{"id":62999,"date":"2020-06-12T11:47:38","date_gmt":"2020-06-12T14:47:38","guid":{"rendered":"https:\/\/barcainnovationhub.com\/?p=62999"},"modified":"2021-11-30T10:10:04","modified_gmt":"2021-11-30T13:10:04","slug":"visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos","status":"publish","type":"post","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/","title":{"rendered":"VISUALITZACI\u00d3 DEL FUTBOL: CAPTURAR EL CAOS I CULTIVAR CONTEXTOS"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>La visualitzaci\u00f3 de dades o el que comunament s&#8217;anomena &#8220;data viz&#8221; \u00e9s una eina que tradueix tend\u00e8ncies d&#8217;una manera molt efectiva, a trav\u00e9s de gr\u00e0fics.<\/p>\n","protected":false},"author":24,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[223,46,31],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v16.6.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<meta name=\"description\" content=\"La visualitzaci\u00f3 de dades o el que comunament s&#039;anomena &quot;data viz&quot; \u00e9s una eina que tradueix tend\u00e8ncies d&#039;una manera molt efectiva, a trav\u00e9s de gr\u00e0fics.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/\" \/>\n<meta property=\"og:locale\" content=\"ca_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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<\/strong><\/h2>\n<p>La visualitzaci\u00f3 de dades o el que comunament s&#8217;anomena &#8220;data viz&#8221; \u00e9s una eina que tradueix tend\u00e8ncies d&#8217;una manera molt efectiva, a trav\u00e9s de gr\u00e0fics (Weissgerber et al., 2015). Es tracta d\u2019una \u00e0rea emergent de la ci\u00e8ncia, donat que la presentaci\u00f3 de dades com a figures gr\u00e0fiques \u00e9s la manera m\u00e9s potent utilitzada per interpretar troballes (Weissgerber et al., 2015, 2019). Hi ha disponibles d&#8217;altres formes visuals que poden ser est\u00e8ticament atractives i immersives, en particular els v\u00eddeos. Aquestes inclouen gr\u00e0fics vistosos de telestraci\u00f3 [extracci\u00f3 de streaming] de v\u00eddeos que poden atreure l&#8217;atenci\u00f3 selectiva de la informaci\u00f3 rellevant. Recentment aquests s&#8217;han tornat populars, degut a la quantitat d&#8217;informaci\u00f3 que se&#8217;ls presenta cada dia a les persones la qual ha augmentat de manera exponencial, mentre que el temps per interpretar-la ha disminu\u00eft (Lacome et al., 2018). Aix\u00f2 \u00e9s especialment evident en el futbol d&#8217;elit, ja que s&#8217;espera que el personal redueixi de manera significativa el temps per a l&#8217;an\u00e0lisi, despr\u00e9s de cada joc, en utilitzar dades i v\u00eddeos com el seu principal vehicle d&#8217;an\u00e0lisi i comunicaci\u00f3. Aix\u00f2 representa un risc de crear problemes de sobrec\u00e0rregues d&#8217;informaci\u00f3, per la qual cosa s&#8217;ha de posar atenci\u00f3 en evitar que entrenadors ja ocupats es vegin exposats a una allau de dades i v\u00eddeos on hagin de visualitzar i interpretar. Aix\u00ed que les implicacions dels elements visuals del futbol informatiu s\u00f3n enormes, donat el valor afegit que proveeixen.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<h2><strong>T\u00e8cnica de visualitzaci\u00f3 del futbol 1: data viz <\/strong><\/h2>\n<p>Aplicar el data viz en un context futbol\u00edstic \u00e9s m\u00e9s f\u00e0cil en la teoria que en la pr\u00e0ctica. El personal t\u00e8cnic ha d&#8217;atreure i fer que l&#8217;equip d&#8217;entrenadors se sumin a aquesta iniciativa. Aix\u00f2 \u00e9s especialment important, ja que els entrenadors s\u00f3n els usuaris finals i en definitiva decidiran si els serveix. At\u00e8s que l&#8217;entrenador modern t\u00e9 un conjunt de compromisos, el temps \u00e9s un b\u00e9 essencial. Aix\u00ed, una regla general \u00e9s que el data viz ha d\u2019afegir el m\u00e0xim valor en el temps disponible. Una altra consideraci\u00f3 \u00e9s la rellev\u00e0ncia de la data viz per a l&#8217;usuari final i un enfocament de \u201cl\u2019enginyeria inversa&#8221;. \u00c9s una opci\u00f3 potencial per a fer \u00e8mfasi amb el staff sobre temes en el camp del rendiment importants. Aix\u00f2 assegurar\u00e0 que la &#8220;compra&#8221; tingui m\u00e9s possibilitats d&#8217;\u00e8xit i que els entrenadors se sentin part del proc\u00e9s. L&#8217;ideal seria que l&#8217;entrenador pugui iniciar el proc\u00e9s amb una pregunta. Per tant, el data viz en la Figura 1 es basa en la seg\u00fcent pregunta: &#8216;Com impacta un canvi en el sistema t\u00e0ctic als perfils t\u00e0ctic-f\u00edsics de jugadors seleccionats?&#8217; En especial, en desplegar defensors laterals com a carrilers (WB) o fent-los servir com a centrals tradicionals (FB). Aquest exemple no nom\u00e9s representa la carrera general d&#8217;alta intensitat d&#8217;aquest escenari sin\u00f3 tamb\u00e9 la divideix en subgrups de curses d&#8217;alta velocitat representades amb colors per aprofundir en els detalls. En afegir la visualitzaci\u00f3 de baix, es representa la seva freq\u00fc\u00e8ncia de carrera d&#8217;alta intensitat pel que fa a les zones del camp, com un mapa de calor amb el context de l&#8217;afegit d&#8217;accions seleccionades. En un moment, aix\u00f2 informa l&#8217;entrenador de qualsevol difer\u00e8ncia entre els defensors externs basada en canvis t\u00e0ctics (per exemple, alguna difer\u00e8ncia en les dist\u00e0ncies absolutes i el nombre d&#8217;esfor\u00e7os, per\u00f2 principalment l&#8217;\u00e0rea desplegada i el context d&#8217;accions t\u00e8cniques\/t\u00e0ctiques). Tanmateix, es necessita presentar les dades longitudinals per a una imatge m\u00e9s completa i es necessita afegir a la narrativa la variaci\u00f3 d&#8217;un partit a l&#8217;altre, de manera que un pugui distingir el senyal del soroll (Bush et al., 2015; Carling et al., 2016). Aix\u00f2 \u00e9s important, ja que el nostre grup ha descobert que les tend\u00e8ncies de les dades de baix s\u00f3n diferents d&#8217;un conjunt de dades m\u00e9s grans i els patrons s\u00f3n molt espec\u00edfics a cada partit i equip. Hem experimentat diferents perfils per als dos defensors laterals en el mateix equip. Per exemple, un cobreix una dist\u00e0ncia substancial de major intensitat en possessi\u00f3, mentre que l&#8217;altre produeix m\u00e9s sense possessi\u00f3. \u00c9s essencial que les caracter\u00edstiques individuals i les sinergies entre companys d&#8217;equip siguin identificades i visualitzades pels entrenadors.<\/p>\n"},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62944,"id":62944,"title":"1a","filename":"a49135a8-1a.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/a49135a8-1a.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/1a-2\/","alt":"","author":"24","description":"","caption":"","name":"1a-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:09:45","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":1074,"height":524,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/a49135a8-1a-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/a49135a8-1a-300x146.png","medium-width":300,"medium-height":146,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/a49135a8-1a-768x375.png","medium_large-width":768,"medium_large-height":375,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/a49135a8-1a-1024x500.png","large-width":1024,"large-height":500,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/a49135a8-1a.png","1536x1536-width":1074,"1536x1536-height":524,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/a49135a8-1a.png","2048x2048-width":1074,"2048x2048-height":524}},"epigrafe":""},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62948,"id":62948,"title":"1b","filename":"231801d5-1b.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/231801d5-1b.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/1b-2\/","alt":"","author":"24","description":"","caption":"","name":"1b-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:09:52","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":640,"height":480,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/231801d5-1b-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/231801d5-1b-300x225.png","medium-width":300,"medium-height":225,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/231801d5-1b.png","medium_large-width":640,"medium_large-height":480,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/231801d5-1b.png","large-width":640,"large-height":480,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/231801d5-1b.png","1536x1536-width":640,"1536x1536-height":480,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/231801d5-1b.png","2048x2048-width":640,"2048x2048-height":480}},"epigrafe":"Figura 1. El data viz detalla l'impacte de canvis t\u00e0ctics en la Premier League anglesa en una activitat d'alta intensitat dels laterals. Les dades es visualitzen com a gr\u00e0fics d'anells apilats (la freq\u00fc\u00e8ncia alta al centre i les dist\u00e0ncies com a cercles) combinats amb mapes de calor (freq\u00fc\u00e8ncies altes per zona de la pista) i el context d'accions seleccionades com a text. Els mapes de calor es deriven de dades de seguiment bruts (estimaci\u00f3 Kernel de la densitat), en utilitzar el paquet ''ggplot2'' per al llenguatge de programaci\u00f3 estad\u00edstica R. "},{"acf_fc_layout":"bloque_de_texto","bloque_de_texto":"<p>Una altra pregunta plantejada pel staff t\u00e8cnic, est\u00e0 connectada amb la contextualitzaci\u00f3 de la c\u00e0rrega externa. Les dades del seguiment tendeixen a aplicar-se com a dist\u00e0ncies f\u00edsiques a\u00efllades i aquesta limitaci\u00f3 ha estat esmentada pr\u00e8viament (Bradley and Ade, 2018; Bradley et al., 2018, 2019). Aquest tipus de pensament vertical \u00e9s oposat al pensament lateral \u00e0mpliament disseminat a la ci\u00e8ncia (De Bono, 2016). Tanmateix, l&#8217;\u00faltim \u00e9s vital per crear an\u00e0lisi. El data viz a la Figura 2 es va basar en la pregunta: &#8216; Podem visualitzar no nom\u00e9s &#8220;QUINS&#8221; esfor\u00e7os intensos produeixen els jugadors, sin\u00f3, el que \u00e9s m\u00e9s important, &#8220;PER QU\u00c8&#8221; \u00e9s produeixen?&#8217; Donat el r\u00e0pid canvi d&#8217;aquest tipus de treball, aquesta visualitzaci\u00f3 \u00e9s particularment crua, per\u00f2 efectiva, ja que codifica per colors les intenses accions d&#8217;un davanter de la Premier League anglesa en el seu context t\u00e0ctic &#8216;primari&#8217; (per exemple, alguns s\u00f3n h\u00edbrids). Aix\u00f2 inclou accions com ara &#8220;desbordar\/penetrar&#8221;, &#8220;tancar\/pressionar&#8221; i &#8220;entrades a l&#8217;\u00e0rea&#8221;. Com aquestes categories es basen en el llenguatge d&#8217;entrenament i s\u00f3n accions universals en el futbol, els resultats s\u00f3n ben rebuts. Per ajudar a mesurar els canvis en la velocitat, cada fletxa a la Figura 2 representa un per\u00edode d&#8217;1 segon d&#8217;alta intensitat.<\/p>\n<p>La figura 2 il\u00b7lustra que el davanter va realitzar ~45% de les seves accions premeditades en la forma de &#8220;desbordar\/penetrar&#8221; i &#8220;tancar\/pressionar&#8221; que s\u00f3n molt desitjables per a l&#8217;estil de joc del seu equip. &#8220;Tancar\/pressionar&#8221; a la part alta del camp en el primer temps \u00e9s molt evident. Ja que ell \u00e9s un davanter, es pot visualitzar com ha intentat &#8220;clavar&#8221; i endarrerir al(els) jugador(s) contrari(s) a la cantonada per permetre que els seus companys d&#8217;equip donin suport a la pressi\u00f3. La majoria dels esfor\u00e7os s\u00f3n de naturalesa molt curta i explosiva. &#8220;Moure&#8217;s per rebre\/aprofitar l&#8217;espai&#8221; va compondre fins ~20% de tots els seus esfor\u00e7os i va produir les seves carreres m\u00e9s llargues del partit en aquesta categoria. Aix\u00f2 va succeir durant un contraatac, despr\u00e9s d&#8217;un c\u00f3rner contrari al primer temps, en el qual es va ubicar per rebre la pilota abans que fos interceptada pels adversaris. \u00c8s interessant ressaltar l&#8217;acci\u00f3 &#8220;moure&#8217;s per rebre\/aprofitar l&#8217;espai&#8221;, amb un cercle puntejat blau, perqu\u00e8 el va portar a rebre una passada fora de l&#8217;\u00e0rea abans de disparar per marcar.<\/p>\n<p>El davanter va produir una sola acci\u00f3 intensa en la categoria \u201centrades a l&#8217;\u00e0rea\u201d, en la qual va canviar la jugada, avan\u00e7ant-se per un lateral perqu\u00e8 el carriler tir\u00e9s el centre. Despr\u00e9s de la passada, r\u00e0pidament va accelerar cap a l&#8217;\u00e0rea, per\u00f2 a mesura que s\u2019hi acostava disminu\u00efa la velocitat anticipant el centre. Encara que nom\u00e9s es van registrar tres episodis de &#8220;conducci\u00f3 de la pilota&#8221; a alta intensitat d\u2019aquest jugador, dues de les tres s\u00f3n d&#8217;inter\u00e8s, ja que la &#8220;conducci\u00f3 de la pilota&#8221; m\u00e9s llarga va ser novament durant un altre contraatac, a partir d&#8217;un servei de c\u00f3rner contrari. L&#8217;acci\u00f3 m\u00e9s avan\u00e7ada de &#8220;conducci\u00f3 de la pilota&#8221; va ser quan va regatejar per ingressar a l&#8217;\u00e0rea a alta intensitat abans de rematar a porta. El staff t\u00e8cnic va valorar positivament aquesta conducta generosa del davanter en el primer temps, perqu\u00e8 va fer una llarga &#8220;carrera de recuperaci\u00f3&#8221; per intercanviar-se per un company fora de posici\u00f3. Tot aix\u00f2 afegeix una clara narrativa al seu rendiment, en revelar el perfil de carrera que existeix a causa del seu rol t\u00e0ctic a l&#8217;equip, m\u00e9s que dist\u00e0ncies unidimensionals &#8220;cegues&#8221; que tenen un context limitat (Bradley et al., 2018). Aquesta dist\u00e0ncia intencional podria ser valuosa per als professionals, ja que no necess\u00e0riament volen determinar quins jugadors cobreixen m\u00e9s\/menys dist\u00e0ncia, sin\u00f3 m\u00e9s aviat com cadascun compleix les seves obligacions amb relaci\u00f3 a un rival espec\u00edfic\/filosofia d&#8217;equip. Les dades f\u00edsiques contextualitzades que fusionen les carreres d&#8217;alta intensitat amb els prop\u00f2sits t\u00e0ctics de l&#8217;acci\u00f3, poden confirmar que els jugadors estan complint amb la t\u00e0ctica. Aquests elements visuals no nom\u00e9s proveeixen un an\u00e0lisi r\u00e0pid, sin\u00f3 tamb\u00e9 poden ser utilitzats per crear tasques d&#8217;entrenament espec\u00edfics o patrons d&#8217;exercicis per jugadors lesionats (Ade et al., 2016).<\/p>\n"},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62953,"id":62953,"title":"2a","filename":"1c2d8fc8-2a.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1c2d8fc8-2a.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/2a-2\/","alt":"","author":"24","description":"","caption":"","name":"2a-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:15:00","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":640,"height":480,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1c2d8fc8-2a-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1c2d8fc8-2a-300x225.png","medium-width":300,"medium-height":225,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1c2d8fc8-2a.png","medium_large-width":640,"medium_large-height":480,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1c2d8fc8-2a.png","large-width":640,"large-height":480,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1c2d8fc8-2a.png","1536x1536-width":640,"1536x1536-height":480,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1c2d8fc8-2a.png","2048x2048-width":640,"2048x2048-height":480}},"epigrafe":"Figura 2. Un exemple de data viz b\u00e0sica integrada i efectiva de les accions d'alta intensitat d'un davanter de la Premier League anglesa, combinades amb el context t\u00e0ctic \"primari\" codificat per colors (alguns s\u00f3n h\u00edbrids). Per mesurar els canvis de velocitat, cada fletxa representa un per\u00edode d'1 segon.Fixar-se tamb\u00e9 en els canvis en la direcci\u00f3 de joc entre els dos temps. Les dades de seguiment bruts es van visualitzar, utilitzant el paquet ''ggplot2'' per a llenguatge de programaci\u00f3 estad\u00edstica R."},{"acf_fc_layout":"bloque_de_texto","bloque_de_texto":"<h2><strong>T\u00e8cnica de visualitzaci\u00f3 del futbol 2: telestraci\u00f3 de v\u00eddeos <\/strong><\/h2>\n<p>Tradicionalment, la telestraci\u00f3 era una t\u00e8cnica usada exclusivament pels presentadors de televisi\u00f3 per dibuixar o sobreposar gr\u00e0fics als v\u00eddeos (Reiffel, 1968). L&#8217;habilitat dels presentadors per atreure de manera selectiva l&#8217;atenci\u00f3 de l&#8217;audi\u00e8ncia cap a la informaci\u00f3 m\u00e9s rellevant, mitjan\u00e7ant gr\u00e0fics ha convertit aquesta modalitat en indispensable (Pingali et al., 2001; Zhou i Liu, 2010). A causa de l&#8217;\u00e8xit a les transmissions, la telestraci\u00f3 de v\u00eddeos s&#8217;ha filtrat als departaments d&#8217;an\u00e0lisi de rendiment de la majoria dels clubs de futbol d&#8217;elit. S&#8217;utilitza un conjunt de softwares especialitzats, com ara Viz Libero de VIZRT, Coach Paint de Chyron Hego, Sports Graphics de Piero, tactical Pro de RT i Animate de KlipDraw.<\/p>\n<p>Aquests s\u00f3n una part integral de les sessions d&#8217;an\u00e0lisi de v\u00eddeos amb jugadors i entrenadors. Aix\u00f2 \u00e9s especialment cert quan es necessiten idees perqu\u00e8 es faci una an\u00e0lisi del rival o en les revisions post partit d&#8217;una forma visual i atractiva. Els analistes de rendiment t\u00edpicament visualitzaran la forma de l&#8217;equip, el moviment del jugador i la din\u00e0mica t\u00e0ctica durant diferents fases del joc, utilitzant un conjunt d&#8217;eines de telestraci\u00f3 personalitzades. Tot aix\u00f2 crida a l&#8217;atenci\u00f3 dels jugadors i dels entrenadors, per\u00f2 finalment \u00e9s per assegurar que hi hagi algun aprenentatge per ajudar els rendiments individuals i col\u00b7lectius. Encara que la majoria dels clubs senten intu\u00eftivament que amb el videoan\u00e0lisi tradicional t\u00e9 lloc l&#8217;aprenentatge i la reflexi\u00f3 (Groom &amp; Cushion, 2005), aix\u00f2 encara ha de ser demostrat cient\u00edficament usant la telestraci\u00f3n. Normalment l&#8217;entrenador l&#8217;aprova, sempre que els elements visuals estiguin afegint valor i per a aix\u00f2 \u00e9s vital l&#8217;\u00fas de gr\u00e0fics en un context correcte. En el seg\u00fcent par\u00e0graf es poden trobar eines comunes d&#8217;una de les ofertes de software m\u00e9s avan\u00e7at del mercat (Viz Libero).<\/p>\n<p>&nbsp;<\/p>\n<h3><em>Eines comunes de Viz <\/em><\/h3>\n<p>L\u2019aspecte m\u00e9s rellevant de la telestraci\u00f3 de v\u00eddeos \u00e9s la capacitat per integrar elements del rendiment t\u00e0ctic, t\u00e8cnic i f\u00edsic simult\u00e0niament d&#8217;una manera din\u00e0mica i visual. La investigaci\u00f3 ha identificat quant millora la nostra comprensi\u00f3 del rendiment futbol\u00edstic i unificar aquestes facetes i la traducci\u00f3 a la pr\u00e0ctica (Bradley et al., 2019; Bradley &amp; Ade, 2018; Ade et al., 2016). Tanmateix, la telestraci\u00f3 de v\u00eddeos podria millorar la nostra comprensi\u00f3 dels rendiments futbol\u00edstics en una major mesura si la comparem amb altres t\u00e8cniques, perqu\u00e8 els v\u00eddeos s\u00f3n el mitj\u00e0 que els entrenadors i jugadors m\u00e9s usen i prefereixen.<\/p>\n"},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62963,"id":62963,"title":"3a","filename":"26a259d0-3a.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/26a259d0-3a.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/3a-2\/","alt":"","author":"24","description":"","caption":"","name":"3a-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:19","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":787,"height":427,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/26a259d0-3a-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/26a259d0-3a-300x163.png","medium-width":300,"medium-height":163,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/26a259d0-3a-768x417.png","medium_large-width":768,"medium_large-height":417,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/26a259d0-3a.png","large-width":787,"large-height":427,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/26a259d0-3a.png","1536x1536-width":787,"1536x1536-height":427,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/26a259d0-3a.png","2048x2048-width":787,"2048x2048-height":427}},"epigrafe":""},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62967,"id":62967,"title":"3b","filename":"3d197cee-3b.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d197cee-3b.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/3b-2\/","alt":"","author":"24","description":"","caption":"","name":"3b-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:26","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":787,"height":430,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d197cee-3b-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d197cee-3b-300x164.png","medium-width":300,"medium-height":164,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d197cee-3b-768x420.png","medium_large-width":768,"medium_large-height":420,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d197cee-3b.png","large-width":787,"large-height":430,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d197cee-3b.png","1536x1536-width":787,"1536x1536-height":430,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d197cee-3b.png","2048x2048-width":787,"2048x2048-height":430}},"epigrafe":""},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62971,"id":62971,"title":"3c","filename":"1b4f41bc-3c.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1b4f41bc-3c.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/3c-2\/","alt":"","author":"24","description":"","caption":"","name":"3c-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:31","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":786,"height":433,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1b4f41bc-3c-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1b4f41bc-3c-300x165.png","medium-width":300,"medium-height":165,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1b4f41bc-3c-768x423.png","medium_large-width":768,"medium_large-height":423,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1b4f41bc-3c.png","large-width":786,"large-height":433,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1b4f41bc-3c.png","1536x1536-width":786,"1536x1536-height":433,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/1b4f41bc-3c.png","2048x2048-width":786,"2048x2048-height":433}},"epigrafe":"Figura 3. Integraci\u00f3 de diferents elements del rendiment, utilitzant funcions comunes. (A) Unificaci\u00f3 del seguiment de jugadors, formant l'equip i les funcions de mesura de dist\u00e0ncies per mostrar el moviment ofensiu i la forma defensiva. (B) Fusi\u00f3 de l'espai de l'equip, seguiment dels jugadors i funcions de zones per visualitzar les opcions d'atac viables. (C) La funci\u00f3 de lupa captura una acci\u00f3 subtil en crear una oportunitat. Imatges utilitzades amb el perm\u00eds de VIZRT. "},{"acf_fc_layout":"bloque_de_texto","bloque_de_texto":"<p>Per exemple, la Figura 3A mostra la dist\u00e0ncia del davanter (elements t\u00e8cnics i f\u00edsics), mentre que simult\u00e0niament segueix el moviment d&#8217;alta velocitat dels seus companys cap a l&#8217;\u00e0rea (elements t\u00e0ctics i f\u00edsics). La forma de la defensa es visualitza, en utilitzar una eina de l\u00ednia defensiva (element t\u00e0ctic). Un altre exemple a la Figura 3B il\u00b7lustra l&#8217;\u00fas combinat d&#8217;un triangle defensiu per simbolitzar la compactabilitat, mentre que un raig de llum i una fletxa vermella mostren el moviment ofensiu. Aqu\u00ed es visualitza clarament una opci\u00f3 viable de passada oberta amb una fletxa negra que significa l&#8217;espai al llarg del carril. Com la majoria de les situacions de gol succeeixen a velocitat (Frau et al., 2012), aquestes es poden fer m\u00e9s lentes i engrandir-les per permetre l&#8217;extracci\u00f3 de m\u00e9s informaci\u00f3. La Figura 3C mostra a un jugador controlant una pilota amb habilitat. La lupa captura l&#8217;acci\u00f3 t\u00e8cnica que genera una oportunitat per a un company. Totes aquestes telestracions personalitzades podrien proveir m\u00faltiples fonts d&#8217;informaci\u00f3, segons el context aplicat. En un context d&#8217;an\u00e0lisi del rival, l&#8217;entrenador i els jugadors obtenen informaci\u00f3 de les fortaleses de l&#8217;equip ofensiu, particularment en el moviment d&#8217;atac. En un context de revisi\u00f3 post partit, es podria criticar la compactabilitat de la unitat defensiva durant les transicions r\u00e0pides. Wright et al. (2012) van demostrar que el videoan\u00e0lisi tradicional ajudava els entrenadors amb la planificaci\u00f3 a curt i a llarg termini. Per tant, com que la telestraci\u00f3 afegeix gr\u00e0fics per ajudar a l&#8217;atenci\u00f3 selectiva, possiblement \u00e9s superior al videoan\u00e0lisi tradicional.<\/p>\n<p>&nbsp;<\/p>\n<h3><em>Eines avan\u00e7ades de viz <\/em><\/h3>\n<p>La import\u00e0ncia donada a la videoan\u00e0lisi per la majoria dels clubs podria associar-se amb una capacitat per ajudar amb el proc\u00e9s de correccions (Wright et al. 2012). Espec\u00edficament, ajuda a identificar limitacions individuals, col\u00b7lectives i permet corregir-les (Lyle 2002, Hodges &amp; Franks 2004). Aix\u00ed, les funcions de telestraci\u00f3 avan\u00e7ades dels moviments dels jugadors, vol en 3D i la integraci\u00f3 de dades podrien millorar aquest proc\u00e9s. Les Figures 4A-B mostren m\u00faltiples jugadors i el moviment que idealment haurien d&#8217;haver fet. Per exemple, la passada al porter resulta en un rebuig. Les opcions potencials de passades es ressalten en blau (Figura 4A) i el posicionament virtual visualitzat (Figura 4B). Aix\u00f2 podria ajudar el proc\u00e9s de feedback, ja que les seq\u00fc\u00e8ncies incorrectes i correctes es visualitzen una darrere de l&#8217;altra.<\/p>\n"},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62975,"id":62975,"title":"4a","filename":"9d326e22-4a.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/9d326e22-4a.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/4a-2\/","alt":"","author":"24","description":"","caption":"","name":"4a-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:36","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":845,"height":471,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/9d326e22-4a-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/9d326e22-4a-300x167.png","medium-width":300,"medium-height":167,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/9d326e22-4a-768x428.png","medium_large-width":768,"medium_large-height":428,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/9d326e22-4a.png","large-width":845,"large-height":471,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/9d326e22-4a.png","1536x1536-width":845,"1536x1536-height":471,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/9d326e22-4a.png","2048x2048-width":845,"2048x2048-height":471}},"epigrafe":""},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62979,"id":62979,"title":"4b","filename":"463020ac-4b.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/463020ac-4b.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/4b-2\/","alt":"","author":"24","description":"","caption":"","name":"4b-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:41","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":845,"height":463,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/463020ac-4b-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/463020ac-4b-300x164.png","medium-width":300,"medium-height":164,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/463020ac-4b-768x421.png","medium_large-width":768,"medium_large-height":421,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/463020ac-4b.png","large-width":845,"large-height":463,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/463020ac-4b.png","1536x1536-width":845,"1536x1536-height":463,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/463020ac-4b.png","2048x2048-width":845,"2048x2048-height":463}},"epigrafe":"Figura 4. Les funcions avan\u00e7ades ressalten el moviment que els jugadors haurien d'haver fet. (A) La passada enrere va ser rebutjada pel porter malgrat les possibles opcions de passada. (B) L'usuari va ressaltar una posici\u00f3 alternativa per rebre la passada del porter. Imatges utilitzades amb el perm\u00eds de VIZRT. "},{"acf_fc_layout":"bloque_de_texto","bloque_de_texto":"<p>Un altre avantatge que t\u00e9 la telestraci\u00f3 sobre la videoan\u00e0lisi tradicional \u00e9s el mode vol en 3D que es pot utilitzar mentres al mateix temps s&#8217;usen gr\u00e0fics. Aix\u00f2 pot combinar perspectives durant diverses situacions del joc i ajudar a l&#8217;aprenentatge i les correccions. La Figura 5A ressalta un centre des d&#8217;un lateral i es visualitza la l\u00ednia defensiva. A mesura que la perspectiva de la c\u00e0mera canvia a la Figura 5B, \u00e8s proveeix m\u00e9s informaci\u00f3 sobre la traject\u00f2ria del centre amb relaci\u00f3 a la forma defensiva i els moviments dels atacants.<\/p>\n"},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62983,"id":62983,"title":"5a","filename":"3d73bfe1-5a.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d73bfe1-5a.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/5a-2\/","alt":"","author":"24","description":"","caption":"","name":"5a-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:47","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":906,"height":505,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d73bfe1-5a-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d73bfe1-5a-300x167.png","medium-width":300,"medium-height":167,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d73bfe1-5a-768x428.png","medium_large-width":768,"medium_large-height":428,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d73bfe1-5a.png","large-width":906,"large-height":505,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d73bfe1-5a.png","1536x1536-width":906,"1536x1536-height":505,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/3d73bfe1-5a.png","2048x2048-width":906,"2048x2048-height":505}},"epigrafe":""},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62987,"id":62987,"title":"5b","filename":"92b76710-5b.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/92b76710-5b.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/5b-2\/","alt":"","author":"24","description":"","caption":"","name":"5b-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:53","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":922,"height":517,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/92b76710-5b-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/92b76710-5b-300x168.png","medium-width":300,"medium-height":168,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/92b76710-5b-768x431.png","medium_large-width":768,"medium_large-height":431,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/92b76710-5b.png","large-width":922,"large-height":517,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/92b76710-5b.png","1536x1536-width":922,"1536x1536-height":517,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/92b76710-5b.png","2048x2048-width":922,"2048x2048-height":517}},"epigrafe":"Figura 5. Funcions avan\u00e7ades com ara el vol en 3D (A) Ressalta la l\u00ednia defensiva i el jugador que intenta un centre des d'un lateral (B) El vol en 3D li permet a la c\u00e0mera canviar de perspectiva per ressaltar m\u00e9s informaci\u00f3 per a l'entrenador i el jugador. Imatges utilitzades amb el perm\u00eds de VIZRT. "},{"acf_fc_layout":"bloque_de_texto","bloque_de_texto":"<p>L&#8217;usuari tamb\u00e9 pot integrar dades en el v\u00eddeo, a partir de fonts externes (dades de seguiment i de l&#8217;esdeveniment). Per exemple, es poden usar dades de seguiment dels jugadors i de l&#8217;equip complet per generar mapes de calor (Figura 6). L&#8217;\u00fas de mapes de calor per proveir m\u00e9s context, pot ser valu\u00f3s per als professionals, ja que es ressalten punts calents d&#8217;activitat per tot el camp durant el partit, que atreuen l&#8217;atenci\u00f3 visual i proveeixen un context, afegit als moviments dels jugadors i al posicionament col\u00b7lectiu d&#8217;un equip.<\/p>\n"},{"acf_fc_layout":"imagen_apaisada","imagen_apaisada":{"ID":62991,"id":62991,"title":"6","filename":"877bb54d-6.png","filesize":0,"url":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/877bb54d-6.png","link":"https:\/\/barcainnovationhub.com\/ca\/visualitzacio-del-futbol-capturar-el-caos-i-cultivar-contextos\/6-2-2\/","alt":"","author":"24","description":"","caption":"","name":"6-2-2","status":"inherit","uploaded_to":62999,"date":"2020-06-12 14:23:58","modified":"2020-06-12 14:44:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/barcainnovationhub.com\/wp-includes\/images\/media\/default.png","width":891,"height":492,"sizes":{"thumbnail":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/877bb54d-6-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/877bb54d-6-300x166.png","medium-width":300,"medium-height":166,"medium_large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/877bb54d-6-768x424.png","medium_large-width":768,"medium_large-height":424,"large":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/877bb54d-6.png","large-width":891,"large-height":492,"1536x1536":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/877bb54d-6.png","1536x1536-width":891,"1536x1536-height":492,"2048x2048":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2020\/06\/877bb54d-6.png","2048x2048-width":891,"2048x2048-height":492}},"epigrafe":"Figura 6. La integraci\u00f3 de dades de seguiment junt amb el v\u00eddeo \u00e9s una eina molt poderosa per generar mapes de calor. Imatges utilitzades amb el perm\u00eds de VIZRT. "},{"acf_fc_layout":"bloque_de_texto","bloque_de_texto":"<h2><strong>Resum <\/strong><\/h2>\n<p>En el futbol modern, el personal dedicat pot utilitzar diverses metodologies per millorar la visualitzaci\u00f3 de dades o v\u00eddeos. El data viz \u00e9s ideal per a incorporar als entrenadors, ja que pot traduir de manera efectiva la direcci\u00f3 del rendiment per a l&#8217;usuari. A m\u00e9s a m\u00e9s, ho fa d&#8217;una forma eficient pel que fa al temps i afegeix una narrativa als n\u00fameros, especialment si s&#8217;usa un enfocament \u201cd&#8217;enginyeria inversa\u201d. Aix\u00f2 \u00e9s de gran ajuda en reduir de manera substancial el temps per a l&#8217;an\u00e0lisi i quan es necessita que les dades estiguin simplificades, per\u00f2 que al mateix temps aportin informaci\u00f3 de valor. La telestraci\u00f3n de v\u00eddeos podria fins i tot tenir un paper m\u00e9s important en el futbol, at\u00e8s que el v\u00eddeo \u00e9s el mitj\u00e0 que prefereixen els entrenadors i jugadors. En afegir una visualitzaci\u00f3 com\u00fa i avan\u00e7ada al v\u00eddeo, podria millorar la informaci\u00f3 espec\u00edfica extreta pels jugadors i entrenadors, i millorar el proc\u00e9s de comentaris.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><em>Dr. Paul S Bradley: Consultor de Ci\u00e8ncies del Futbol (paulbradley94@yahoo.co.uk)<\/em><\/p>\n<p><em>Dr. Wonwoo Ju: Dr. Investigador de Ci\u00e8ncies del Futbol a LJMU<\/em><\/p>\n<p><em>Sr. Andy Laws: Cient\u00edfic de computaci\u00f3 a LJMU<\/em><\/p>\n<p><em>Sr. Antonio G\u00f3mez-D\u00edaz: Preparador f\u00edsic del primer equip al FC Barcelona<\/em><\/p>\n<p><em>Sr. Andr\u00e9s Mart\u00edn-Garc\u00eda: Preparador f\u00edsic del Sub-19 al FC Barcelona<\/em><\/p>\n<p><em>Dr. Mark Evans: Cient\u00edfic de dades i inform\u00e0tica<\/em><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Refer\u00e8ncies<\/strong><\/p>\n<p>Ade J, Fitzpatrick J, Bradley PS. (2016). High-intensity efforts in elite soccer matches and associated movement patterns, technical skills and tactical actions. Information for position-specific training drills. J Sports Sci. 34, 2205-2214.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>Bradley, PS and Ade, JD. (2018). Are current physical match performance metrics in elite soccer fit for purpose or is the adoption of an integrated approach needed? Int J Sports Physiol Perform. 13, 656-664.<\/p>\n<p>&nbsp;<\/p>\n<p>Bradley PS, Evans M, Laws A and Ade, J. (2018). \u2018Context is King\u2019 when Interpreting Match Physical Performances. Football Med &amp; Perform. 24, 43-45<\/p>\n<p>&nbsp;<\/p>\n<p>Bradley, PS, Martin-Garcia, A, Ade, JD and Gomez-Diaz, A (2019). Position Specific &amp; Positional Play Training in Elite Football: Context Matters. Football Med &amp; Perform. 29, 31-35.<\/p>\n<p>&nbsp;<\/p>\n<p>Bush, MD, Archer, DT, Hogg, R, and Bradley, PS. (2015). Factors influencing physical and technical variability in the English Premier League. Int J Sports Physiol Perform. 10, 865-872.<\/p>\n<p>&nbsp;<\/p>\n<p>Carling C, Bradley PS, McCall, Dupont G. (2016). Match-to-match variability in high-speed running activity in a professional soccer team. J Sports Sci. 34, 2215-2223.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>De Bono E. (2016). Lateral Thinking: A Textbook of Creativity. London: Penguin General.<\/p>\n<p>&nbsp;<\/p>\n<p>Faude O, Koch T, Meyer T. (2012). Straight sprinting is the most frequent action in goal situations in professional football. J Sports Sci. 30, 625-31.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>Groom R &amp; Cushion C. (2005). Using of Video Based Coaching with Players: A Case Study. Int J Perform Anal Sport. 5, 40-46.<\/p>\n<p>&nbsp;<\/p>\n<p>Hodges, NJ, and Frank IM. (2004). The nature of feedback, In: Hughes MD and<\/p>\n<p>Franks IM, (Eds.) Notational Analysis of Sport. London: E. &amp; F.N.Spon.<\/p>\n<p>&nbsp;<\/p>\n<p>Lacome M, Simpson BM, Buchheit M. (2018). Part 2: Increasing Coach \u2018Buy-in\u2019 with Good Data Visualisation. Aspetar Sports Med J. 16, 64-66.<\/p>\n<p>&nbsp;<\/p>\n<p>Lyle, J. (2002). Sports coaching concepts: a framework for coaches behaviour, London: Routledge.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>Pingali G, Opalach A, Jean Y, Carlbom I. (2001). Visualization of sports using motion trajectories: providing insights into performance, style, and strategy. Proceedings Visualization. VIS &#8217;01., San Diego, CA, USA. 75-544.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>Reiffel L. (1968). Superimposed Dynamic Television Display System. United States Patent 3617630.<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>Weissgerber TL, Milic NM, Winham SJ,Garovic VD. (2015). Beyond Bar and Line Graphs: Time for a New Data Presentation Paradigm. PLoSBiol. 13, e1002128.<\/p>\n<p>&nbsp;<\/p>\n<p>Weissgerber TL, Winham SJ, Heinzen EP, Milin-Lazovic JS, Garcia-Valencia O, Bukumiric Z, Savic MD, Garovic VD, Milic NM. (2019). Reveal, Don\u2019t Conceal: Transforming Data Visualization to Improve Transparency. Circulation. 140, 1506-1518.<\/p>\n<p>&nbsp;<\/p>\n<p>Wright C, Atkin S &amp; Jones B. (2012). An analysis of elite coaches\u2019 engagement with performance analysis services (match, notational analysis and technique analysis). Int J Perform Anal Sport. 12, 436-451.<\/p>\n<p>&nbsp;<\/p>\n<p>Zhou Q, Liu D. (2010). Interactive visual content sharing and telestration: A novel network multimedia service. 14th International Conference on Intelligence in Next Generation Networks, Berlin, 1-6.<\/p>\n"}],"colaboradores":false,"cta_titulo_top":"","cta_boton_top":"","cta_url_top":"","cta_titulo_footer":"","cta_subtitulo_footer":"","cta_boton_footer":"","cta_url_footer":"","activar_banner_2":false,"banner_2":false,"activar_banner_3":false,"banner_3":false,"activar_banner_1":false,"banner_1":false,"activar_nuevos_banners":true,"mostrar_banner_1":true,"crear_banner_1":{"utilizar_imagen_unica_para_banner":true,"asignar_imagen_unica_para_banner":"https:\/\/barcainnovationhub.com\/wp-content\/uploads\/2021\/11\/57ac2ad8-fondo-14-1.png","mostrar_titulo_banner":true,"titulo_para_banner":"APUNTA\u2019T AL CERTIFICAT EN TECNOLOGIA I CI\u00c8NCIA APLICADES A L\u2019ESPORT","mostrar_subtitulo_banner":false,"subtitulo_del_banner":"","mostrar_cta_banner":true,"texto_cta_banner":"UNIR-SE ARA","url_cta_banner":"https:\/\/barcainnovationhub.com\/ca\/product\/certificat-en-tecnologia-i-ciencia-aplicades-a-esport\/?utm_source=ads_banner&utm_medium=content&utm_campaign=notas","fondo_de_color_banner":"","fondo_de_imagen_banner":false,"mostrar_imagen_izquierda_banner":false,"asignar_imagen_izquierda_banner":false},"mostrar_banner_2":false,"crear_banner_2":{"utilizar_imagen_unica_para_banner":false,"asignar_imagen_unica_para_banner":false,"mostrar_titulo_banner":false,"titulo_para_banner":"","mostrar_subtitulo_banner":false,"subtitulo_del_banner":"","mostrar_cta_banner":false,"texto_cta_banner":"","url_cta_banner":"","fondo_de_color_banner":"","fondo_de_imagen_banner":false,"mostrar_imagen_izquierda_banner":false,"asignar_imagen_izquierda_banner":false},"mostrar_banner_3":false,"crear_banner_3":{"utilizar_imagen_unica_para_banner":false,"asignar_imagen_unica_para_banner":false,"mostrar_titulo_banner":false,"titulo_para_banner":"","mostrar_subtitulo_banner":false,"subtitulo_del_banner":"","mostrar_cta_banner":false,"texto_cta_banner":"","url_cta_banner":"","fondo_de_color_banner":"","fondo_de_imagen_banner":false,"mostrar_imagen_izquierda_banner":false,"asignar_imagen_izquierda_banner":false},"alineacion_vertical_header":"center"},"_links":{"self":[{"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/posts\/62999"}],"collection":[{"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/users\/24"}],"replies":[{"embeddable":true,"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/comments?post=62999"}],"version-history":[{"count":5,"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/posts\/62999\/revisions"}],"predecessor-version":[{"id":111533,"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/posts\/62999\/revisions\/111533"}],"wp:attachment":[{"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/media?parent=62999"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/categories?post=62999"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/barcainnovationhub.com\/ca\/wp-json\/wp\/v2\/tags?post=62999"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}