La caduta del valore aggiunto reale della PA: evidenze e questioni aperte
di Giampaolo Galli e Francesco Tucci[*]
12 novembre 2020
Negli ultimi anni il valore aggiunto reale del settore “Amministrazione pubblica e difesa, assicurazione sociale obbligatoria, istruzione, sanità e assistenza sociale”, misurato dall’Istat, è sceso in misura consistente: -5,7 per cento fra il 2010 e il 2019. La diminuzione non è dovuta al fattore lavoro, dato che nel periodo i livelli occupazionali sono leggermente aumentati, per effetto di un forte aumento nel settore della sanità e di una riduzione nel settore della pubblica amministrazione in senso stretto. La produttività del lavoro è scesa del 6,3 per cento. Questi andamenti possono apparire strani e sono comunque difficili da spiegare. In questa nota ci chiediamo innanzitutto quali conseguenze macroeconomiche ne possano discendere e concludiamo che il valore aggiunto complessivo dell’economia e dunque il Pil sarebbero stati solo marginalmente diversi se la produttività della PA, anziché declinare, fosse rimasta costante al valore del 2010. In secondo luogo formuliamo alcune ipotesi sulle ragioni del calo del valore aggiunto reale e della produttività della PA. In sostanza, la caduta del valore aggiunto è dovuta principalmente al comparto dei servizi collettivi, mentre quella della produttività è dovuta quasi interamente al comparto della sanità. Le considerazioni tecniche che emergono dall’analisi suggeriscono che per l’Istat, così come per gli istituti di statistica degli altri paesi e per la comunità scientifica, vi siano ampi margini per indagare sulle reali dinamiche del valore aggiunto reale e della produttività nella pubblica amministrazione. In particolare, non è chiaro se l’Istat, analogamente agli istituti degli altri paesi, riesca a misurare l’aumento di produttività e riduzione di sprechi che può accompagnare un calo degli addetti, quale quello che si è registrato negli ultimi anni nel comparto della pubblica amministrazione in senso stretto. Per quanto riguarda la sanità, è probabile che non si riescano a misurare adeguatamente i miglioramenti qualitativi dovuti principalmente al progresso scientifico e tecnologico che ha caratterizzato il settore negli ultimi anni.
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I fatti e le spiegazioni principali
Fra il 2010 e il 2019, il valore aggiunto reale[2] della branca NACE "Amministrazione pubblica e difesa, e assicurazione sociale obbligatoria, istruzione, sanità e assistenza sociale" (da qui in avanti “branca NACE PA”[3]), si è contratto di 15 miliardi, pari al 5,7 per cento (Tavola 1). Ciò è avvenuto per l’effetto congiunto di un aumento moderato del valore aggiunto a prezzi correnti (+3,6 per cento; si veda la Figura 1) e di un consistente aumento del relativo deflatore (+10 per cento; si veda, in appendice, la Figura A2). Poiché il numero di addetti (misurato dalle ULA) è aumentato leggermente (+0,6 per cento; si veda la Figura 2 che mostra un analogo andamento per le ore lavorate), la produttività è caduta poco più del valore aggiunto (-6,3 per cento; Figura 3).
Disaggregando per comparti si trovano dinamiche molto diverse. In sostanza, la caduta del valore nominale aggiunto è dovuta principalmente al comparto dei servizi collettivi, mentre quella della produttività è dovuta quasi interamente al comparto della sanità e assistenza sociale e, all'interno di questo, in particolar modo alla sanità.
Guardando al valore aggiunto (la prima colonna della Tavola 1), il comparto dei servizi collettivi (amministrazione pubblica, difesa e assicurazione sociale obbligatoria), che rappresenta il 40 per cento del settore, si contrae di 9,6 miliardi (-9,1 per cento) e il comparto sanità e assistenza sociale, che rappresenta circa il 35 per cento del settore, scende di 4,7 miliardi (-5,0 per cento). All’interno di quest’ultimo comparto, il ruolo principale è quello della sanità, il cui valore aggiunto cade di 5,6 miliardi (-6,9 per cento).
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)
Il quadro è molto diverso quando si guarda alla produttività (ultima colonna della Tavola 1). Sostanzialmente la caduta della produttività è quasi interamente dovuta al comparto della sanità e assistenza sociale (-14,6 per cento), dove si registra un aumento degli addetti (+10,7 per cento) e una sensibile caduta del valore aggiunto (-5,0 per cento). Nel comparto dei servizi collettivi invece, la produttività aumenta (+5,9 per cento) perché la caduta del valore aggiunto (-9,1 per cento) e inferiore alla caduta degli addetti (-14,1 per cento).
Nei paragrafi che seguono si analizzano le possibili cause di questi andamenti, anche in relazione ai metodi di misurazione che sono utilizzati per i diversi comparti. In particolare, nel comparto dei servizi collettivi l’Istat usa prevalentemente il metodo dell’input.[4] Per questi servizi, la caduta del valore aggiunto reale (-9,1 per cento) riflette essenzialmente la caduta degli addetti (-14,1 per cento), ma è inferiore ad essa perché le altre componenti del valore aggiunto sono all’incirca costanti in termini reali: di qui l’aumento della produttività del comparto (+5,9 per cento). Per la componente ospedaliera della sanità invece l’Istat utilizza misure dell’output, quali ad esempio il numero di pazienti dimessi dalle strutture ospedaliere che registra una caduta molto forte nel periodo (-24 per cento fra il 2011 e il 2018). Per questo motivo, l’Istat misura una caduta del valore aggiunto (-5,6 per cento). Dato che gli addetti all’intero comparto sanità sono aumentati del 7,3 per cento, la produttività crolla del 13,2 per cento.
Prima di addentraci nell’analisi, ci chiediamo quali siano le conseguenze di questi numeri sul piano delle stime del Pil dell’intera economia; a questo tema è dedicato il paragrafo che segue.
![](data:image/png;base64,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)
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)
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)
Le implicazioni macroeconomiche
Quali conseguenze macroeconomiche sul valore aggiunto totale, e quindi sul Pil, discendono dal crollo del valore aggiunto reale e della produttività nella PA?
Per capirlo ipotizziamo che nell’ultimo decennio la produttività della PA, invece di mostrare un crollo, fosse rimasta costante al livello del 2010 (circa 58.000 euro l’anno per unità di lavoro e 39,5 euro per ora lavorata). Come mostra la Figura 4, per effetto di tale ipotesi, la dinamica del valore aggiunto totale dell’economia non sarebbe stata molto diversa, con uno scostamento medio rispetto al valore effettivo dal 2010 al 2019 vicino al +0,5 per cento su base annua. Alla fine del periodo lo scostamento avrebbe superato di poco l’1 per cento.
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)
Dunque, il problema ha scarsa rilevanza in termini macroeconomici.
È tuttavia utile capire, anche ai fini dell’evoluzione futura di queste variabili, da dove provenga la caduta del valore aggiunto e delle produttività della PA, il che richiede di individuare a quali comparti della branca NACE PA sia attribuibile il calo della produttività del lavoro.
Valore aggiunto nei diversi comparti della PA
La Figura 5 mostra la ripartizione del valore aggiunto reale della branca NACE PA fra le varie sotto-branche.[5] La maggior parte del valore aggiunto proviene dalla componente dei servizi collettivi della PA (amministrazione pubblica, difesa e assicurazione sociale obbligatoria), con valori attorno al 40 per cento, seguita dalla sanità con una quota attorno al 30 per cento. Questa considerazione mostra perché l’evidenza da cui siamo partiti (quella della Figura 1) risulti piuttosto sorprendente. La componente principale del valore aggiunto reale della branca NACE PA è data da servizi pubblici (servizi collettivi della PA, assistenza sanitaria pubblica non ospedaliera, assistenza sociale) per i quali il valore aggiunto reale viene misurato con il metodo degli input. Come viene mostrato nell’appendice, per questi servizi pubblici, il valore aggiunto a prezzi correnti è costituito per circa il 75 per cento dai redditi degli addetti e il valore aggiunto reale viene costruito deflazionando il valore aggiunto nominale con un indice che normalmente ha un andamento molto simile a quello dei redditi da lavoro per addetto. Per costruzione dunque, dato che i livelli occupazionali sono rimasti pressoché costanti nell’ultimo decennio, il valore aggiunto reale dovrebbe risultare sostanzialmente costante nel periodo 2010-2019. In realtà, nel periodo, si determina una divaricazione fra il deflatore del valore aggiunto e il reddito medio per addetto. In particolare, il deflatore cresce, come si è già notato, del 10 per cento, mentre il reddito medio aumenta solo del 2,1 per cento.
Per capire questo risultato, la Figura 6 mostra l’evoluzione del valore aggiunto reale fra i diversi comparti. Per il comparto dei servizi collettivi della PA (amministrazione pubblica, difesa e assicurazione sociale obbligatoria) si nota un calo del valore aggiunto reale; il valore del 2019 è inferiore di circa il 9 per cento rispetto al 2010. Un calo rilevante è riscontrabile anche nel comparto della sanità (-7 per cento nel periodo 2010-2019), mentre nell’istruzione la riduzione del valore aggiunto è poco rilevante (-1 per cento per l’ultimo decennio).
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)
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)
Dalla Figura 7 vediamo invece come l’evoluzione delle unità di lavoro e delle ore lavorate della branca NACE PA (vedi Figura 2 sopra) nasconda un andamento differenziato tra le diverse sotto-branche. Mentre i servizi collettivi della PA presentano un calo molto rilevante dell’occupazione (-14 per cento solo nell’ultimo decennio, sia per le unità di lavoro che per le ore lavorate), l’istruzione presenta una flessione nella prima parte della crisi economico-finanziaria, per poi riassestarsi su un trend crescente a partire dal 2013 (registrando complessivamente circa un +3 per cento nell’ultimo decennio). La sanità presenta un trend crescente ventennale e nell’ultimo decennio registra circa un +7 per cento per le unità di lavoro e un +5 per cento con riferimento alle ore lavorate.
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)
Questi andamenti nel valore aggiunto reale e nell’input di lavoro portano alle seguenti due considerazioni:
- per i servizi collettivi della PA, il drastico calo nei livelli occupazionali, vista l’applicazione del metodo degli input, si traduce in un declino del valore aggiunto reale. Tuttavia, l’inclusione di altre componenti nel calcolo del valore aggiunto reale determina il fatto che quest’ultimo decresca meno dei livelli occupazionali. Questo perché le altre componenti (ammortamenti e imposte nette sulla produzione) esibiscono una dinamica meno sfavorevole. In particolare, gli ammortamenti (che rappresentano il 20 per cento circa del valore aggiunto; Figura A1 in appendice) sono sostanzialmente costanti in termini reali (-1,3 per cento dal 2010 al 2018, Figura 8). Dati i movimenti di occupazione e valore aggiunto reale, la produttività del lavoro esibisce meccanicamente una dinamica crescente, con un incremento vicino al 6 per cento nell’ultimo decennio (Figura 9);
- la sanità esibisce una dinamica crescente dell’occupazione a fronte di un valore aggiunto reale in calo leggero nel periodo 2010-2019. Come risultato, la produttività del lavoro nell’ultimo decennio registra un drastico calo del 13,2 per cento rispetto alle unità di lavoro e dell’11 per cento rispetto alle ore lavorate.
- l’istruzione presenta invece una dinamica del valore aggiunto, dell’occupazione e della produttività sostanzialmente costanti nell’ultimo ventennio. Si noti che il valore aggiunto reale dell’istruzione pubblica è interamente misurato ricorrendo al metodo degli output e che anche la produttività dell’istruzione privata risulta abbastanza stabile nel decennio. (Figura 10).
![](data:image/png;base64,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)
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)
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)
Riassumendo, il calo nel valore aggiunto reale della branca NACE PA osservabile nella Figura 1 è quindi principalmente attribuibile ai servizi collettivi della PA. A questo comparto sono infatti riconducibili quasi 10 miliardi di perdita di valore aggiunto dei 15 totali della branca; il resto è attribuibile quasi del tutto alla sanità. Per quanto riguarda il calo di produttività del lavoro nella branca NACE PA, quest’ultimo è invece interamente attribuibile al comparto della sanità. Proviamo ora a capirne le cause.
Il calo della produttività nella sanità
L’assistenza non ospedaliera viene stimata con il metodo degli input; quindi il valore aggiunto reale dovrebbe avere una dinamica simile a quella dell’occupazione. Il fatto che queste due variabili divergano nel complesso della sanità può essere quindi imputato o all’assistenza ospedaliera pubblica o agli operatori privati della sanità.
Come mostra la Figura 10, la sanità privata ha visto un calo marcato della produttività del lavoro nell’ultimo decennio (-17 per cento), per cui sicuramente questa componente riveste un ruolo nell’abbassare la stima della produttività del lavoro dell’intero comparto.[6]
Per quanto riguarda l’assistenza pubblica ospedaliera, come detto in precedenza, l’output reale viene stimato dall’Istat ricorrendo, in prima approssimazione, al numero di pazienti dimessi.[7] Osservando l’andamento di questa variabile nell’ultimo decennio, si rileva una riduzione costante e molto forte del numero di dimissioni dagli istituti di cura pubblici (-24 per cento dal 2011 al 2018). Tale dato probabilmente riflette la transizione verso un sistema maggiormente incentrato sull’assistenza territoriale e degenze ospedaliere meno brevi di quelli a cui si era giunti all’inizio del decennio. Sembrano confermare questa ipotesi la diminuzione delle giornate trascorse negli istituti di cura, passate da 50,3 milioni nel 2010 a 42,6 nel 2019; questo a fronte di un aumento della degenza media da 6,3 giorni nel 2010 a 6,7 giorni nel 2019. Va sottolineato che l’utilizzo da parte dell’Istat del numero di pazienti dimessi dagli istituti di cura è un modo per approssimare l’output del sistema. In mancanza di dati effettivi sui prezzi nessuna stima può essere perfetta: peraltro anche quando sono disponibili dati sui prezzi, vi è sempre il problema di come discernere adeguatamente gli aumenti dovuti a miglioramenti della qualità dei prodotti. Quest’ultimo problema è probabilmente molto rilevante nel caso della sanità, dati gli enormi progressi scientifici e tecnologici che si sono registrati e hanno avuto concreta applicazione negli ospedali italiani negli ultimi anni.
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)
Problemi aperti
Come si vede, molti sono i problemi aperti e vi è ampio spazio per miglioramenti da parte sia dell’Istat sia degli altri istituti di statistica e della comunità scientifica. In particolare, nella disamina effettuata dei metodi di valutazione dell’output reale della PA, non appare del tutto convincente che la riduzione degli addetti alla produzione di servizi collettivi delle pubbliche amministrazioni determini un calo del valore aggiunto, coerentemente con il metodo degli input. Può darsi invece che, realisticamente, la riduzione degli addetti, per lo più dovuta al blocco del turn over, abbia eliminato degli sprechi come era negli auspici di chi ha promosso queste misure che si son susseguite nel corso degli ultimi anni.
Il caso della sanità mostra un problema affatto diverso. Qui l’Istat misura un notevole aumento del numero degli addetti, ma stima che ci sia stato un crollo della produttività. È invece possibile che negli ultimi anni vi sia stato un miglioramento della qualità dei servizi sanitari, legati all’applicazione di nuovi macchinari, farmaci e tecniche di cura. Ma, come noto, la misurazione della qualità dei prodotti è impresa molto complessa anche laddove esistono prezzi di mercato con cui misurare il valore degli input e degli output. Diviene impresa pressoché impossibile quando si deve misurare la qualità di un servizio pubblico per il quale esistono solo i prezzi degli input.
Appendice. Il valore aggiunto nominale e reale della PA: aspetti metodologici
Il calcolo del valore aggiunto nominale della Pubblica Amministrazione (PA) segue una logica diversa rispetto al settore privato. Mentre per quest’ultimo si parte infatti dal valore della produzione finale destinata alla vendita e si detrae il valore dei consumi intermedi impiegati nel processo produttivo, per la PA gran parte dell’output viene erogato sotto forma di attività cosiddette non-market, ovvero per le quali non esiste un prezzo all’acquisto o alla vendita, il che rende inapplicabile una valutazione dell’output a prezzi correnti. Per calcolare il valore aggiunto delle attività non-market della PA si procede quindi dagli input impiegati nella produzione/erogazione dei servizi. In particolare, le componenti che, una volta sommate, concorrono a determinare il valore aggiunto nominale della PA sono:
- le spese per il personale;
- gli ammortamenti;
- altre imposte sulla produzione.[8]
La Figura A1 mostra come la parte preponderante del valore aggiunto in termini nominali sia sempre costituita, per il periodo 2000-2019, dalle spese per il personale.
![](data:image/png;base64,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)
All’interno del sistema dei Conti Nazionali e della sua classificazione in branche, il valore aggiunto della PA ricade poi all’interno di quattro diverse sotto-branche NACE:[9]
- amministrazione pubblica e difesa, assicurazione sociale obbligatoria;
- istruzione;
- attività dei servizi sanitari;
- assistenza sociale.
Si noti che all’interno del valore aggiunto di queste sotto-branche di Contabilità Nazionale (ad eccezione della prima, formata da servizi di natura collettiva erogati interamente dal settore pubblico) confluisce sia il valore aggiunto generato dalla PA, sia quello generato da operatori economici privati attivi nei settori considerati (es. operatori dell’istruzione e della sanità privata).[10] Sommando i valori di queste quattro sotto-branche, possiamo derivare il valore aggiunto aggregato della branca NACE PA.
Più complessa è invece la metodologia di calcolo del valore aggiunto della PA in termini reali. Come abbiamo già accennato, alcune caratteristiche delle attività svolte dal settore pubblico rendono difficile determinare l’output della PA in termini di volumi erogati, in particolare perché:
- una parte importante dei servizi erogati dalla PA consiste di attività non-market (es. difesa e sicurezza). In assenza di prezzi di mercato, anche nel caso in cui fosse possibile individuare il valore della produzione, non sarebbe possibile deflazionarlo con un indice dei prezzi;[11]
- per alcune attività erogate dalla PA è complesso individuare le quantità prodotte di output. Ciò avviene sia perché è difficile determinare quale sia esattamente l’output finale prodotto da una specifica unità della PA,[12] sia perché il servizio erogato spesso ha natura collettiva e non può essere scisso in una serie di prestazioni unitarie;[13]
- in mancanza di prezzi di mercato, si è affermato in alcune sedi che l’aggregazione in un unico indice dei diversi volumi di output della PA potrebbe comunque avvenire mediante i diversi costi unitari di produzione. Tuttavia, nella PA (e in generale in molte unità produttive caratterizzate da una molteplicità di output) l’allocazione dei costi ai singoli output risulta particolarmente difficile, sia per la presenza significativa di costi comuni ai diversi processi produttivi;[14]
- tenere in adeguata considerazione l’evoluzione della qualità dei servizi erogati dalla PA è un esercizio complesso;[15]
L’effetto congiunto di queste difficoltà ha fatto sì che per valutare il livello di output della PA si ricorra a due diverse metodologie:
- per i servizi collettivi offerti dalla PA, si utilizza un metodo basato su una deflazione specifica di ogni componente del valore aggiunto. Nel resto della nota ci riferiremo a questa metodologia come a “metodo degli input”;
- per i servizi individuali offerti dalla PA (ovvero l’assistenza ospedaliera e l’istruzione), un metodo basato sulla stima delle quantità di output erogato agli utenti, che nel resto della nota verrà indicato come “metodo degli output”.
Per quanto riguarda il metodo degli input, per la parte riferita alle spese di personale, l’Istat utilizza una metodologia nota come “metodo dei salari medi”. Quest’ultimo consiste sostanzialmente in una deflazione dei redditi da lavoro dipendente per branca e per categorie omogenee di istituzioni nell’ambito del settore delle Amministrazioni pubbliche.
Per gli ammortamenti si utilizza invece un metodo basato sulla deflazione della serie degli investimenti annuali a prezzi correnti, utilizzando il deflatore corrispondente ad ogni tipologia di bene capitale.
In riferimento all’assistenza ospedaliera pubblica e all’istruzione pubblica, l’Istat utilizza invece il “metodo degli output”. Tale metodologia consiste nella misurazione dei volumi di servizi individuali erogati da questi due comparti, mediante l’uso di proxy specifiche, identificate nel numero di studenti per quanto riguarda l’istruzione e dal numero di pazienti dimessi dagli istituti di cura relativamente alla sanità. Il numero di studenti per ogni livello di istruzione (ovvero i diversi livelli di quella scolastica e quella universitaria) viene ponderato in un indice di volume unico in base al costo di formazione unitario di uno studente, stratificato per ogni livello di istruzione e per ogni facoltà universitaria. Riguardo al metodo degli output della sanità, che si applica ai soli servizi ospedalieri, la misurazione dei volumi viene fatta utilizzando il numero delle schede ospedaliere (SDO) relative ai pazienti dimessi dagli istituti di cura. Ad ogni paziente possono corrispondere più schede ospedaliere.
Il numero di pazienti dimessi viene stratificato per classi di “Raggruppamento omogeneo di diagnosi” (DRG), al fine di garantire l’omogeneità rispetto alle risorse necessarie all’assistenza del paziente negli istituti di cura. La ponderazione in questo caso avviene per mezzo dei costi sulla base dei quali il SSN rimborsa gli istituti di cura.[16]
Da ultimo, per quanto riguarda le componenti della branca NACE PA attribuibili ad operatori privati (i quali operano principalmente nei comparti dell’istruzione e della sanità), si utilizza invece il metodo di deflazione basato su uno specifico indice dei prezzi, come per tutte le altre branche NACE.
A conferma di quanto detto sulla metodologia di calcolo del valore aggiunto, dato il peso preponderante delle spese per il personale all’interno del valore aggiunto della PA, il deflatore della branca NACE PA presenta una dinamica simile a quella del reddito da lavoro medio all’interno della branca, coerentemente con l’applicazione del “metodo dei salari medi” (Figura A2). L’indice di correlazione delle variazioni percentuali delle due serie è del 96,3 per cento.
Si osservi però che nel periodo in esame (2010-2019) gli andamenti delle due variabili sono fortemente divaricati. Il deflatore, come si è già notato, aumenta del 10,0 per cento, mentre le retribuzioni aumentano solo del 2,1 per cento. Questa divaricazione, da cui dipende la caduta del valore aggiunto reale, è il risultato delle stime operate dall’Istat sulla produttività del settore per la cui analisi occorre guardare, come si è fatto nel testo, i dati dei singoli comparti.
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)
[*] Gli autori ringraziano Antonella Baldassarini, Carmine Fimiani e Andrea Passacantilli dell’Istat per la gentile collaborazione. I contenuti e gli eventuali errori rimangono esclusiva responsabilità degli autori.
[2] I prezzi base sono quelli del 2015.
[3] Nel sistema europeo dei conti nazionale (SEC), la branca NACE “Amministrazione pubblica e difesa, assicurazione sociale obbligatoria, istruzione, sanità e assistenza sociale” è uno dei settori dei servizi che assieme agli altri settori (industria, agricoltura, altri servizi) somma al valore aggiunto complessivo dell’economia dal lato dell’offerta; a sua volta il valore aggiunto, a meno di voci minori (tasse al netto di sussidi sulla produzione) è uguale al Prodotto Interno Lordo. La PA intesa come branca del valore aggiunto differisce leggermente dalla PA intesa come istituzione, che è l’aggregato rilevante per le procedure europee relative al Patto di stabilità e crescita. In questa nota, utilizziamo la PA branca NACE perché è l’unica per la quale l’Istat, al pari degli altri omologhi istituti europei, fornisce una stima del valore aggiunto sia nominale sia reale. Va però osservato che in questa branca sono compresi anche servizi prestati da privati, limitatamente ai due comparti della sanità e dell’istruzione, perché la statistica utilizza il criterio del settore di operatività piuttosto che quello della natura istituzionale; la dizione “branca NACE PA” è dunque in qualche misura un’approssimazione del concetto che si vuole misurare.
[4] Tale metodologia è illustrata in maggior dettaglio nell’Appendice.
[5] Si utilizzano qui alternativamente i termini “comparti” e “sotto-branche” per riferirsi alle diverse articolazioni della branca NACE PA.
[6] La produttività nel settore della sanità privata è calcolata direttamente dall’Istat.
[7] Riguardo l’assistenza ospedaliera pubblica, molti studi hanno evidenziato una caduta del personale medico ed infermieristico negli istituti di cura italiani nell’ultimo decennio. Si veda da ultimo https://osservatoriocpi.unicatt.it/cpi-archivio-studi-e-analisi-la-sanita-in-italia-cosa-e-cambiato-nell-ultimo-decennio. Nonostante il calo del personale medico ed infermieristico negli istituti di cura pubblici, il calo dell’output ospedaliero sembra comunque essere più elevato, il che conduce in ogni caso ad un aumento di produttività del lavoro per l’assistenza ospedaliera pubblica, coerente con l’evidenza presentata nella nota. A livello dell’intero comparto sanitario, i livelli occupazionali di fonte Istat risultano invece in crescita costante (nonostante anche le strutture di cura private accreditate abbiano registrato un calo del personale medico ed infermieristico nell’ultimo decennio). La conclusione che si può trarre è quindi che il calo del personale negli istituti di ricovero (pubblici e privati accreditati) sia stato compensato dall'aumento del personale sanitario extra-ospedaliero (pubblico e privato).
[8] In base al glossario Istat, le “altre imposte sulla produzione comprendono i prelievi operati sulle imprese a motivo dell’esercizio dell’attività di produzione, indipendentemente dalla quantità o dal valore dei beni o servizi prodotti o scambiati”.
[9] Non citiamo qui per semplicità la porzione, poco rilevante in percentuale, di output della PA afferente alla produzione in altre branche, come ad esempio la produzione di software per il proprio uso interno.
[10] Questa caratteristica rispecchia la classificazione per settore di operatività piuttosto che per natura istituzionale.
[11] Lau, E., Lonti, Z., Schultz, R. (2017), Challenges in the Measurement of Public Sector Productivity in OECD Countries, OECD
[12] Pensiamo ad esempio all’Agenzia delle Entrate: quale variabile considereremmo come output della sua attività? Il numero di accertamenti effettuati, o il numero di contenziosi vinti? La risposta evidentemente non è univoca. A questo proposito, per un approfondimento su una possibile metodologia di calcolo della produttività sviluppata proprio dall’Agenzia per le Entrate si veda https://www.lavoce.info/archives/25047/misurare-la-produttivita-nel-settore-pubblico/
[13] Lau, E., Lonti, Z., Schultz, R. (2017), op.cit.
[14] La ponderazione per il costo unitario di produzione è stata originariamente proposta da Atkinson Review, Final Report (2005), Measurement of Government Output and Productivity for the National Accounts, Palgrave MacMillan. Si veda Lau, E., Lonti, Z., Schultz, R. (2017), op.cit. per un approfondimento sul tema.
[15] Dunleavy (2016), Public Sector Productivity - Measurement Challenges, Performance Information and Prospects for Improvement, Paper to the Annual Meeting of the OECD Senior Budget Officers’ Network OECD, Parigi, 24-25 novembre 2016
[16] Per ulteriori informazioni si veda Collesi, D., Anzalone, M., Marotta, M., Versace, D., Zannoni, S. (2006), Improving the measurement of government output in Italy, paper preparato per la 29esima General Conference della International Association for Research in Income and Wealth. Si ricorda inoltre che tale approccio per l’output dell’assistenza ospedaliera è raccomandato anche da Eurostat (2016), Handbook on prices and volume measures in national accounts.