30 resultados para Methodological Innovations

em Doria (National Library of Finland DSpace Services) - National Library of Finland, Finland


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There is a broad consensus among economists that technologicalchange has been a major contributor to the productivity growth and, hence, to the growth of the material welfare in western industrialized countries at least over the last century. Paradoxically, this issue has not been the focal point of theoretical economics. At the same time, we have witnessed the rise of the importance of technological issues at the strategic management level of business firms. Interestingly, the research has not accurately responded to this challenge either. The tension between the overwhelming empirical evidence of the importance of technology and its relative omission in the research offers a challenging target for a methodological endeavor. This study deals with the question of how different theories cope with technology and explain technological change. The focusis at the firm level and the analysis concentrates on metatheoretical issues, except for the last two chapters, which examine the problems of strategic management of technology. Here the aim is to build a new evolutionary-based theoreticalframework to analyze innovation processes at the firm level. The study consistsof ten chapters. Chapter 1 poses the research problem and contrasts the two basic approaches, neoclassical and evolutionary, to be analyzed. Chapter 2 introduces the methodological framework which is based on the methodology of isolation. Methodological and ontoogical commitments of the rival approaches are revealed and basic questions concerning their ways of theorizing are elaborated. Chapters 3-6 deal with the so-called substantive isolative criteria. The aim is to examine how different approaches cope with such critical issues as inherent uncertainty and complexity of innovative activities (cognitive isolations, chapter 3), theboundedness of rationality of innovating agents (behavioral isolations, chapter4), the multidimensional nature of technology (chapter 5), and governance costsrelated to technology (chapter 6). Chapters 7 and 8 put all these things together and look at the explanatory structures used by the neoclassical and evolutionary approaches in the light of substantive isolations. The last two cpahters of the study utilize the methodological framework and tools to appraise different economics-based candidates in the context of strategic management of technology. The aim is to analyze how different approaches answer the fundamental question: How can firms gain competitive advantages through innovations and how can the rents appropriated from successful innovations be sustained? The last chapter introduces a new evolutionary-based technology management framework. Also the largely omitted issues of entrepreneurship are examined.

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The main subject of this master's thesis was predicting diffusion of innovations. The prediction was done in a special case: product has been available in some countries, and based on its diffusion in those countries the prediction is done for other countries. The prediction was based on finding similar countries with Self-Organizing Map~(SOM), using parameters of countries. Parameters included various economical and social key figures. SOM was optimised for different products using two different methods: (a) by adding diffusion information of products to the country parameters, and (b) by weighting the country parameters based on their importance for the diffusion of different products. A novel method using Differential Evolution (DE) was developed to solve the latter, highly non-linear optimisation problem. Results were fairly good. The prediction method seems to be on a solid theoretical foundation. The results based on country data were good. Instead, optimisation for different products did not generally offer clear benefit, but in some cases the improvement was clearly noticeable. The weights found for the parameters of the countries with the developed SOM optimisation method were interesting, and most of them could be explained by properties of the products.

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Performance standards for Positron emission tomography (PET) were developed to be able to compare systems from different generations and manufacturers. This resulted in the NEMA methodology in North America and the IEC in Europe. In practices, the NEMA NU 2- 2001 is the method of choice today. These standardized methods allow assessment of the physical performance of new commercial dedicated PET/CT tomographs. The point spread in image formation is one of the factors that blur the image. The phenomenon is often called the partial volume effect. Several methods for correcting for partial volume are under research but no real agreement exists on how to solve it. The influence of the effect varies in different clinical settings and it is likely that new methods are needed to solve this problem. Most of the clinical PET work is done in the field of oncology. The whole body PET combined with a CT is the standard investigation today in oncology. Despite the progress in PET imaging technique visualization, especially quantification of small lesions is a challenge. In addition to partial volume, the movement of the object is a significant source of error. The main causes of movement are respiratory and cardiac motions. Most of the new commercial scanners are in addition to cardiac gating, also capable of respiratory gating and this technique has been used in patients with cancer of the thoracic region and patients being studied for the planning of radiation therapy. For routine cardiac applications such as assessment of viability and perfusion only cardiac gating has been used. However, the new targets such as plaque or molecular imaging of new therapies require better control of the cardiac motion also caused by respiratory motion. To overcome these problems in cardiac work, a dual gating approach has been proposed. In this study we investigated the physical performance of a new whole body PET/CT scanner with NEMA standard, compared methods for partial volume correction in PET studies of the brain and developed and tested a new robust method for dual cardiac-respiratory gated PET with phantom, animal and human data. Results from performance measurements showed the feasibility of the new scanner design in 2D and 3D whole body studies. Partial volume was corrected, but there is no best method among those tested as the correction also depends on the radiotracer and its distribution. New methods need to be developed for proper correction. The dual gating algorithm generated is shown to handle dual-gated data, preserving quantification and clearly eliminating the majority of contraction and respiration movement

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The objective of this thesis was to study the relationship between firstorder capabilities and online innovations. First-order capabilities can be divided into market and technology capabilities, and they play an important role in the production of innovations. The study was carried out in publishing industry, where many changes have taken place in the online environment during the last few years. In the empirical research, four companies were studied, two magazine publishers and two newspaper publishers. The analysis was done in two phases; first every case was analyzed alone and then the cases were compared in cross-case analysis. The most important finding was the positive impact of market capability to the production of online innovations. The study also increased understanding about the relationship between market and technology capabilities and online innovations in general.

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The skill of programming is a key asset for every computer science student. Many studies have shown that this is a hard skill to learn and the outcomes of programming courses have often been substandard. Thus, a range of methods and tools have been developed to assist students’ learning processes. One of the biggest fields in computer science education is the use of visualizations as a learning aid and many visualization based tools have been developed to aid the learning process during last few decades. Studies conducted in this thesis focus on two different visualizationbased tools TRAKLA2 and ViLLE. This thesis includes results from multiple empirical studies about what kind of effects the introduction and usage of these tools have on students’ opinions and performance, and what kind of implications there are from a teacher’s point of view. The results from studies in this thesis show that students preferred to do web-based exercises, and felt that those exercises contributed to their learning. The usage of the tool motivated students to work harder during their course, which was shown in overall course performance and drop-out statistics. We have also shown that visualization-based tools can be used to enhance the learning process, and one of the key factors is the higher and active level of engagement (see. Engagement Taxonomy by Naps et al., 2002). The automatic grading accompanied with immediate feedback helps students to overcome obstacles during the learning process, and to grasp the key element in the learning task. These kinds of tools can help us to cope with the fact that many programming courses are overcrowded with limited teaching resources. These tools allows us to tackle this problem by utilizing automatic assessment in exercises that are most suitable to be done in the web (like tracing and simulation) since its supports students’ independent learning regardless of time and place. In summary, we can use our course’s resources more efficiently to increase the quality of the learning experience of the students and the teaching experience of the teacher, and even increase performance of the students. There are also methodological results from this thesis which contribute to developing insight into the conduct of empirical evaluations of new tools or techniques. When we evaluate a new tool, especially one accompanied with visualization, we need to give a proper introduction to it and to the graphical notation used by tool. The standard procedure should also include capturing the screen with audio to confirm that the participants of the experiment are doing what they are supposed to do. By taken such measures in the study of the learning impact of visualization support for learning, we can avoid drawing false conclusion from our experiments. As computer science educators, we face two important challenges. Firstly, we need to start to deliver the message in our own institution and all over the world about the new – scientifically proven – innovations in teaching like TRAKLA2 and ViLLE. Secondly, we have the relevant experience of conducting teaching related experiment, and thus we can support our colleagues to learn essential know-how of the research based improvement of their teaching. This change can transform academic teaching into publications and by utilizing this approach we can significantly increase the adoption of the new tools and techniques, and overall increase the knowledge of best-practices. In future, we need to combine our forces and tackle these universal and common problems together by creating multi-national and multiinstitutional research projects. We need to create a community and a platform in which we can share these best practices and at the same time conduct multi-national research projects easily.

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The purpose of this dissertation is to examine the dynamics of the socio-technical system in the field of ageing. The study stems from the notion that the ageing of the population as a powerful megatrend has wide societal effects, and is not just a matter for the social and health sector. The central topic in the study is change: not only the age structures and structures of society are changing, but also at the same time there is constant development, for instance, in technologies, infrastructures and cultural perceptions. The changing concept of innovation has widened the understanding of innovations related to ageing from medical and assistive technological innovations to service and social innovations, as well as systemic innovations at different levels, which means the intertwined and co-evolutionary change in technologies, structures, services and thinking models. By the same token, the perceptions of older people and old age are becoming more multi-faceted: old age is no longer equated to illnesses and decline, but visions of active ageing and a third age have emerged, which are framed by choices, opportunities, resources and consumption in later life. The research task in this study is to open up the processes and mechanisms of change in the field of ageing, which are studied as a complex, multi-level and interrelated socio-technical system. The question is about co-effective elements consisting of macro-level landscape changes, the existing socio-technical regime (the rule system, practices and structures) and bottom-up niche-innovations. Societal transitions do not account for the things inside the regime alone, or for the long-term changes in the landscape, nor for the radical innovations, but for the interplay between all these levels. The research problem is studied through five research articles, which offer micro-level case studies to macro-level phenomenon. Each of the articles focus on different aspects related to ageing and change, and utilise various datasets. The framework of this study leans on the studies of socio-technical systems and multi-level perspective on transitions mainly developed by Frank Geels. Essential factors in transition from one socio-technological regime to another are the co-evolutionary processes between landscape changes, regime level and experimental niches. Landscape level changes, like the ageing of the population, destabilise the regime in the forms of coming pressures. This destabilization offers windows for opportunity to niche-innovations outside or at fringe of the regime, which, through their breakthrough, accelerate the transition process. However, the change is not easy because of various kinds of lock-ins and inertia, which tend to maintain the stability of the regime. In this dissertation, a constructionist approach of society is applied leaning mainly to the ideas of Anthony Giddens’ theory of structuration, with the dual nature of structures. The change is taking place in the interplay between actors and structures: structures shape people’s practices, but at the same time these practices constitute and reproduce social systems. Technology and other material aspects, as part of socio-technical systems, and the use of them, also take part in the structuration process. The findings of the study point out that co-evolutionary and co-effective relationships between economic, cultural, technological and institutional fields, as well as relationships between landscape changes, changes in the local and regime-level practices and rule systems, are a very complex and multi-level dynamic socio-technical phenomenon. At the landscape level of ageing, which creates the pressures and triggers to the regime change, there are three remarkable megatrends: demographic change, changes in the global economy and the development of technologies. These exert pressures to the socio-technical regime, which as a rule system is experiencing changes in the form of new markets and consumer habits, new ways of perceiving ageing, new models of organising the health care and other services and as new ways of considering innovation and innovativeness. There are also inner dynamics in the relationships between these aspects within the regime. These are interrelated and coconstructed: the prevailing perceptions of ageing and innovation, for instance, reflect the ageing policies, innovation policies, societal structures, organising models, technology and scientific discussion, and vice versa. Technology is part of the inner dynamics of the sociotechnological regime. Physical properties of the artefacts set limitations and opportunities with regard to their functions and uses. The use of and discussion about technology, contributes producing and reproducing the perceptions of old age. For societal transition, micro-level changes are also needed, in form of niche-innovations, for instance new services, organisational models or new technologies, Regimes, as stabilitystriven systems, tend to generate incremental innovations, but radically new innovations are generated in experimental niches protected from ‘normal’ market selection. The windows of opportunity for radical novelties may be opened if the circumstances are favourable for instance by tensions in the socio-technical regime affected by landscape level changes. This dissertation indicates that a change is taking place, firstly, in the dynamic interactionbetween levels, as a result of purposive action and governance to some extent. Breaking the inertia and using the window of opportunity for change and innovation offered by dynamics between levels, presupposes the actors’ special capabilities and actions such as dynamic capabilities and distance management. Secondly, the change is taking place the socio-technological negotiations inside the regime: interaction between technological and social, which is embodied in the use of technology. The use of technology includes small-level contextual scripts that also participate in forming broader societal scripts (for instance defining old age at the society level), which in their turn affect the formation of policies for innovation and ageing. Thirdly, the change is taking place by the means of active formation of the multi-actor innovation networks, where the role of distance management is crucial to facilitate the communication between actors coming from different backgrounds as well as to help the niches born outside the regime to utilise the window of opportunity offered by regime destabilisation. This dissertation has both theoretical and practical contributions. This study participates in the discussion of action-oriented view on transition by opening up of the socio-technological, coevolutionary processes of the multi-faceted phenomenon of ageing, which has lacked systematic analyses. The focus of this study, however, is not on the large-scale coordination and governance, but rather on opening up the incremental elements and structuration processes, which contribute to the transition little by little, and which can be affected to. This increases the practical importance of this dissertation, by highlighting the importance of very tiny, everyday elements in the change processes in the long run.

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Investment decision-making on far-reaching innovation ideas is one of the key challenges practitioners and academics face in the field of innovation management. However, the management practices and theories strongly rely on evaluation systems that do not fit in well with this setting. These systems and practices normally cannot capture the value of future opportunities under high uncertainty because they ignore the firm’s potential for growth and flexibility. Real options theory and options-based methods have been offered as a solution to facilitate decision-making on highly uncertain investment objects. Much of the uncertainty inherent in these investment objects is attributable to unknown future events. In this setting, real options theory and methods have faced some challenges. First, the theory and its applications have largely been limited to market-priced real assets. Second, the options perspective has not proved as useful as anticipated because the tools it offers are perceived to be too complicated for managerial use. Third, there are challenges related to the type of uncertainty existing real options methods can handle: they are primarily limited to parametric uncertainty. Nevertheless, the theory is considered promising in the context of far-reaching and strategically important innovation ideas. The objective of this dissertation is to clarify the potential of options-based methodology in the identification of innovation opportunities. The constructive research approach gives new insights into the development potential of real options theory under non-parametric and closeto- radical uncertainty. The distinction between real options and strategic options is presented as an explanans for the discovered limitations of the theory. The findings offer managers a new means of assessing future innovation ideas based on the frameworks constructed during the course of the study.

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Julkisen sektorin itsensä synnyttämien innovaatioiden ja innovoinnin näkökulma on verrattain tuore innovaatiotutkimuksen tutkimuskohde. Vielä uudempaa lähestymistapaa edustaa käyttäjälähtöinen ja käyttäjää osallistava palveluinnovaatiotutkimus julkisella sektorilla. Käyttäjälähtöisen ja käyttäjää osallistavan palveluinnovoinnin lähestymistavan toteuttamisesta ollaan kiinnostuneita, mutta tieteelliseen tutkimukseen perustuva tieto lähestymistavasta on vielä kohtuullisen niukkaa. Tämän käyttäjälähtöiseen palvelujen innovointiin keskittyvän väitöskirjatutkimuksen päätavoitteena on mikrotasolla tunnistaa ja ryhmitellä käyttäjää osallistavan palveluinnovoinnin lähestymistavan toteuttamisen haasteita julkisella sektorilla. Väitöskirjatutkimuksen alatavoitteena on tutkimuksesta saatavan tiedon avulla muodostaa kysymyslista tukemaan lähestymistavan käyttöönottamista ja toteuttamista julkisen sektorin palveluorganisaatioissa ja -verkostoissa. Julkisen palvelusektorin ohella väitöskirjan tutkimustuloksia voivat soveltuvin osin hyödyntää myös yksityisen ja kolmannen sektorin palveluorganisaatiot ja -verkostot sekä käyttäjälähtöisen innovaatiopolitiikan suunnitteluun ja sen jalkauttamiseen osallistuvat tahot. Haasteita lähestytään tutkimuksessa käyttäjälähtöisen ja käyttäjää osallistavan palveluinnovoinnin lähestymistavan piirteiden kautta ja haasteita tarkastellaan kehittäjäviranomaisten (ryhmätaso) näkökulmasta. Kuntasektori on valittu tutkimukseen edustamaan julkista sektoria. Lähestymistavan piirteiksi tutkimuksessa määritellään käyttäjänäkökulman ohjaava rooli organisaation innovaatiotoiminnan strategisella tasolla ja palvelujen uudistamisprosessien tasoilla, avoimuus (erityisesti käyttäjärajapinta) ja tulkinnallisuus innovaatioprosessien varhaisessa vaiheessa sekä laaja-alainen käsitys innovaatioiden lähteistä käyttäjänäkökulmaa muodostettaessa. Tutkimuksen kohteena on hyvinvointipalveluinnovaatioprosessien varhainen vaihe, jolloin keskeisessä asemassa on uusien ideoiden sekä uuden tiedon ja ymmärryksen hankinta hyödynnettäväksi innovaatioprosessien seuraavissa vaiheissa. Tutkimuksessa rajaudutaan käyttäjälähtöisen palveluinnovoinnin muotoon, jossa käyttäjät intentionaalisesti ja konkreettisesti osallistetaan kehittäjäviranomaisjohtoisiin palveluinnovaatioprosesseihin. Käyttäjiksi tutkimuksessa ymmärretään palvelun loppukäyttäjät palvelujen ”ulkoisina hyödyntäjinä” ja yli sektorialisten palveluprosessien henkilöstö palvelujen ”sisäisinä hyödyntäjinä”. Hyvinvointipalveluista tutkimuksessa ovat edustettuina sosiaali- ja terveyspalvelut sekä ikäihmisten palvelukeskusten tarjoamat palvelut. Kuntasektorin innovaatiotoiminnan kenttä ymmärretään tutkimuksessa verkostomaisena kokonaisuutena, joka ylittää kuntien hallinnolliset rajat. Artikkeliväitöskirjana toteutetun väitöskirjatutkimuksen metodologia perustuu usean tapauksen tapaustutkimukseen (multiple case-studies) ja kvalitatiiviseen tutkimusotteeseen. Työn empiirinen osuus koostuu viidestä artikkelina julkaistusta osatutkimuksesta. Osatutkimuksissa käytetään tapaustutkimuksen eri variaatioita, ja tutkimusaineistot on kerätty kolmesta eri perustutkimusympäristöstä. Osatutkimuksien tapaukset on valittu palvelun käyttäjien ”äänen jatkumon” (the voice of the customer) eri kohdista. Käyttäjän ääntä käytetään tutkimuksessa metodisena ratkaisuna ja metaforana. Lisäksi käyttäjän ääni ymmärretään tutkimuksessa paremminkin kollektiivisena ja laajemmista palvelujen kehittämisnäkökulmista kertovana tekijänä kuin yksittäisten palvelun käyttäjien tarpeista ja toiveista kertovana metaforana. Käyttäjää osallistavan palveluinnovoinnin lähestymistavan toteuttamisen haasteiksi julkisella sektorilla tutkimuksessa tunnistetaan viisi haastetta. Tiivistetysti haasteena on 1. palvelujen käyttäjien subjektiuteen perustuva käyttäjälähtöisyys palvelujen uudistamisessa 2. tunnistaa palvelun käyttäjät innovaatiotoiminnan voimavarana ja rohkaistua heidän osallistamiseensa 3. sitoutuminen yhteistoiminnallisuuteen käyttäjä- ja muita rajapintoja ylittävissä palvelujen uudistamisprosesseissa ja innovaatiohakuisuus työskentelyssä 4. oivaltaa palvelutoivelistoja ja asiakaspalautteita laajempia kehittämisnäkökulmia 5. synnyttää luottamukseen perustuva hyvä kierre palvelun käyttäjien ja kehittäjien välille. Tutkimustuloksena syntyneet haasteet paikannetaan tutkimuksessa käyttäjän äänen jatkumolle erilaisin painotuksin. Lisäksi tutkimustulosten pohjalta tehdään kolme keskeistä johtopäätöstä. Ensinnäkin palvelun kehittäjätahon sekä palvelun loppukäyttäjien ja palvelujen sisäisten hyödyntäjien väliltä on tunnistettavissa innovaatiopotentiaalia sisältäviä rakenteellisia aukkoja. Toiseksi kehittäjäviranomaistahon valmius ja halu laajentaa tiedonmuodostustaan palvelujen uudistamisessa palvelun käyttäjien kanssa yhteisöllisen tiedonmuodostuksen suuntaan on puutteellinen. Kolmanneksi palvelujen kehittäjätaho ei ole sisäistänyt riittävässä määrin käyttäjää osallistavan palveluinnovoinnin lähestymistavan metodologisia perusajatuksia. Tutkimuksessa tunnistetut viisi haastetta osoittavat, että käyttäjää osallistavan palveluinnovoinnin lähestymistavan käyttöönotto hyvinvointipalveluorganisaation tai -verkoston palvelujen innovoinnin lähestymistavaksi ei ole mekaaninen toimenpide. Lähestymistavan käyttöönottoa tukeva kysymyslista perustuu tutkimuksessa tunnistettuihin haasteisiin. Kysymyslista on laadittu siten, että kysymykset liittyvät laajasti julkisten palveluorganisaatioiden ja -verkostojen innovaatiokulttuuriin. Kaksiosaisen kysymyslistan ensimmäisen osan kysymykset käsittelevät innovointia ohjaavia mentaalisia malleja. Ensimmäisessä osassa esitetään esimerkiksi seuraava kysymys: ”Millaista käsitystäpalvelun käyttäjistä (kuntalaisista) sekä käyttäjien ja kehittäjien (viranomaisten) välisestä suhteesta ilmennämme palvelujen innovoinnissa; onko palvelujen käyttäjä (kuntalainen) kohde, jolle kehitetään palveluja, vai onko hän jopa välttämätön kehittämiskumppani?”. Kysymyslistan toisen osan kysymykset liittyvät innovaatiokäytänteisiin ja valmiuksiin. Esimerkkinä voidaan mainita seuraava kaksiosainen kysymys: ”Tukevatko innovaatiokäytänteemme käyttäjärajapinnan ylittäviä innovaatioprosesseja ja sitoudummeko avoimin mielin työskentelyyn palvelun käyttäjien, potentiaalisten käyttäjien tai ei-käyttäjien kanssa? Mitä hyötyjä koemme yhteistoiminnallisuudesta koituvan meille ja käyttäjille sekä innovaation laatuominaisuuksiin?”. Mitä tulee tutkimuksen otsikon alkuosaan ”kuulla vai kuunnella”, vastaus on, että pääpaino on sanalla ”kuulla”. Pohdintaluvussa tuodaan myös esille tarve – tai ainakin kriittisen tarkastelun tarve – käyttäjälähtöisen ja käyttäjää osallistavan palveluinnovoinnin käsitteen ja sen luonteen sekä tavoitteiden määrittelemiselle julkisen sektorin ominaispiirteistä käsin vastapainona alkuperältään yksityisen sektorin liiketoimintakontekstista lähtöisin oleville määrittelyille.

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Due to the different dynamics required for organizations to serve the emerging market which contains billions of people at the bottom of the pyramid (BOP) coupled with the increasing desire for organizations to grow and be more multinational, organizations need to continually innovate. However, the tendency for large and established companies to ignore the BOP market and rather focus on existing markets, gives an indication of the existence of a vulnerability that potentially disruptive innovations from the BOP will not be recognized in good time for a counter measure. This can be deduced from the fact that good management practice advocates that managers should learn and listen to their customers. Therefore majority of the large existing companies continually focus on their main customer/market with sustaining innovations which leaves aspiring new entrants with an underserved BOP market to experiment with. With the aid of research interviews and an agent-based model (ABM) simulation, this thesis examines the attributes of BOP innovations that can qualify them as disruptive and the possibilities of tangible disruptive innovations arising from the bottom of the pyramid and their underlying drivers. The thesis Furthermore, examines the associated impact of such innovations on the future sustainability of established large companies that are operating in the developed world, particularly those with a primary focus which is targeted towards the market at the top of the pyramid (TOP). Additionally, with the use of a scenario planning model, the research provides an evaluation of the possible evolution and potential sustainability impacts that could emerge, from the interplay of innovations at the two pyramidal market levels and the chosen market focus of organizations – TOP or BOP. Using four scenario quadrants, the thesis demonstrates the resulting possibilities from the interaction between the rate of innovations and the segment focused on by organizations with disruptive era characterizing the paradigm shift quadrant. Furthermore, a mathematical model and two theoretical propositions are developed for further research. As recommendations, the thesis also extends the ambidextrous organizational theory, business model innovation and portfolio diversification as plausible recommendations to limit a catastrophic impact, resulting from disruptive innovations.

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Tässä kvalitatiivisessa pro gradu -työssä tutkittiin brändin vaikutusta innovaation adoptoinnissa. Innovaationa käytettiin älypuhelinta. Päätutkimusongelmana oli selvittää kuinka brändi vaikuttaa älupuhelimen omaksuntaan. Brändin vaikutusta tutkittiin Rogersin Diffusion of Innovation -teoriasta adoptioprosessin sekä innovaation määritteiden avulla. Sosiaalisten suhteiden vaikutusta brändin valintaan sekä innovaation adoptointiin taas tutkittiin Technology Acceptance Modelin avulla. Empiirinen osio koottiin teemahaastattelun tulosten avulla. Tulosten saamiseksi tutkimuksessa haastateltiin kymmentä yliopisto-opiskelijaa. Vastaukset osoittivat brändin merkittävää vaikutusta älypuhelimen adoptoinnissa.