753 resultados para futures thinking


Relevância:

20.00% 20.00%

Publicador:

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Marking criteria for the poster assignment

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Abstract : This paper examines the factors motivating students to enrol in the Tourism Management program at Champlain College, St-Lambert and why a large number of students abandon the program before obtaining their DEC. There is a great deal of literature on student attrition, however there is little consensus on why students withdraw from college programs and the results cannot be easily generalized to this particular set of students at this time. Understanding the factors that influenced the students to choose Tourism Management at Champlain, St-Lambert and why they then leave before completing the six semesters will help with student success and with the marketing of the program. The theoretical framework guiding the study is metacognition, a branch of cognitive psychology that deals with the awareness and understanding of one’s thinking processes. Through a survey, students were asked to rank the general and specific factors that influenced their choice of Tourism Management as a program of study. Exit interviews were carried out with students who abandoned the program within the first year of study to determine the reasons for dropping out. Students who persisted in the program wrote journals describing their first year experience in order to identify any differences in metacognitive abilities with those who abandoned the program. The academic records of all students were also analyzed. The major factors influencing students to choose the Tourism Management program were interest in travel and job opportunities available after graduating. The results from the exit interviews and journals also showed that interest in travel was the primary reason for enrolment. The knowledge that students had of Cegep and the Tourism Management program before enroling however was negligible, particularly among the group that abandoned the program within the first year of study. The analyses of the academic records of the 2007 incoming students showed that the students with the lower high school grades were more likely to abandon the Tourism Management program than those with higher grades. The same is true for first semester and second semester Cegep grades. The major reason why the students abandoned the program during the 2007/2008 academic year was a lack of interest or a dislike of the program, followed by financial difficulties. It is not clear however what the lack of interest can be attributed to and this may be an avenue for future research. As opposed to the students who persisted in the program, those who abandoned their studies had unrealistic expectations of the academic requirements, were unprepared for the workload, had more difficulty analyzing their own performance and had not set concrete goals for themselves. The study shows several problem areas within the program. Of main concern is the lack of knowledge that students have of Cegep life and the Tourism Management program in general and the lack of preparation for Cegep level courses. The scheduling of courses and teaching methods within the program are other areas that need to be addressed. The paper concludes with a set of recommendations to possibly help remedy some of the problems.||Résumé : Ce travail s’intéresse aux facteurs qui motivent les étudiants à s’inscrire au programme de tourisme offert au Collège Champlain de St-Lambert. Il cherche à établir les raisons qui font en sorte qu’un si grand nombre d’étudiants abandonnent le programme avant d’obtenir leur DEC. Plusieurs recherches ont été effectuées sur l’abandon scolaire, mais il n’y a pas de consensus quant aux raisons pour lesquelles les étudiants se retirent du programme collégial. Actuellement, il est difficile d’établir des liens entre les résultats de ces recherches et ce groupe d’étudiants. La compréhension des facteurs qui influencent les étudiants à choisir le tourisme au Collège Champlain et les raisons qui font en sorte qu’ils quittent avant d’avoir complété leur formation, nous permettront d’améliorer le taux de rétention des étudiants dans ce programme. De plus, cela favorisera le marketing du programme. Le cadre théorique de cette recherche est la métacognition, une composante importante de la psychologie cognitive qui examine la connaissance et le contrôle qu’une personne a sur sa façon de penser. La métacognition est une variable qui différencie les étudiants qui réussissent de ceux qui abandonnent (Tardif 1997). La méthodologie de cette recherche comprend : un sondage, des entrevues, des comptes-rendus sous forme de journal et une analyse des résultats scolaires. Le sondage fut complété par tous les étudiants qui ont commencé le programme en tourisme en août 2007. Ce sondage avait pour but d’établir les facteurs qui ont motivé les étudiants à choisir cette discipline. Ceux-ci étaient divisés en deux volets soient : les facteurs généraux et les facteurs spécifiques. Les facteurs généraux comprennent l’intérêt pour les voyages et les informations obtenues auprès des orienteurs, des enseignants, de la publicité faite par les cégeps, des parents et des amis. Les facteurs spécifiques incluent les différents cours offerts tels que la géographie, l’informatique, l’administration, le programme de voyages, le stage en milieu de travail, la réputation du programme et de ses professeurs. Les entrevues ont été effectuées auprès de sept étudiants qui ont abandonné le programme entre décembre 2007 et juin 2008. Le but de ces entrevues était de déterminer les raisons de ces abandons. Les étudiants qui ont poursuivi leur formation en tourisme ont rédigé un journal dans lequel ils décrivaient leur expérience tout au long de leur première année d’études. Dans ce journal, ils devaient répondre à sept questions qui avaient pour but de déterminer les différences entre leurs habiletés métacognitives et celles de ceux qui se sont retirés du programme. L’analyse des dossiers des étudiants tenait compte des résultats scolaires du secondaire ainsi que des résultats académiques de la première année de cégep. Les principaux facteurs qui ont motivé les étudiants à choisir le programme gestion du tourisme étaient l’intérêt pour les voyages et les opportunités d’emploi après l’obtention de leur DEC. La connaissance que les étudiants ont du cégep et du programme de gestion du tourisme avant de s’inscrire était toutefois négligeable, particulièrement parmi le groupe qui a abandonné le programme durant la première année d’études. L’analyse des résultats académiques des étudiants a démontré que les candidats ayant des notes inférieures à l’école secondaire sont plus susceptibles d’abandonner le programme de gestion du tourisme que ceux ayant des notes supérieures. L’analyse arrive aux mêmes conclusions en ce qui concerne les candidats qui ont obtenu de faibles résultats académiques lors de la première et de la deuxième session du cégep. Les raisons principales qui ont fait en sorte que les étudiants ont abandonné le programme durant l’année académique 2007-2008 étaient le manque d’intérêt pour le programme et les difficultés financières. Par ailleurs, nous ne pouvons établir de façon générale les causes de ce manque d’intérêt. Cela pourrait faire l’objet d’une recherche ultérieure. Par opposition aux étudiants qui ont poursuivi le programme, ceux qui ont abandonné leurs études avaient des attentes irréalistes en ce qui a trait aux exigences académiques, ils n’étaient pas préparés pour la charge de travail, ils avaient plus de difficultés à analyser leur propre performance et ils ne s’étaient pas fixé d’objectifs concrets. L’étude a identifié plusieurs secteurs problématiques à l’intérieur du programme. L’une des problématiques principales est le manque de connaissance que les étudiants ont de la vie au cégep et du programme de tourisme en général sans compter le manque de préparation pour des cours de niveau cégep. L’horaire des cours et les méthodes d’enseignement à l’intérieur du programme sont d’autres éléments qui méritent d’être revus. Les limites de cette recherche comprennent le nombre restreint d’étudiants qui ont accepté d’être interviewés et l’effet d’intervieweur. Étant donné que l’intervieweur était le professeur des étudiants et malgré le fait que ceux-ci n’étudient plus en gestion du tourisme, ils peuvent se sentir obligés de répondre à l’intervieweur de façon subjective. Les recherches futures pourront inclure un plus grand nombre d’entrevues menées par des intervieweurs expérimentés n’ayant eu au préalable aucun contact avec les étudiants et ce dans le but de favoriser une plus grande objectivité. Un autre domaine de recherche pourrait être l’analyse du fait que des étudiants très intéressés par les voyages finissent par se désintéresser complètement du programme. Enfin et possiblement l’un des facteurs qui nous semble des plus importants est le besoin pour les étudiants du secondaire d’en connaître plus sur la vie au cégep et sur le programme de gestion du tourisme. Le document se termine par un ensemble de recommandations pour le Collège, le programme et les professeurs pour éventuellement aider à remédier aux problèmes identifiés.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Este trabajo se inscribe en uno de los grandes campos de los estudios organizacionales: la estrategia. La perspectiva clásica en este campo promovió la idea de que proyectarse hacia el futuro implica diseñar un plan (una serie de acciones deliberadas). Avances posteriores mostraron que la estrategia podía ser comprendida de otras formas. Sin embargo, la evolución del campo privilegió en alguna medida la mirada clásica estableciendo, por ejemplo, múltiples modelos para ‘formular’ una estrategia, pero dejando en segundo lugar la manera en la que esta puede ‘emerger’. El propósito de esta investigación es, entonces, aportar al actual nivel de comprensión respecto a las estrategias emergentes en las organizaciones. Para hacerlo, se consideró un concepto opuesto —aunque complementario— al de ‘planeación’ y, de hecho, muy cercano en su naturaleza a ese tipo de estrategias: la improvisación. Dado que este se ha nutrido de valiosos aportes del mundo de la música, se acudió al saber propio de este dominio, recurriendo al uso de ‘la metáfora’ como recurso teórico para entenderlo y alcanzar el objetivo propuesto. Los resultados muestran que 1) las estrategias deliberadas y las emergentes coexisten y se complementan, 2) la improvisación está siempre presente en el contexto organizacional, 3) existe una mayor intensidad de la improvisación en el ‘como’ de la estrategia que en el ‘qué’ y, en oposición a la idea convencional al respecto, 4) se requiere cierta preparación para poder improvisar de manera adecuada.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Este artículo presenta los resultados de una investigación realizada al interior de dos contextos. Por un lado, el teórico, en el marco de uno de los discursos más relevantes en los campos de la estrategia organizacional, de la managerial and organizational cognition (MOC) y, en general, de los estudios organizacionales (organization studies): la construcción de sentido (sensemaking). Por el otro, el empírico, en una de las grandes compañías multinacionales del sector automotriz con presencia global. Esta corporación enfrenta una permanente tensión entre lo que dicta la casa matriz, en relación con el cumplimiento de metas y estándares específicos, considerando el mundo entero, y los retos que, teniendo en cuenta lo regional y lo local, experimentan los altos directivos encargados de hacer prosperar la empresa en estos lugares. La aproximación implementada fue cualitativa. Esto en atención a la naturaleza de la problemática abordada y la tradición del campo. Los resultados permiten ampliar el actual nivel de comprensión acerca de los procesos de sensemaking de los altos directivos al enfrentar un entorno estratégico turbulento.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

This thesis introduce a new innovation methodology called IDEAS(R)EVOLUTION that was developed according to an on-going experimental research project started in 2007. This new approach to innovation has initial based on Design thinking for innovation theory and practice. The concept of design thinking for innovation has received much attention in recent years. This innovation approach has climbed from the design and designers knowledge field towards other knowledge areas, mainly business management and marketing. Human centered approach, radical collaboration, creativity and breakthrough thinking are the main founding principles of Design thinking that were adapted by those knowledge areas due to their assertively and fitness to the business context and market complexity evolution. Also Open innovation, User-centered innovation and later on Living Labs models emerge as answers to the market and consumers pressure and desire for new products, new services or new business models. Innovation became the principal business management focus and strategic orientation. All this changes had an impact also in the marketing theory. It is possible now to have better strategies, communications plans and continuous dialogue systems with the target audience, incorporating their insights and promoting them to the main dissemination ambassadors of our innovations in the market. Drawing upon data from five case studies, the empirical findings in this dissertation suggest that companies need to shift from Design thinking for innovation approach to an holistic, multidimensional and integrated innovation system. The innovation context it is complex, companies need deeper systems then the success formulas that “commercial “Design thinking for innovation “preaches”. They need to learn how to change their organization culture, how to empower their workforce and collaborators, how to incorporate external stakeholders in their innovation processes, hoe to measure and create key performance indicators throughout the innovation process to give them better decision making data, how to integrate meaning and purpose in their innovation philosophy. Finally they need to understand that the strategic innovation effort it is not a “one shot” story it is about creating a continuous flow of interaction and dialogue with their clients within a “value creation chain“ mindset; RESUMO: Metodologia de co-criação de um produto/marca cruzando Marketing, Design Thinking, Criativity and Management - IDEAS(R)EVOLUTION. Esta dissertação apresenta uma nova metodologia de inovação chamada IDEAS(R)EVOLUTION, que foi desenvolvida segundo um projecto de investigação experimental contínuo que teve o seu início em 2007. Esta nova abordagem baseou-se, inicialmente, na teoria e na práctica do Design thinking para a inovação. Actualmente o conceito do Design Thinking para a inovação “saiu” do dominio da area de conhecimento do Design e dos Designers, tendo despertado muito interesse noutras áreas como a Gestão e o Marketing. Uma abordagem centrada na Pessoa, a colaboração radical, a criatividade e o pensamento disruptivo são principios fundadores do movimento do Design thinking que têm sido adaptados por essas novas áreas de conhecimento devido assertividade e adaptabilidade ao contexto dos negócios e à evolução e complexidade do Mercado. Também os modelos de Inovação Aberta, a inovação centrada no utilizador e mais tarde os Living Labs, emergem como possiveis soluções para o Mercado e para a pressão e desejo dos consumidores para novos productos, serviços ou modelos de negócio. A inovação passou a ser o principal foco e orientação estratégica na Gestão. Todas estas mudanças também tiveram impacto na teoria do Marketing. Hoje é possivel criar melhores estratégias, planos de comunicação e sistemas continuos de diálogo com o público alvo, incorporando os seus insights e promovendo os consumidores como embaixadores na disseminação da inovação das empresas no Mercado Os resultados empiricos desta tese, construídos com a informação obtida nos cinco casos realizados, sugerem que as empresas precisam de se re-orientar do paradigma do Design thinking para a inovação, para um sistema de inovação mais holistico, multidimensional e integrado. O contexto da Inovação é complexo, por isso as empresas precisam de sistemas mais profundos e não apenas de “fórmulas comerciais” como o Design thinking para a inovação advoga. As Empresas precisam de aprender como mudar a sua cultura organizacional, como capacitar sua força de trabalho e colaboradores, como incorporar os públicos externos no processo de inovação, como medir o processo de inovação criando indicadores chave de performance e obter dados para um tomada de decisão mais informada, como integrar significado e propósito na sua filosofia de inovação. Por fim, precisam de perceber que uma estratégia de inovação não passa por ter “sucesso uma vez”, mas sim por criar um fluxo contínuo de interação e diálogo com os seus clientes com uma mentalidade de “cadeia de criação de valor”

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Reflections on the value of experimente over project on architecture thinking. An essay on the operativity of the notions of: "Collections"; "Tools"; "Instructions"; "Walks" and "reCollections"

Relevância:

20.00% 20.00%

Publicador:

Resumo:

A reflection on the relevance of the experience of walking in the production and thinking of a pioneer urban planer, such as Patrick Geddes, and a pioneer landscape artist, such as Richard Serra. Despite the fact that are two unknown visions one from the other, and dispite the fact that are territorialy apart and scientifically apart, also, the subjectivity of the dimension of the experience of the body when walkin a place, have sparkling similarities.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Compared to other, plastic materials have registered a strong acceleration in production and consumption during the last years. Despite the existence of waste management systems, plastic_based materials are still a pervasive presence in the environment, with negative consequences on marine ecosystem and human health. The recycling is still challenging due to the growing complexity of product design, the so-called overpackaging, the insufficient and inadequate recycling infrastructure, the weak market of recycled plastics and the high cost of waste treatment and disposal. The Circular economy package, the European Strategy for plastics in a circular economy and the recent European Green Deal include very ambitious programmes to rethink the entire plastic value chain. As regards packaging, all plastic packaging will have to be 100% recyclable (or reusable) and 55% recycled by 2030. Regions are consequently called upon to set up a robust plan able to fit the European objectives. It takes on greater importance in Emilia Romagna where the Packaging valley is located. This thesis supports the definition of a strategy aimed to establish an after-use plastics economy in the region. The PhD work has set the basis and the instruments to establish the so-called Circularity Strategy with the aim to turn about 92.000t of plastic waste into profitable secondary resources. System innovation, life cycle thinking and participative backcasting method have allowed to deeply analyse the current system, orientate the problem and explore sustainable solutions through a broad stakeholder participation. A material flow analysis, accompanied by a barrier analysis, has supported the identification of the gaps between the present situation and the 2030 scenario. Eco-design for and from recycling (and a mass _based recycling rate (based on the effective amount of plastic wastes turned into secondary plastics), valorized by a value_based indicator, are the key-points of the action plan.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

The Agenda 2030 contains 17 integrated Sustainable Development Goals (SDGs). SDG 12 for Sustainable Consumption and Production (SCP) promotes the efficient use of resources through a systemic change that decouples economic growth from environmental degradation. The Food Systems (FS) pillar in SDG 12 entails paramount relevance due to its interconnection to many other SDGs, and even when being a crucial world food supplier, the Latin American and Caribbean (LAC) Region struggles with environmental and social externalities, low investment in agriculture, inequity, food insecurity, poverty, and migration. Life Cycle Thinking (LCT) was regarded as a pertinent approach to identify hotspots and trade-offs, and support decision-making process to aid LAC Region countries as Costa Rica to diagnose sustainability and overcome certain challenges. This thesis aimed to ‘evaluate the sustainability of selected products from food supply chains in Costa Rica, to provide inputs for further sustainable decision-making, through the application of Life Cycle Thinking’. To do this, Life Cycle Assessment (LCA), Life Cycle Costing (LCC), and Social Life Cycle Assessment (S-LCA) evaluated the sustainability of food-waste-to-energy alternatives, and the production of green coffee, raw milk and leafy vegetables, and identified environmental, social and cost hotspots. This approach also proved to be a useful component of decision-making and policy-making processes together with other methods. LCT scientific literature led by LAC or Costa Rican researchers is still scarce; therefore, this research contributed to improve capacities in the use of LCT in this context, while offering potential replicability of the developed frameworks in similar cases. Main limitations related to the representativeness and availability of primary data; however, future research and extension activities are foreseen to increase local data availability, capacity building, and the discussion of potential integration through Life Cycle Sustainability Assessment (LCSA).

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Obiettivo di questo elaborato è fornire alle aziende operanti sul mercato nella realtà industriale, una trattazione dei temi relativi alla standardizzazione e ottimizzazione dei processi di produzione, didatticamente semplice e fortemente orientata all’applicazione, centrata sui criteri di ricerca della massima efficienza tecnica ed economica del prodotto. La trattazione, corredata, ovunque possibile, di approcci quantitativi supportati da idonei strumenti matematici, vuole offrire per ogni tipo di azienda che operi sul mercato una traccia semplice e chiara in merito ad un tema estremamente attuale, relativo all'ottimizzazione e standardizzazione del processo produttivo, per salvaguardare il proprio vantaggio competitivo e aumentare la robustezza e capacità di far fronte a ogni tipo di minaccia esterna e/o interna potenzialmente verificabile in futuro. Infatti, il prodotto finale di tale attività di analisi, volta alla riduzione degli sprechi, mantenendo fisso il prezzo di vendita si tramuta quindi in un incremento dei margini di ricavo su ogni unità di vendita. Da ultimo, con la parte finale dell’elaborato è mia intenzione veicolare e far comprendere l’importanza e i vantaggi connessi all'introduzione ponderata dell’automazione anche all'interno di un contesto aziendale con lavorazioni altamente specifiche e variegate. È fondamentale per la sopravvivenza delle aziende nel contesto competitivo globale automatizzare le lavorazioni ripetitive a bassa creazione di valore aggiunto, realizzando in questo modo economie di scala. La manodopera specializzata deve essere razionalizzata e utilizzata esclusivamente per le lavorazioni complesse, distintive e rappresentative della grande competenza e affidabilità proprie dell’industria italiana.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Vista la crescente necessità di svolgere progetti d'innovazione guidati dalle nuove tecnologie, la presente ricerca risponde all'esigenza di trovare una metodologia efficace per poterli affrontare proficuamente. In un primo momento, l'elaborato propone una metodologia che permette di elaborare una classificazione dei progetti d'innovazione technology-driven in classi ed un pacchetto di tools funzionali al riconoscimento dell'appartenenza alle stesse. In un secondo momento, giunti a comprensione del fatto che ad ognuna delle classi corrisponde uno specifico fine raggiungibile con una specifica metodologia, lo studio descrive la metodologia seguita per raggiungere una efficace e ripetibile elaborazione di principi progettuali, buone pratiche e strumenti che permettano ad una Organizzazione di appropriarsi del valore di una tecnologia General Purpose (GPT) attraverso l'ideazione di soluzioni innovativa. La progettazione è figlia di un approccio di Design Thinking (DT), sia poichè esso è stato usato nello svolgimento stesso della ricerca, sia perchè la metodologia DT è alla base della modellazione del processo proposto per la classe.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

The inclusion of online elements in learning environments is becoming commonplace in Post Compulsory Education. A variety of research into the value of such elements is available, and this study aims to add further evidence by looking specifically at the use of collaborative technologies such as online discussion forums and wikis to encourage higher order thinking and self-sufficient learning. In particular, the research examines existing pedagogical models including Salmon’s five-stage model, along with other relevant literature. A case study of adult learners in community-based learning centres forms the basis of the research, and as a result of the findings, an arrow model is suggested as a framework for online collaboration that emphasises the learner, mentions pre-course preparation and then includes three main phases of activity: post, interact and critique. This builds on Salmon’s five-stage model and has the benefit of being flexible and responsive, as well as allowing for further development beyond the model, particularly in a blended learning environment.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

The need for sustainable economic growth and environmental stewardship emerged around the start of the twentieth century when society became aware that the traditional development model would lead to the collapse of the terrestrial ecosystem in the long run. Over the years, the international community's environmental efforts have demonstrated unequivocally that the planet's limits are real. And so, the new development approach has laid the groundwork for the future. According to this model, design also plays a key role in ensuring a better future. The design has undergone an ecological and sustainable evolution as a result of the global environmental crisis and the degradation of our ecosystem and biodiversity. In this contest, Prosperity Thinking is inserted, a still evolving methodology developed by the Future Food Institute starting from 2019. The main concepts on which it is based are described, as well as the method that identifies it, which is divided into the following stages: 1) Problem Framing 2) Ideation and Prototyping 3) Test & Analyze. The development of the prosperity thinking toolkit is described, beginning with the search for tools from the literature on sustainable design and ending with its validation with the help of design experts. The testing of some tools will be recounted during a workshop organized by FFI, in which 15 people ranging in age from 14 to 40 will participate, and then the final version of the toolkit will be presented which has been obtained by adding to it the tools proposed by the experts. Finally, a reflection on the future of Prosperity Thinking, a method in constant evolution that must continue to follow societal and environmental changes in order to respond to the ever-increasingly complex challenge of sustainability.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Nel panorama aziendale odierno, risulta essere di fondamentale importanza la capacità, da parte di un’azienda o di una società di servizi, di orientare in modo programmatico la propria innovazione in modo tale da poter essere competitivi sul mercato. In molti casi, questo e significa investire una cospicua somma di denaro in progetti che andranno a migliorare aspetti essenziali del prodotto o del servizio e che avranno un importante impatto sulla trasformazione digitale dell’azienda. Lo studio che viene proposto riguarda in particolar modo due approcci che sono tipicamente in antitesi tra loro proprio per il fatto che si basano su due tipologie di dati differenti, i Big Data e i Thick Data. I due approcci sono rispettivamente il Data Science e il Design Thinking. Nel corso dei seguenti capitoli, dopo aver definito gli approcci di Design Thinking e Data Science, verrà definito il concetto di blending e la problematica che ruota attorno all’intersezione dei due metodi di innovazione. Per mettere in evidenza i diversi aspetti che riguardano la tematica, verranno riportati anche casi di aziende che hanno integrato i due approcci nei loro processi di innovazione, ottenendo importanti risultati. In particolar modo verrà riportato il lavoro di ricerca svolto dall’autore riguardo l'esame, la classificazione e l'analisi della letteratura esistente all'intersezione dell'innovazione guidata dai dati e dal pensiero progettuale. Infine viene riportato un caso aziendale che è stato condotto presso la realtà ospedaliero-sanitaria di Parma in cui, a fronte di una problematica relativa al rapporto tra clinici dell’ospedale e clinici del territorio, si è progettato un sistema innovativo attraverso l’utilizzo del Design Thinking. Inoltre, si cercherà di sviluppare un’analisi critica di tipo “what-if” al fine di elaborare un possibile scenario di integrazione di metodi o tecniche provenienti anche dal mondo del Data Science e applicarlo al caso studio in oggetto.