Aosta 3 Sondrio 3 Verona 3 Brescia 1,000 Health facilities Benevento Bergamo ,320,473 0,106 27,637,143-1, ,924,759 1,125,31850,136,357-1,314 90,383 4 Bologna,544 Bergamo 4 Naples Education facilities Linear Biella additive ,250 4 Bologna aggregation 10,643 4 Arezzo,330 1,223,121 1,497 based ,267 4 Ascoli Piceno,712 on 0,357 equal 30,589 4 Pordenone 4,302 weighting 81,868 Mantova 5 Cremona,316-0,437,663 Biella 5 Genova ,939 5 Genova 59,646 5 Parma 8.181,516 5 Agrigento 40,121 5 Vicenza 559,428 Ragusa Rail 6 network Rome Bologna,277 1,941 -,061-0,825,321 1,002,170,214 0,133,452 Bologna Road network (EW): 6 Catania ,289 6 Padova 14,538 6 Milan ,184 6 Pordenone 33,063 6 Treviso 644,848 Parma 7 Padova Bolzano 7 Bolzano Bologna ,449 7 Venice -,002 1,432 26,404 7 Prato,002-0, ,607 -,029 7 Gorizia 0,185,06020,725 7 Trento,150 0, ,121 Taranto,012 Income 8 Bolzano per capita Brescia 8 Brescia Bari ,510 8 Novara,526 0,031 89,717 Biella -,143-1, ,645 8,153 Udine 0,867,4530,303 8 Como,472-1, ,073 Rome,451 Bank deposits Brindisi Brindisi ,820 -,271-0,868 25,747 -,116-0, ,152 -,339-0,758 -,2046,697 -,230 0,988 22,985 9 Parma 9 Latina 9 Savona 9 Reggio Emilia 9 Grsseto 9 Lodi 9 Cremona -,020 Export Cagliari Cagliari ,950,749-0,173 39,209,018 0, ,835,403 0,881,34267,204,437-0,284 55, Verona 10 Florence 10 Gorizia 10 Siracusa 10 Siracusa 10 Agrigento 10 Udine,270 Caltanissetta Unemployed Caltanissetta ,580 -,356-1,270 39,544,108 0, ,155 -,035-0,917 69,908 -,282 -,313 0,532 34,651 -,319 Campobasso ,700 32, ,578 52,039 50,155 Layoff 94 Benevento hours per employed Campobasso,095-0,494,099 0,112,016-1,016 -,014,050-0,074 -,031 Caserta 94 Matera , Cagliari 94 12,278 Catania 1.200, Viterbo 44, Nuoro 94 45,850 Enna Crimes OECD Caserta (2008), Handbook,563-1,530 on,029 Constructing -0,941,470-0,998 Composite,305,366 0, Taranto Catania 95 Verbania , Biella 95 9,771 Teramo 1.114, Rome 54, Biella Indicators 95 28,460 Lecce,469 Share of pop over 65 Catania,159-1,157 -,223-1,070 -,166-1,015,072,131 0, Rieti Catanzaro 96 Campobasso , Ragusa 96 30,811 Naples 312, Matera 78, Lucca 96 19,759 Bari,299 Share of foreign Chieti residents Catanzaro ,340,512-0,803 25,763 -,097 0, ,905,137-1,171,2546,084,307 1, Nuoro 97 Benevento 97 Grosseto 97 Bari 97 Reggio Emilia 97 Turin 97 89,631 Agrigento,334 Passengers on Como international Chieti flights ,980,274-0,229 19,997,061-0, ,606,266 1,039,20128,889,107-1,618 75, Enna 98 Vibo Valentia 98 Sassari 98 Potenza 98 Bari 98 Imperia 98 Gorizia,282 Cosenza Exhibitions Como ,570,522-0,142 13,759 -,072-0, ,256,182 0,490 74,293,167,167-1,076 25, Sassari,226 Cremona 99 Sassari AV per capita Cosenza , Sondrio 99,646-0,905 22,964 Caserta -,135-0, , Prato,176-1,207 31, La Spezia 99,483,492 0,905 44,208 Sondrio 100 Oristano,468 Crotone 100 Enna Active firms Cremona , Crotone 100,254 0,351 66,106 Frosinone -,218-0, , Rimini -,326 0,582 89, Livorno 100,051,042 0,158 16,025 R. Calabria 101 Potenza Cuneo 101 Oristano , Belluno ,186 Ferrara , R. Calabria 28, Trieste ,118 Venice -,106 Firms death rate Crotone -,058-1,411 -,064 1,830,074-1,205 -,249 -,129 1, R. Calabria Enna 102 Isernia , Oristano ,097 Benevento ,950 Rieti 73, Savona ,332 Lodi -,059 Electricity consumption for Cuneo productive use,115 0,807 -,189-0,688,012 0,951,079,105-0,073 Ferrara 17721,820 32, ,325 53,969 39,265, Vibo Valentia 103 Firms growth Firenze rate Enna Nuoro 103 Nuoro ,439,089-1, Taranto 12,795,160 0, L'Aquila 8.955,303,251-1, Genova,18733,154,087 1, Vibo Valentia 36,442,171 Ferrara -4,338 0,087 0,084 0,352 Hotels Foggia ,830,044 17,661 -, ,103 -,170,27661,224,211 24,661 -,013 Forlì-Cesena Firenze ,650 1,387 25,887-0, ,518 0,507 37,694 0,462 60,518 Recycling -,100,016 -,166 -,107 -,002 -,148 Frosinone Foggia ,830-1,205 16,301-0, ,335-0,985 48,280 0, ,036 Spending capacity of public administration,074 -,144,229 -,328 -,285,132 Genova Forlì-Cesena ,289 1,369 18,139-0, ,075 0,184 34,408-0,479 28,421 Number of control Gorizia units for air monitoring ,820 -,272 58,858 -, ,676 -,270 -,060 30,828 -,110 59,030 -,138 Internal financing level,228 -,147 -,039,120,154,175 Grosseto ,289 35, ,364 35,360 20,969
7 Competitiveness Index (CI) 1 Florence Milan 2 Milan Florence 3 Trieste Ascoli Piceno 4 Bologna 5 Cremona Mantova 6 Rome 7 Padova Rimini 8 Bolzano Padova 9 Parma Verona Verona Treviso Benevento Ragusa Taranto Caltanissetta Rieti Benevento 97 Nuoro 97 Verbania 98 Enna 98 Catanzaro 99 Sassari 99 Nuoro 100 Oristano 100 Lecce 101 Potenza 101 Trapani 102 R. Calabria 102 Biella 103 Vibo Valentia 103 Cosenza
8 Cremona +41 Frosinone +39 Siracusa +38 Arezzo +30 Biella +27 Ragusa +27 Caserta +26 Aosta +25 Sondrio +25 Massa-Carrara +24 Livorno +1 Padova +1 Florence +1 Bologna 0 Como 0 Modena 0 Rome 0 Gorizia -1 Milan -1 Perugia -1 Mantova -24 Prato -24 Pesaro e Urbino -29 Venice -29 Pisa -30 Reggio Emilia -30 Rieti -31 Vibo Valentia -32 Pescara -39 L'Aquila -39
9 Aosta Cremona +41 Livorno +1 Mantova -24 Frosinone +39 Padova +1 Prato -24 Siracusa +38 Florence +1 Pesaro e Urbino -29 Arezzo +30 Bologna 0 Venice -29 Biella +27 Como 0 Pisa -30 Ragusa +27 Modena 0 Reggio Emilia -30 Caserta +26 Rome 0 Rieti -31 Aosta +25 Gorizia -1 Vibo Valentia -32 Sondrio +25 Milan -1 Pescara -39 Massa-Carrara +24 Perugia -1 L'Aquila -39 Arezzo Caserta Siracusa
10 Milan Cremona +41 Livorno +1 Mantova -24 Frosinone +39 Padova +1 Prato -24 Siracusa +38 Florence +1 Pesaro e Urbino -29 Arezzo +30 Bologna 0 Venice -29 Biella +27 Como 0 Pisa -30 Ragusa +27 Modena 0 Reggio Emilia -30 Caserta +26 Rome 0 Rieti -31 Aosta +25 Gorizia -1 Vibo Valentia -32 Sondrio +25 Milan -1 Pescara -39 Massa-Carrara +24 Perugia -1 L'Aquila -39 Bologna Florence Rome
11 Reggio Emilia Cremona +41 Livorno +1 Mantova -24 Frosinone +39 Padova +1 Prato -24 Siracusa +38 Florence +1 Pesaro e Urbino -29 Arezzo +30 Bologna 0 Venice -29 Biella +27 Como 0 Pisa -30 Ragusa +27 Modena 0 Reggio Emilia -30 Caserta +26 Rome 0 Rieti -31 Aosta +25 Gorizia -1 Vibo Valentia -32 Sondrio +25 Milan -1 Pescara -39 Massa-Carrara +24 Perugia -1 L'Aquila -39 Venice Prato L Aquila
12 2007 PC Eigenvalues % of variance Cumulative % 1 7,291 24,304 24, ,981 13,270 37, ,280 7,600 45, ,797 5,991 51, ,727 5,757 56, ,578 5,260 62, ,422 4,742 66, ,076 3,587 70,512 9,970 3,233 73,744 10,884 2,948 76,693 11,823 2,742 79,435 12,700 2,332 81,767 13,676 2,253 84,020 14,600 1,999 86,019 15,536 1,785 87,804 16,493 1,642 89,446 17,452 1,507 90,953 18,410 1,367 92,321 19,360 1,200 93,521 20,349 1,164 94,685 21,274,915 95,600 22,244,814 96,414 23,227,755 97,169 24,199,664 97,834 25,184,614 98,447 26,153,510 98,957 27,125,416 99,372 28,077,258 99,630 29,069,231 99,861 30,042, , PC Eigenvalues % of variance Cumulative % 1 7,139 23,797 23, ,822 12,741 36, ,471 8,236 44, ,891 6,304 51, ,721 5,736 56, ,521 5,071 61, ,392 4,641 66, ,154 3,847 70, ,041 3,470 73,844 10,962 3,206 77,049 11,881 2,935 79,985 12,801 2,669 82,654 13,708 2,359 85,013 14,619 2,063 87,076 15,546 1,819 88,895 16,508 1,694 90,588 17,461 1,538 92,126 18,363 1,210 93,336 19,302 1,006 94,342 20,279,931 95,273 21,268,893 96,165 22,220,734 96,899 23,191,637 97,536 24,161,538 98,074 25,146,487 98,561 26,121,404 98,965 27,101,337 99,302 28,100,333 99,635 29,060,201 99,836 30,049, ,000
13 PC Milan 2007 PC1 AV per capita,868 Number of patents,730 Income per capita,724 Share of foreign residents,723 Crimes per 1000 pop,712 Health faciities,700 Export per 1000 pop,694 the productive and innovative dynamism var.=23.80% Cultural facilities,642 R&D firms expenditure,586 Recycling,547 Networks for telephony and telematics,522 R&D employed per 1000 pop,522 Exhibitions per 1000 pop,477 Internal financial level,468 Education facilities,457 Passenger on flights per 1000 pop,447 Rome Electricity consumption for productive,334 use Bologna Share of pop over 65,318 Florence Turin Rail network,292 Road network,174 Trieste Hotels per 1000 pop,167 Genova Active firms per 1000 pop,065 Rimini Modena Spending capacity of public Padova,047 administration Verona Bolzano Firms growth rate Brescia,011 Parma Ancona Venice Share of "science-based" Pisa Ravenna export -,042 Firms death rate Udine -,084 Vicenza Layoff hours per employed -,248 Number of control units for air monitoring -, Banks deposits per 1000 pop , Unemployed per 1000 pop -,649 Rank 2012 PC1 AV per capita,846 Number of patents,781 Income per capita,771 Crimes per 1000 pop,697 Export per 1000 pop,695 Health faciities,691 Share of foreign residents,682 Cultural facilities,672 R&D firms expenditure,637 R&D employed per 1000 pop,597 Education facilities,550 Networks for telephony and telematics,519 Exhibitions per 1000 pop,498 Rail network,492 Electricity consumption for productive use,323 Passenger on flights per 1000 pop,319 Internal financial level,315 Share of pop over 65,300 Hotels per 1000 pop,160 Road network,159 Layoff hours per employed,133 Firms growth rate,120 Active firms per 1000 pop,085 Spending capacity of public administration,028 Share of "science-based" export -,034 Firms death rate -,064 Recycling -,136 Banks deposits per 1000 pop -,266 Number of control units for air monitoring -,282 Unemployed per 1000 pop -,609
14 PC Aosta Bolzano Sondrio Grosseto Cuneo Savona the static prosperity var.=12.74% Piacenza Trento Asti Vercelli Belluno Mantova Biella Siena Udine Imperia Verbania Alessandria Terni Pordenone Rank 2012 PC2 Share of pop over 65,522 Active firms per 1000 pop,463 Hotels per 1000 pop,457 Share of foreign residents,418 Banks deposits per 1000 pop,414 AV per capita,403 Income per capita,403 Number of control units for air monitoring,387 Electricity consumption for productive use,348 Internal financial level,291 Road network,224 Recycling,178 Firms death rate,125 Layoff hours per employed,079 Exhibitions per 1000 pop,074 R&D firms expenditure,038 R&D employed per 1000 pop,020 Number of patents -,030 Rail network -,062 Export per 1000 pop -,154 Crimes per 1000 pop -,155 Cultural facilities -,206 Spending capacity of public administration -,319 Share of "science-based" export -,346 Firms growth rate -,410 Passenger on flights per 1000 pop -,439 Health faciities -,532 Unemployed per 1000 pop -,543 Education facilities -,579 Networks for telephony and telematics -,631
15 PC Trieste Cremona Venice Gorizia Asti the crisis of the productive system var.=8.24% Novara Lodi Vercelli Alessandria Livorno Savona Lucca Terni Varese Pavia Piacenza Vicenza Reggio di Calabria Bologna Pisa Rank 2012 PC3 Firms death rate,645 Spending capacity of public administration,632 Rail network,415 Share of pop over 65,335 Road network,252 Internal financial level,192 Networks for telephony and telematics,162 Electricity consumption for productive use,157 Share of foreign residents,138 Health faciities,137 Education facilities,130 Cultural facilities,128 Banks deposits per 1000 pop,104 Layoff hours per employed,057 Recycling,054 Crimes per 1000 pop,029 Income per capita,001 Export per 1000 pop -,019 AV per capita -,051 Number of patents -,081 Number of control units for air monitoring -,085 Passenger on flights per 1000 pop -,116 Unemployed per 1000 pop -,137 Share of "science-based" export -,154 Active firms per 1000 pop -,232 Exhibitions per 1000 pop -,278 R&D firms expenditure -,343 R&D employed per 1000 pop -,479 Hotels per 1000 pop -,519 Firms growth rate -,557
16 2012 Competitiveness Index (CI) 1 Florence 2 Milan 3 Trieste 4 Bologna 5 Cremona 6 Rome 7 Padova 8 Bolzano 9 Parma 10 Verona 94 Benevento 95 Taranto 96 Rieti 97 Nuoro 98 Enna 99 Sassari 100 Oristano 101 Potenza 102 R. Calabria 103 Vibo Valentia
17 Results and conclusions 1. North-South gap 2. Worst performance for the Northern provinces 3. Bigger provinces fare better
18 Did the various territories react in the same way?
19 DICEA - Department of Civil, Architectural and Environmental Engineering
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