L’obiettivo della nostra ricerca è stato quello di indagare i presupposti e le dinamiche in merito all’implementazione dell’Intelligenza Artificiale (AI) in ambito accademico.
Il team è composto da Mattia Mencarelli e Luca Migliavacca. Il progetto, in collaborazione con l’università di Pavia, è intitolato “AI in università".
Per il raggiungimento del nostro obiettivo abbiamo stilato due questionari: uno in italiano, rivolto ai professori universitari che operano sul suolo nazionale, e uno in inglese indirizzato ai professori universitari che operano all’estero.
Nonostante il target campionario molto specifico preso in considerazione, siamo riusciti a ottenere un numero cospicuo di risposte. Solo in Italia, infatti, abbiamo registrato ben 120 risultati, coinvolgendo 15 università e 27 dipartimenti. Il successo presso il target campionario ci ha consentito di passare a una successiva analisi statistica.
Occorre sottolineare che un elevato numero di professori si è dimostrato molto interessato al nostro progetto e non ha esitato a contribuire fornendo consigli, migliorie e aiuti concreti nella condivisione del questionario per la raccolta dati.
La nostra analisi ha proceduto per comparazione. Lo studio teneva contemporaneamente conto delle risposte del campione italiano e quelle del campione estero confrontando quasi la totalità dei dati, dall’utilizzo dell’AI nella vita privata dei professori sino al loro parere circa la propensione delle loro università all’utilizzo dell’AI.
I risultati da noi ottenuti hanno dimostrato come i professori universitari esteri si dimostrino più propensi, rispetto a quelli italiani, a un’implementazione dell’AI in un contesto universitario.
Tuttavia, i dati raccolti, uniti ad ulteriori ricerche da noi effettuate, dimostrano come l’Italia
sia perfettamente al passo con il resto d’Europa, diversamente da quanto ipotizzato in principio. Difatti, nel settore accademico, l’Italia eccelle nell’innovazione grazie a università quali “Unimore di Modena” che punta a formare professionisti nello sviluppo di sistemi informatici basati sull’AI e l’università “IULM di Milano” che offre un corso di marketing tools basato sull’AI.Se dal lato accademico il nostro paese non ha nulla da invidiare alle università estere, dall’altro, nei nostri professori emerge ancora una certa riluttanza e sfiducia nell’utilizzo dell'AI nei loro corsi; infatti, alle domande “Sareste disposti a far gestire all’AI una parte del vostro corso?” e “Sareste disposti a sottoporre ai vostri studenti un esame interamente elaborato dall’AI?” solo il 2% ha espresso una risposta positiva alla prima e il 12% alla seconda, mentre la controparte estera evidenzia un esito positivo rispettivamente del 44% e del 37%.
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Questi risultati, insieme agli altri dati da noi raccolti, denunciano una sostanziale sfiducia nei confronti dall’AI, dovuta spesso a una mancata conoscenza della piattaforma. Tra l’altro, potersi formare in quest’ambito resta per i nostri docenti un vero e proprio ostacolo a causa della mancanza di supporto e corsi dedicati…
L’Europa sta procedendo a passi da gigante con la regolamentazione dell’AI. Di recente, infatti, è stato approvato l’AI act, il primo quadro normativo in questo ambito. Approvato nel Marzo 2024, L’AI act pone dei limiti e regolamenta l’utilizzo da parte dell’user, assicurando che questi sistemi siano in linea con i diritti e i valori dell’UE. D’altronde, in Europa stanno già diffondendosi i primi corsi di formazione sull’AI. I corsi sono rivolti a tutto il personale docente operante sul territorio UE, con l’obiettivo di garantire ai professori europei un primato nell’utilizzo di queste nuove metodologie in ambito didattico.
Tornando alla nostra ricerca, un altro fattore fondamentale emerso dalle risposte alle domande aperte è la totale mancanza di expertise e conoscenze sull’argomento. Molti professori hanno infatti criticato ChatGPT (piattaforma di Open AI, sviluppata come interfaccia digitale in quanto piattaforma di ricerca dotata di tutta la conoscenza umana fino al 2019), perché incapace, a loro avviso, di adattarsi alle specifiche di ogni corso.
Tra i nostri obiettivi c’è infatti quello di evidenziare l’esistenza di migliaia di piattaforme AI, ognuna delle quali specializzata in un settore, che con la giusta formazione, garantiscono ai professori un set di tools in grado di soddisfare qualsiasi loro richiesta e realizzare ogni idea.
Nel corso della nostra presentazione abbiamo esposto svariati modelli di AI, tutti con obiettivi differenti e abili anche nell’assistenza dell’user durante l’utilizzo dello stesso.
Tenendo conto dei risultati ottenuti e volgendo uno sguardo al futuro, riteniamo che, alla pari dei professori universitari, l’AI non sia in grado di sostituire interamente il ruolo del docente.
Resta da considerare la vantaggiosità dell’utilizzo dell’AI come un tool di supporto per i docenti, in grado di alleggerire il loro carico di lavoro per lasciar spazio alla sperimentazione di nuovi metodi di insegnamento avanguardisti.
Le percentuali ricavate dal questionario dimostrano come 5 professori universitari su 7 sarebbero disposti a implementare l’AI sotto forma di tutor del corso, come spalla destra alla quale fare riferimento. Cosa manca dunque per introdurre concretamente l’AI nelle università italiane? La volontà del personale docente di “mettere le mani in pasta” al fine di acquisire le giuste basi per poter intraprendere un graduale percorso di implementazione dello stesso nella loro didattica.
Un’altra prerogativa dei docenti dovrebbe essere quella di incoraggiare gli studenti a un corretto utilizzo di queste piattaforme, che possono rappresentare uno strumento fondamentale di apprendimento. Utilizzare in maniera errata questi strumenti può portare a una distorsione del corretto processo di educazione e apprendimento.
In conclusione, vista la continua evoluzione delle piattaforme AI e la loro presa di posizione in svariati mercati, l’adozione di queste tecnologie nella didattica sembra inevitabile. Di conseguenza, incoraggiamo i professori universitari - in particolare quelli italiani - a farsi pionieri di questo progetto, modellando così un nuovo metodo di didattica in grado di adattarsi ai bisogni di una società in costante evoluzione.