86 resultados para key factors
Resumo:
This dissertation considers the segmental durations of speech from the viewpoint of speech technology, especially speech synthesis. The idea is that better models of segmental durations lead to higher naturalness and better intelligibility. These features are the key factors for better usability and generality of synthesized speech technology. Even though the studies are based on a Finnish corpus the approaches apply to all other languages as well. This is possibly due to the fact that most of the studies included in this dissertation are about universal effects taking place on utterance boundaries. Also the methods invented and used here are suitable for any other study of another language. This study is based on two corpora of news reading speech and sentences read aloud. The other corpus is read aloud by a 39-year-old male, whilst the other consists of several speakers in various situations. The use of two corpora is twofold: it involves a comparison of the corpora and a broader view on the matters of interest. The dissertation begins with an overview to the phonemes and the quantity system in the Finnish language. Especially, we are covering the intrinsic durations of phonemes and phoneme categories, as well as the difference of duration between short and long phonemes. The phoneme categories are presented to facilitate the problem of variability of speech segments. In this dissertation we cover the boundary-adjacent effects on segmental durations. In initial positions of utterances we find that there seems to be initial shortening in Finnish, but the result depends on the level of detail and on the individual phoneme. On the phoneme level we find that the shortening or lengthening only affects the very first ones at the beginning of an utterance. However, on average, the effect seems to shorten the whole first word on the word level. We establish the effect of final lengthening in Finnish. The effect in Finnish has been an open question for a long time, whilst Finnish has been the last missing piece for it to be a universal phenomenon. Final lengthening is studied from various angles and it is also shown that it is not a mere effect of prominence or an effect of speech corpus with high inter- and intra-speaker variation. The effect of final lengthening seems to extend from the final to the penultimate word. On a phoneme level it reaches a much wider area than the initial effect. We also present a normalization method suitable for corpus studies on segmental durations. The method uses an utterance-level normalization approach to capture the pattern of segmental durations within each utterance. This prevents the impact of various problematic variations within the corpora. The normalization is used in a study on final lengthening to show that the results on the effect are not caused by variation in the material. The dissertation shows an implementation and prowess of speech synthesis on a mobile platform. We find that the rule-based method of speech synthesis is a real-time software solution, but the signal generation process slows down the system beyond real time. Future aspects of speech synthesis on limited platforms are discussed. The dissertation considers ethical issues on the development of speech technology. The main focus is on the development of speech synthesis with high naturalness, but the problems and solutions are applicable to any other speech technology approaches.
Resumo:
Valtiot soveltavat yleisesti puolustusvälinehankintojensa yhteydessä vastakauppamenettelyä, jota kutsutaan offsetiksi. Tämän laadullisen tapaustutkimuksen tavoitteena on selvittää minkälaista verkottumista suora offset edellyttää myyjäyritykseltä ja mitä vaikutuksia verkottumisella on myyjäyritykseen. Offsetvaatimusten ja paikallisyhteistyön vuoksi tapahtuvalla verkottumisella on monia vaikutuksia myyjäyritykseen, joista pääosan voidaan sanoa olevan liiketaloudellisessa mielessä negatiivisia. Huomioitavaa kuitenkin on, että ilman offsetia ei voida voittaa hankkeita ja näin generoida liiketoimintaa. Suoran offsetin verkostoituminen perustuu ratkaisuliiketoiminnan eli arvopajan kautta tuotettuun lisäarvoon loppuasiakkaalle. Tällaista verkostotoimintaa harjoittavaa yritystä voidaan kutsua asiakaskeskeisen verkoston ansaitsijaksi joka kasvattaa ansaintaansa tuottamansa korkeamman lisäarvon kautta. Offsetin luonteesta johtuen erilaisten mittausjärjestelmien rakentaminen voi nousta haasteeksi.
Resumo:
Selective development of human T helper (Th) cells into functionally distinct Th1 and Th2 subtypes plays an essential role in the host immune response towards pathogens. However, abnormal function or differentiation of these cells can lead to development of various autoimmune diseases as well as asthma and allergy. Therefore, identification of key factors and the molecular mechanisms mediating Th1 and Th2 cell differentiation is important for understanding the molecular mechanisms of these diseases. The goal of this study was to identify novel factors involved in the regulation of Th1 and Th2 differentiation processes. A new method was optimized for enrichment of transiently transfected resting human primary T lymphocytes, that allowed the study of the influence of genes of interest in human Th1/Th2 cell differentiation and other primary Th cell functions. Functional characterization of PRELI, a novel activation-induced protein in human Th cells, identified it as a mitochondrial protein involved in the regulation of Th cell differentiation and apoptosis. By influencing the intracellular redox state, PRELI induces mitochondrial apoptosis pathway and downregulates STAT6 and Th2 differentiation. The data suggested that Calpain, an oxidative stress induced cysteine protease, is involved as a mediator in PRELI-induced downregulation of STAT6. PIM serine/threonine-specific kinases were identified as new regulators of human Th1 cell differentiation. PIM1 and PIM2 kinases were shown to be preferentially expressed in Th1 cells as compared to Th2 cells. RNA interference studies showed that PIM kinases enhance the production of IFN, the hallmark cytokine produced by Th1 cells. They also induce the expression of the key Th1-driving factor T-bet and the IL-12 signaling pathway during early phases of Th1 cell differentiation. Taken together, new regulators of human T helper cell differentiation were identified in this study, which provides new insights into the signaling mechanisms controlling the selective activation of human Th cell subsets.
Resumo:
The aim of this study was to create an outsourcing process for pharmaceutical product development. This study focuses on two main questions. The first question is “What is the outsourcing process model?” In the second phase key success factors of the outsourcing process are identified. As a result of the literature reviews, a general outsourcing process was created. Transaction cost economics and resource based view were used to derived a theoretical framework to the process by combining the existing processes presented in the literature. The model of process is considered used to the outsourcing broadly. The general outsourcing process was then developed further with the key factors that affect the success of pharmaceutical product development and the interviews of pharmaceutical outsourcing experts. The result of the research was the process consists of seven phases with key activities and expected outputs for each of the phases. In addition, the strategic decision-making framework for outsourcing decision in pharmaceutical product development is giving as well as the tools for selecting supplier and preparing structured contract. This study also gives some recommendations for managing the outsourcing process.
Resumo:
Supplier relationships are key elements of supply management and thus have attracted substantial research interest among academics and practitioners. The collaborative nature of relationships has been the focus of the mainstream research, and limited interest has been channelled towards power in buyer–supplier relationships. However, power is one of the key factors determining the outcomes in many business relations. Hence, one of the main objectives of this dissertation is to clarify how power may influence the nature of buyer–supplier relationships and, moreover, the depth of collaboration. Another main objective is to clarify the role of power relations in strategic supply management. Given the different nature of relationships, the firm needs divergent strategies in its supply management in order to handle them efficiently. Power has been identified as one of the factors that affect the nature of buyer–supplier relationships, and firms should thus develop strategies for handling power relations. Three research questions are addressed in pursuit of these objectives, the aim being to clarify the sources of power, the influence of power on collaboration, and the role of buyer–supplier relationships in the firm’s supply strategy. This dissertation has two parts. The first part provides a synthesis of the overall dissertation, and the second part comprises five complementary research papers. The qualitative research method is applied in an empirical case study from the Finnish food industry. The main contribution of this dissertation is that it clarifies the role of power relations in strategic supply management in value nets, and discloses the nature of power as an influencing factor in supplier relationships. It extends the discussion on power in buyer– supplier relationships in highlighting the context of networks and raising the question of network effects on power relations. It also illustrates how power positions and power relations in value nets can be determined based on the sources of power of the network actors, and shows their influence on collaboration.
Resumo:
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.
Resumo:
The structural change of society from product-based business to service- and further to need-based business has caused the fact that work for environmental issues has spread from conventional factories and environmentally harmful production to concern services and offices as well. Almost every company has an office, so a relatively small environmental burden caused by an individual office grows remarkable already at the state level and globally even more. Motivation to work for environmental issues in an individual office could be challenging even without the fact that wasted environmental impacts bound also wasted costs. Besides cost savings, a concretely greener image of a company has its value in the B2Cas well as in the B2B-field. Consumers and clients are more and more conscious of environmental issues and demand concrete actions instead of speeches, good thoughts and meaningless certifications. Internal work for environmental issues at a strategy level is not sufficient, so operational environmental management is needed for changing old practices. This research is about the effects of operative environmental management on the greening process of an office-based business. The research is outlined to concern the operative work in the office including field sales. Target was to concretely lower the environmental impacts of Lyreco Finland and to find cost savings directly by changing the operative practices in the office and also indirectly by affecting the level of environmental knowledge of the personnel. During the greening process, the aim was also to create concrete arguments for marketing as well. The circle of greening process, which was especially created for this diploma work, was used as a method. The circle divides a year to themes and sections separated by factors of environmental impacts. Separation is based on Brett Wills’ thoughts of seven green wastes (Wills, Brett. The Green Intensions. 2009) and follows it uneasily. The circle aimed at ensuring evolutionary growth of knowledge instead of being revolutionary in the changing process. Committing personnel to the process from its start by asking ideas from them and giving them clear directions was an important part of the research of operative management. Because of working from distance, communication with personnel was operated by frequent training days and weekly greening notes via emails and intranet. Also availability for communication was an important task because of the telecommuting. Research results of this work show that operative environmental management in an officebased business today is mostly management of change. When the strategic environmental friendliness is taken into a concrete level, the most important individual factor is motivating the operating personnel. Research shows that evolutionary change is found being an efficient way to make a change. Also understanding one´s own impact on the environmental burden and on the whole greening process clearly motivates the personnel. Results show that in the operative realization of the greening process, clear directions of new working practices, being as concrete as possible, and committing personnel to follow them make the process more effective. The operative environmental management and the cycle of the greening process decrease the environmental burden and save costs. The concrete results could be used as believable arguments in marketing and therefore exploited in communication with interest groups. Commitment of the management is also one of the key factors of success in the greening process. In this research, changes in the business field by a company trade took the focus of the management away from the greening process and made the process more inefficient by decreasing the amount of training days. The circle of greening process will be used as a tool in the future, as well, and therefore it will help observe environmental impacts of a company and increase sustainable development. Commitment of management to the evolutionary environmental work helps the operating personnel lower environmental impacts, decrease costs and build a concretely greener image.
Resumo:
The dissertation seeks to explore how to improve users‘ adoption of mobile learning in current education systems. Considering the difference between basic and tertiary education in China, the research consists of two separate but interrelated parts, which focus on the use of mobile learning in basic and tertiary education contexts, respectively. In the dissertation, two adoption frameworks are developed based on previous studies. The frameworks are then evaluated using different technologies. Concerning mobile learning use in basic education settings, case study methodology is utilized. A leading provider of mobile learning services and products in China, Noah Ltd., is investigated. Multiple sources of evidence are collected to test the framework. Regarding mobile learning adoption in tertiary education contexts, survey research methodology is utilized. Based on 209 useful responses, the framework is evaluated using structural equation modelling technology. Four proposed determinants of intention to use are evaluated, which are perceived ease of use, perceived near-term usefulness, perceived ong-term usefulness and personal innovativeness. The dissertation provides a number of new insights for both researchers and practitioners. In particular, the dissertation specifies a practical solution to deal with the disruptive effects of mobile learning in basic education, which keeps the use of mobile learning away from the schools across such as European countries. A list of new and innovative mobile learning technologies is systematically introduced as well. Further, the research identifies several key factors driving mobile learning adoption in tertiary education settings. In theory, the dissertation suggests that since the technology acceptance model is initiated in work-oriented innovations by testing employees, it is not necessarily the best model for studying educational innovations. The results also suggest that perceived longterm usefulness for educational systems should be as important as perceived usefulness for utilitarian systems, and perceived enjoyment for hedonic systems. A classification based on the nature of systems purpose (utilitarian, hedonic or educational) would contribute to a better understanding of the essence of IT innovation adoption.
Resumo:
Sähköiset palvelut ovat tulleet keskeiseksi osaksi Lappeenrannan seudun opiskelija-asuntosäätiön (LOAS) sisäistä ja ulkoista tiedottamista. Tiedon nopea saatavuus ja yksinkertainen käytettävyys ovat avainasemassa kehitettäessä uusia järjestelmiä. Uuden sukupolven käyttäjät ovat tottuneet tiedon saatavuuden helppouteen, joten tiedon tulee olla selkeästi esillä ja siihen on päästävä käsiksi nopeasti. Diplomityön tavoitteena oli tutkia ja kehittää LOAS:n sisäisiä ja ulospäin asiakkaille tarjottavia sähköisiä palveluita. Kehitettävät palvelut olivat intranet, Internet-sivut ja Maestro Opas-asiakashallinta. LOAS:n palvelut on hajautettu usean eri ohjelman välille, joten se aiheuttaa ongelmia informaation siirrossa järjestelmien välillä. Työssä sähköisten palveluiden käytettävyyttä parannettiin lyhentämällä polkuja ja koostamalla palveluita kokonaisuuksiksi. Työn lopputuloksena LOAS:llä on käytössään yksinkertaisemmat Internet-sivut ja selkeämpi intranet-näkymä. Palveluiden käytettävyyden ja vaikuttavuuden arviointi suoritettiin itsenäisenä perehtymisenä ongelmakohtiin ja henkilöhaastatteluina. Haastatteluilla kartoitettiin käyttäjien palvelun tarpeita, jonka avulla kehitettävät kohteet pystyttiin määrittelemään. Palveluiden käytettävyyttä parantamalla asukkaita pyritään ohjaamaan tarjottavien palveluiden piiriin. Tällöin asukkaille tarjottavien palveluiden laatua pystytään parantamaan. LOAS:n tulisi kuitenkin tarkastella erilaisia ratkaisuja toimintojen yhdistämiseen. Tämän avulla asukkaiden kaikki liikkuminen pystyttäisiin käsittelemään yhden ohjelman avulla.
Resumo:
Diplomityössä tutustuttiin ohjelmistoyrityksen tuotteiden asiakastarpeiden ja vaatimusten käsittelyyn tuotehallinnan tietoprosessin näkökulmasta. Työssä kuvattiin yrityksen nykyinen prosessi sekä analysoitiin erityisesti sen haasteita. Teoriatiedon sekä yrityksen asiantuntijalausuntojen pohjalta laadittiin tuotehallinnan tietoprosessin kehitysehdotuksia. Kvalitatiivinen tapaustutkimus toteutettiin käytännönläheisesti esittämällä kohdeyrityksen asiantuntijoille avoimia kysymyksiä sekä heidän kanssaan keskustellen. Tutkimus tehtiin neljässä vaiheessa ja sen päätavoitteena oli selvittää, millä keinoilla voidaan tukea kohdeyrityksen tuotekehitystarpeisiin ja tuotekehitysehdotuksiin liittyvän tiedon hallintaa sekä tuotantopäätöksiä. Tutkimuksen teoreettinen viitekehys koostui organisaation tietoprosessista, organisaation päätöksentekoprosessista, ohjelmistotuotteen erityispiirteistä sekä ohjelmiston tuotehallinnasta. Kohdeyrityksen tuotehallinnan tietoprosessin kehittämisen keskeisiksi tekijöiksi nousivat tuotehallinnan tukena käytettävän tietojärjestelmän ominaisuudet, tiedon hakeminen, tiedon löytäminen ja tulkinta. Kehityskohteiksi nousivat lisäksi prosessin kulku, perustuotekehityksen ja asiakastoimituksien rinnakkainen hallinta sekä asiakasarvon tuottaminen tuotehallinnan keinoin. Tutkimuksen lopputuloksena toteutettiin kohdeyrityksen tuotehallinnan tietoprosessin tavoitetilan kuvaus. Tavoitetilan elementtejä olivat tuotteiden pidemmän tähtäimen suunnitelmat (roadmap), tuotehallinnan organisointi tiimeille sekä sensemaking-prosessin hyödyntäminen osapuolien yhteisen ymmärryksen luomiseksi kehitystarpeille. Käytössä olevan tietojärjestelmän kehitysehdotukset perustuivat näiden tuotehallinnan elementtien tukemiseen.
Resumo:
Supply chains are becoming increasingly dependent on information ex-change in today’s world, and any disruption can cause severe repercus-sions to the flow of materials in the chain. The speed, accuracy and amount of information are key factors. The aim in this thesis is to address a gap in the research by focusing on information exchange and the risks related to it in a multimodal wood supply chain operating between the Baltic States and Finland. The study involved interviewing people engaged in logistics management in the supply chain in question. The main risk the interviewees identified arose from the sea logistics system, which held a lot of different kinds of information. The threat of breakdown in the Internet connection was also found to hinder the operations significantly. A vulnerability analysis was carried out in order to identify the main actors and channels of infor-mation flow in the supply chain. The analysis revealed that the most important and therefore most vulnerable information-exchange channels were those linking the terminal superintendent, the operative managers and the mill managers. The study gives a holistic picture of the investigated supply chain. Information-exchange-related risks varied greatly. One of the most frequently mentioned was the risk of information inaccuracy, which was usually due to the fact that those in charge of the various functions did not fully understand the consequences for the entire chain.
Resumo:
Virtuaaliset yhteisöt ja erilaiset virtuaaliset välineet yhteisöllisyyden mahdollistamiselle ovat kasvavan tieteellisen mielenkiinnon kohteena. Tässä tutkimuksessa tutkittiin uuden tiedon luomisen prosessia blogiviestinnässä. Tämä tehtiin käyttäen tietojohtamisen tieteenalalla perusteoriana pidettyä Ikujiro Nonakan uuden tiedon luomisen SECImalliia. Blogiympäristöä tarkasteltiin niin ikään Ikujiro Nonakan bakäsitteen avulla. Aihetta tarkennettiin pohtimalla ryhmäytymistä ja sen ilmenemistä virtuaalisessa viestinnässä. Tutkimus toteutettiin tapaustutkimuksena, ja tutkimuskohteena oli Lappeenrannan teknillisen yliopiston opintojaksolla ”Virtuaalinen yhteistyö ja tietotekniset työkalut” käytetty verkko-oppimissovelluksen tarjoama blogialusta. Tutkimuksen empiirisen osan muodostaa aineisto, joka rakentuu opiskelijoiden omista opintojaksoon kuuluvista blogikeskusteluista. Tutkimuksen tärkeimpänä johtopäätöksenä havaittiin, että blogiviestintä edistää uuden tiedon luomista. Edelleen todettiin että blogialusta tukee välineenä uuden tiedon luomisen prosessia, ja tarjoaa tiedon luomiselle hyvän virtuaalisen ympäristön, ba:n. Uuden tiedon luomiseen vaikutti luottamus niin teknistä alustaa, opettajia kuin yhteisöä kohtaan. Avaintekijöiksi nousi avoimuus, tahto jakaa omaa tietämystään, mielenkiinto aiheeseen sekä ryhmäkoheesio. Uuden tiedon rakentumisen huomaaminen, ja virtuaalisen yhteisön uuden tiedon luomisen potentiaalin ymmärtäminen nostivat kollektiivisesti tahtoa rikastaa yleistä keskustelua, heijastaa omia kokemuksia muiden kokemuksiin, sekä jakaa yhteiset johtopäätökset, eli sosiaalistaa, ulkoistaa, yhdistää ja sisäistää kollektiivisesti luotu tieto yksilön kokemukseksi.
Resumo:
Tutkimuksessa analysoidaan yhden aikakauslehden aineettoman pääoman keskeisiä tekijöitä ja niiden dynamiikkaa laadullisilla menetelmillä. Aineisto perustuu haastattelumateriaaliin. Taustan muodostaa tietojohtamisen teoriakirjallisuus, jossa eri tietopääomatekijät jaotellaan suhde-, rakenne ja inhimillisiin tekijöihin. Aikakauslehdet, kuten koko mediatoimiala, ovat vahvassa muutostilanteessa ja aineettoman pääoman tekijöiden kautta ne voivat jatkossakin ylläpitää markkina-asemaansa. Tutkimuksen kohteena on hyvän markkina-aseman omaava aikakauslehti, jonka arvonmuodostusta ja aineettomia tekijöitä ja niiden välistä dynamiikkaa tutkimuksessa analysoidaan. Tutkimustulokset osoittavat, että tarkasteltavan aikakauslehden arvonmuodostus perustuu vahvaan aineettomien tekijöiden kombinaatioon, vahvaan organisaatiokulttuuriin ja aineettomien tekijöiden väliseen dynamiikkaan, mikä saadaan ulosmitattua printtituotteen muodossa kuluttajamarkkinoilla. Haasteena on näiden pääomatekijöiden hyödyntäminen yhtä tehokkaalla tavalla muuttuvan markkinatilanteen myötä.
Resumo:
Supply chain risk management has emerged as an increasingly important issue in logistics as disruptions in the supply chain have become critical issues for many companies. The scientific literature on the subject is developing and in many respects the understanding of it is still in its infancy. Thus, there is a need for more information in order for scholars and practitioners to understand the causalities and interrelations that characterise the phenomenon. The aim of this dissertation is to narrow this gap by exploring key aspects of supply chain risk management through two maritime supply chains in the immediate region of the Gulf of Finland. The study contributes to the field in three different ways. Firstly, it facilitates the identification of risks on different levels of the supply chain through a systematic analysis of the processes and actors, and of the cognitive barriers that limit the actors’ visibility and their understanding of the operations and the risks involved. There is a clear need to increase collaboration and information exchange in order to improve visibility in the chain. Risk management should be a collaborative effort among the individual actors, aimed at obtaining a holistic picture. Secondly, the study contributes to the literature on risk analysis through the use of systemic frameworks that illustrate the causalities and linkages in the system, thereby making it easier to perceive the vulnerabilities. Thirdly, the study enhances current knowledge of risk control in identifying actor roles, risk visibility and risk controllability as being among the key factors determining risk-management effectiveness against supply-chain vulnerability. This dissertation is divided into two parts. The first part gives a general overview of the relevant literature, the research design and the conclusions of the study, and the second part comprises six research publications. Case-study methodology with systematic combining approach is used, where in-depth interviews, questionnaires and expert panel sessions are the main data collection methods. The study illustrates the current state of risk management in multimodal maritime supply chains, and develops frameworks for further analysis. The results imply that there are major differences between organizations in their ability to execute supply chain risk management. Further collaboration should be considered in order to facilitate the development of systematic and effective management processes.
Resumo:
The ability to recognize potential knowledge and convert it into business opportunities is one of the key factors of renewal in uncertain environments. This thesis examines absorptive capacity in the context of non-research and development innovation, with a primary focus on the social interaction that facilitates the absorption of knowledge. It proposes that everyone is and should be entitled to take part in the social interaction that shapes individual observations into innovations. Both innovation and absorptive capacity have been traditionally related to research and development departments and institutions. These innovations need to be adopted and adapted by others. This so-called waterfall model of innovations is only one aspect of new knowledge generation and innovation. In addition to this Science–Technology–Innovation perspective, more attention has been recently paid to the Doing–Using–Interacting mode of generating new knowledge and innovations. The amount of literature on absorptive capacity is vast, yet the concept is reified. The greater part of the literature links absorptive capacity to research and development departments. Some publications have focused on the nature of absorptive capacity in practice and the role of social interaction in enhancing it. Recent literature on absorptive capacity calls for studies that shed light on the relationship between individual absorptive capacity and organisational absorptive capacity. There has also been a call to examine absorptive capacity in non-research and development environments. Drawing on the literature on employee-driven innovation and social capital, this thesis looks at how individual observations and ideas are converted into something that an organisation can use. The critical phases of absorptive capacity, during which the ideas of individuals are incorporated into a group context, are assimilation and transformation. These two phases are seen as complementary: whereas assimilation is the application of easy-to-accept knowledge, transformation challenges the current way of thinking. The two require distinct kinds of social interaction and practices. The results of this study can been crystallised thus: “Enhancing absorptive capacity in practicebased non-research and development context is to organise the optimal circumstances for social interaction. Every individual is a potential source of signals leading to innovations. The individual, thus, recognises opportunities and acquires signals. Through the social interaction processes of assimilation and transformation, these signals are processed into the organisation’s reality and language. The conditions of creative social capital facilitate the interplay between assimilation and transformation. An organisation that strives for employee-driven innovation gains the benefits of a broader surface for opportunity recognition and faster absorption.” If organisations and managers become more aware of the benefits of enhancing absorptive capacity in practice, they have reason to assign resources to those practices that facilitate the creation of absorptive capacity. By recognising the underlying social mechanisms and structural features that lead either to assimilation or transformation, it is easier to balance between renewal and effective operations.