_id città regione Anni X1 = firms with a person in charge of the digitalization o_3 X2 = employment in ICT per 1,000 inhabitants X3 = university students enrolled in a STEM faculty per mi_5 x1_anno x2_anno x3_anno x1_città/regione x2_città/regione x3_città/regione x1_geo x2_geo x3_geo x1_fonte x2_fonte x3_fonte x1_note x3_note X1 indice (media=1) X2 indice (media=1) X3 indice (media=1) Score di dimensione (media X123 indicizzati) 1 Milano "" 2019 0,279935 15,1129821711853 7296,22925443105 2017 2016 2016 Lombardia Lombardia Lombardia region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 0,717204977123535 1,06300435832793 0,677995603036845 0,819401646162771 2 Barcelona "" 2019 0,313424 12,1770341063862 11487,6561421339 2017 2016 2016 Cataluña Cataluña Cataluña region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 0,803005171736177 0,856498087536702 1,06748021230773 0,908994490526871 3 Lyon "" 2019 0,30508 9,43252129359333 10564,9873630417 2017 2016 2016 Rhône-Alpes Rhône-Alpes Rhône-Alpes region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 0,781627500744273 0,663456830130328 0,981742038044101 0,808942122972901 4 München "" 2019 0,491022 18,4667529462731 11352,5986280431 2017 2016 2016 Bayern Bayern Bayern region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,25801854815279 1,29889909507608 1,05493011313767 1,20394925212218 5 Stuttgart "" 2019 0,562108 15,8968816736029 13105,8779649872 2017 2016 2016 Baden-Württemberg Baden-Württemberg Baden-Württemberg region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,44014380224322 1,11814162892895 1,21785203347365 1,25871248821527 6 Milano Lombardia 2018 0,237 14,3 6745,2565429469 2015 2015 2015 Lombardia Lombardia Lombardia region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 0,54307974335472 1,0377358490566 0,640168259342871 0,740327950584732 7 Barcelona Cataluña 2018 0,362 11,3 11464,8226542764 2015 2015 2015 Cataluña Cataluña Cataluña region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 0,829514207149404 0,820029027576197 1,08808545909751 0,912542897941037 8 Lyon Rhône-Alpes 2018 0,487 8,9 10092,2705426186 2015 2015 2015 Rhône-Alpes Rhône-Alpes Rhône-Alpes region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,11594867094409 0,645863570391872 0,957821429763279 0,90654455703308 9 München Bayern 2018 0,444 17,6 11297,3373813035 2015 2015 2015 Bayern Bayern Bayern region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,01741521539872 1,27721335268505 1,07219002873367 1,12227286560581 10 Stuttgart Baden-Württemberg 2018 0,652 16,8 13083,7788622419 2015 2015 2015 Baden-Württemberg Baden-Württemberg Baden-Württemberg region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,49404216315307 1,21915820029028 1,24173482306267 1,31831172883534 11 Milano Lombardia 2017 0,237 13,9470032126466 6522,62843685352 2015 2014 2014 Lombardia Lombardia Lombardia region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 0,54307974335472 1,02543438055084 0,668843643402327 0,745785922435964 12 Barcelona Cataluña 2017 0,362 10,7983334405306 10486,8744477211 2015 2014 2014 Cataluña Cataluña Cataluña region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 0,829514207149404 0,793932731909846 1,07534552694835 0,899597488669199 13 Lyon Rhône-Alpes 2017 0,487 9,08856818293089 9737,7604279135 2015 2014 2014 Rhône-Alpes Rhône-Alpes Rhône-Alpes region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,11594867094409 0,668224574316228 0,998529845174888 0,927567696811735 14 München Bayern 2017 0,444 17,5593236690753 10179,0184968128 2015 2014 2014 Bayern Bayern Bayern region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,01741521539872 1,29102531310546 1,04377734889835 1,11740595913418 15 Stuttgart Baden-Württemberg 2017 0,652 16,6121138023105 11834,205796395 2015 2014 2014 Baden-Württemberg Baden-Württemberg Baden-Württemberg region region region Assolombarda Eurostat Assolombarda on OECD and Eurostat data manufacturing firms employing at least 10 persons, percentage of firms stating they have formally put a person in charge of the digitalization of production processes data at the regional level not being available, the number of students in STEM faculties has been estimated by applying the national percentage of students registered in STEM faculties (ISCED 5-8) to the total number of university students at the regional level. 1,49404216315307 1,22138300011762 1,21350363557609 1,30964293294893