Globaaliin toimintaympäristöön soveltuva johtamisstrategiamalli

Tutkimuksen tavoitteena oli kuvata ja ymmärtää, millaisella johtamisstrategiamallilla yritys voi saavuttaa menestystä globaalissa toimintaympäristössä. Johtamisstrategia-termi sisältää sekä kilpailu- että konsernistrategian ja käsittää organisaation kilpailustrategian muotoilun ja sen implementoinnin. Tutkimusmenetelmänä käytettiin olemassa olevaan tekstiaineistoon perustuvaa tulkitsevaa käsitetutkimusta, jolle on ominaista, ettei tutkija ole vuorovaikutuksessa aineiston tuottajan kanssa. Tutkimuksen aineistona oli kaksi globaaliin toimintaympäristöön soveltuvaa strategisen suunnittelun teosta. Aineiston laadullisella analyysillä tuotettiin vastaukset tutkimuskysymyksiin. Tulkintateoriana käytettiin yrityksen välittäjäteoriaa, joka on talous- ja johtamistieteistä integroitu lähestymistapa. Tutkimuksen tuloksena laadittiin globaaliin toimintaympäristöön soveltuva johtamisstrategiamalli, minkä avulla yritysten strateginen johto ja avustavat asiantuntijat voivat muotoilla omien yritystensä tarpeisiin soveltuvan yksilöllisen strategian, jolla menestyä. Uutta mallissa oli globaaliin muutokseen sopeutumisen tarkastelu integroimalla sekä talous- että johtamistieteiden näkökulmia kilpailustrategiaan huomioiden sekä markkinoiden ulkoiset mahdollisuudet että organisationaaliset resurssit ja pätevyydet.

Organizational mechanisms and conditions of individuals for knowledge sharing in post-acquisition integration

The challenges of knowledge sharing after cross-border acquisitions are widely recognised. The study took a new view to the subject by applying a two-level framework provided by the knowledge governance approach. The purpose of the study was to investigate the effects of organizational mechanisms on the conditions of individuals for knowledge sharing in post-acquisition integration context. Qualitative research methods were used in this case study. Individual interviews were performed within an international firm after a recent cross-border acquisition. The results showed that integrators, the rotation of the personnel from the acquiring firm and visits and meetings enhance the conditions at the individual level for knowledge sharing after the acquisition. Respectively, strategic change, matrix structure and foreign HRM practices challenge the conditions at the individual level for knowledge sharing in the early post-acquisition integration phase. The findings are supported by the prior research on knowledge management in acquisitions. In particular, the study enlightens how organizational level actions influence the conditions of individuals for knowledge sharing. The study suggests that organizations should adjust organizational mechanisms to support the conditions of individuals, in order to promote knowledge sharing in the early phase of the integration.

The role of business information and knowledge in sales steering

The objective of this study is to find out how sales management can be optimally supported with business information and knowledge. The first chapters of the study focus on theoretical literature about sales planning, sales steering, business intelligence, and knowledge management. The empirical part of the study is a case study for which the material was collected through interviews with the selected people of the company. The findings from the interviews were analyzed, and possible suggestions for solving the problems were made. The case study revealed that sales management requires a multitude of metrics and reports to steer the sales to the desired direction. The information sources can be internal and external, and the optimal solution for satisfying the information needs is a combination of both of these. The simple information should be turned into knowledge by merging the intellectual assets with the information from the firm’s transaction processing systems, in order to promote organizational learning and effective decision-making.

Developing the measurement and management of knowledge: applying the constructive research approach in a knowledge intensive service environment

Intellectual assets have attained continuous attention in the academic field, as they are vital sources of competitive advantage and organizational performance in the contemporary knowledge intensive business environment. Intellectual capital measurement is quite thoroughly addressed in the accounting literature. However, the purpose of the measurement is to support the management of intellectual assets, but the reciprocal relationship between measurement and management has not been comprehensively considered in the literature. The theoretical motivation for this study rose from this paradox, as in order to maximise the effectiveness of knowledge management the two initiatives need to be closely integrated. The research approach of this interventionist case study is constructive. The objective is to develop the case organization’s knowledge management and intellectual capital measurement in a way that they would be closely integrated and the measurement would support the management of intellectual assets. The case analysis provides valuable practical considerations about the integration and related issues as the case company is a knowledge intensive organization in which the know-how of the employees is the central competitive asset and therefore, the management and measurement of knowledge are essential for its future success. The results suggest that the case organization is confronting challenges in managing knowledge. In order to appropriately manage knowledge processes and control the related risks, support from intellectual capital measurement is required. However, challenges in measuring intellectual capital, especially knowledge, could be recognized in the organization. By reflecting the knowledge management situation and the constructed strategy map, a new intellectual measurement system was developed for the case organization. The construction of the system as well as its indicators can be perceived to contribute to the literature, emphasizing of the importance of properly considering the organization’s knowledge situation in developing an intellectual capital measurement system.

Keskenään kilpailevien tiimien välinen yhteistyö organisaatiossa

Organisaatioissa on aina keskinäistä kilpailua. Hallitsemattomana kilpailu organisaation sisäisistä resursseista tai organisaation ulkoisista markkinoista voi johtaa konfliktiin, joka pahimmillaan romuttaa yhteistyön organisaation yksiköiden välillä. Tämän pro gradu -tutkielman tavoitteena oli selvittää, kuinka keskenään kilpailevien tiimien yhteistyötä voidaan kehittää ja mahdollista organisaation sisäisen kilpailutilanteen aiheuttamaa konfliktia hallita johtamisen keinoin organisaation sisäisessä kilpailutilanteessa. Tutkimus toteutettiin kvalitatiivisena tapaustutkimuksena, kohdeorganisaationa oli Sanoma Lehtimedia Oy. Tutkimusaineisto kerättiin haastattelemalla Sanoma Lehtimedian kahden yhteistyötä tekevän sanomalehden myyntitiimien henkilökuntaa. Kohdeorganisaatiota tutkittaessa ei havaittu merkittävää kilpailutilanteen aiheuttamaa konfliktia, mutta tiimien välisessä yhteistyössä oli kuitenkin vielä kehitettävää. Tutkimuksen tulosten perusteella tärkeimmät tiimien välisen yhteistyön tekemiseen vaikuttavat tekijät olivat yhteistyöasenne, luottamus, tiedon jakamisen halukkuus sekä kannustimet. Näihin tekijöihin voidaan vaikuttaa strategisen johtamisen keinoin, kun yhteistyön kehittäminen otetaan organisaation tavoitteeksi.

On Innovative Search: the use of internal and external sources of innovation among Finnish innovators

This dissertation explores the use of internal and external sources of knowledge in modern innovation processes. It builds on a framework that combines theories such as a behavioural theory of the firm, the evolutionary theory of economic change, and modern approaches to strategic management. It follows the recent increase in innovation research focusing on the firm-level examination of innovative activities instead of traditional industry-level determinants. The innovation process is seen as a problem- and slack- driven search process, which can take several directions in terms of organizational boundaries in the pursuit of new knowledge and other resources. It thus draws on recent models of technological change, according to which firms nowadays should build their innovative activities on both internal and external sources of innovation rather than relying solely on internal resources. Four different research questions are addressed, all of which are empirically investigated via a rich dataset covering Finnish innovators collected by Statistics Finland. Firstly, the study examines how the nature of problems shapes the direction of any search for new knowledge. In general it demonstrates that the nature of the problem does affect the direction of the search, although under resource constraints firms tend to use external rather than internal sources of knowledge. At the same time, it shows that those firms that are constrained in terms of finance seem to search both internally and externally. Secondly, the dissertation investigates the relationships between different kinds of internal and external sources of knowledge in an attempt to find out where firms should direct their search in order to exploit the potential of a distributed innovation process. The concept of complementarities is applied in this context. The third research question concerns how the use of external knowledge sources – openness to external knowledge – influences the financial performance of firms. Given the many advantages of openness presented in the current literature, the focus is on how it shapes profitability. The results reveal a curvilinear relationship between profitability and openness (taking an inverted U-shape), the implication being that it pays to be open up to a certain point, but being too open to external sources may be detrimental to financial performance. Finally, the dissertation addresses some challenges in CISbased innovation research that have received relatively little attention in prior studies. The general aim is to underline the fact that comprehensive understanding of the complex process of technological change requires the constant development of methodological approaches (in terms of data and measures, for example). All the empirical analyses included in the dissertation are based on the Finnish CIS (Finnish Innovation Survey 1998-2000).

Towards Inter-organizational Working Capital Management

Working capital is an investment which is tied up into the inventories and accounts receivable and which is released with accounts payable. Due to the current business landscape with tightened financial conditions and finance markets, organizations emphasize efficient working capital management. With efficient working capital management, a company can reduce the need of finance, free up cash, increase profitability, improve liquidity, increase the efficiency of operations, and decrease (financing) costs. From the perspective of an individual company, efficient working capital management means decreasing inventory levels by shortening the cycle time of inventories, decreasing accounts receivable by shortening the trade credit terms and effective collection procedures, and increasing the level of accounts payable by paying the suppliers later. From an inter-organizational perspective, however, working capital should not be sub-optimized by a single company but holistic view to working capital management through the supply chain should be adopted to create value and improve performance together. The purpose of this research is to take academic research as well as practical management towards inter-organizational working capital management. The thesis discusses the benefits as well as mechanisms of working capital management in the inter-organizational context and has two main objectives: (1) to examine the effect of inter-organizational working capital management on performance in the value chain context and (2) to develop models of working capital management for internal as well as inter-organizational value chains. The results of the archival research conducted in the value chain of the pulp and paper industry and the value chain of the automotive industry indicate that companies can increase relative profitability by managing working capital comprehensively by taking into account all three components, and holistically though the value chain. Companies in the value chain benefit from different strategies in working capital management depending on the position of the company in the value chain. This can be taken into account in inter-organizational working capital management. The effects of inter-organizational working capital management actions on the financing costs of working capital were studied via simulations. Simulations also show that the value chain and individual companies benefit from an inter-organizational view to working capital management. Inter-organizational working capital management actions include for example: shortening the cycle time of inventories, reducing product costs, shifting inventories, shortening payment terms, and considering the cost of capital. The thesis also provides solutions for the practical requirements for tools to control working capital. The design science part of the research introduces the adjusted cash conversion cycle (ACCC) model for internal value chains, as well as models for working capital management in the inter-organizational value chain context: the working capital management model (WCMM) and the financial cycle time model (FCTM) designed in corporation and product levels respectively. This research contributes to literature on working capital management and interorganizational accounting. The research gives a holistic, inter-organizational view to the management of working capital. It advances the knowledge in working capital management on operational level, increases knowledge in the recently risen theme of supply chainoriented, collaborative working capital management, combines management accounting research with supply chain management research, and contributes to the demand of practical inter-organizational accounting methods. In addition, the research has strong practical focus as new managerial methods are introduced.

The sources of complementary competitive advantages for systems’ manufacturers in the aircraft modernization market

Being a top of high technology industries, the aerospace represents one of the most complex fields of study. While the competitiveness of aircraft systems’ manufacturers attracts a significant number of researchers, some of the issues remain to be a blank spot. One of those is the after-sale modernization. The master thesis investigates how this concept is related to the theory of competitive advantages. Finding the routes in the framework of complex technological systems’ lifecycle, the key drivers of the aircraft modernization market are revealed. The competitive positioning of players is defined through multiple case studies in a form of several in-depth interviews. The key result of the research is the conclusion that modernization should be considered as an inherent component of strategy of any aircraft systems’ manufacturer, while the master thesis aims to support managerial decision making.

”Tuntuu, et nää on vielä niin lapsen kengissä tämmöset HR:n luvut…”: Työhyvinvoinnin panostusten ja kustannusten Business Intelligence

Työhyvinvointi saa suomalaisessa työelämässä paljon huomiota juuri tällä hetkellä ja se on tunnis-tettu yrityksen kannalta hyödylliseksi alueeksi, johon kannattaa panostaa. Matalat työhyvinvointiin liittyvät kustannukset, organisaation parempi kilpailukyky ja maine sekä korkea henkilöstön tuotta-vuus ovat esimerkkejä työhyvinvoinnin kautta saavutettavista hyödyistä. Yritys voi parantaa hen-kilöstön työhyvinvointia panostamalla siihen ja tämän pitäisi näkyä suoraan myös työhyvinvointiin liittyvissä tunnusluvuissa, kuten sairauspoissaolo-, työkyvyttömyyseläke- ja vaihtuvuuskustannuk-sissa. Yritykset voivat hyödyntää työhyvinvoinnin panostusten ja kustannusten tunnuslukuja, jos niitä hallitaan onnistuneesti. Tällöin pitää tietää, mistä kustannukset koostuvat ja ymmärtää, millä pa-nostuksilla niihin voidaan vaikuttaa. Business Intelligence on termi, jolla tarkoitetaan kaikkea sel-laista organisaation tiedon hallintaa, jota tarvitaan liiketoiminnan johtamisessa. Sen tavoitteena on tukea organisaatiossa tapahtuvaa päätöksentekoa. Business Intelligence voidaan kuvata prosessina, jossa organisaatio kerää, yhdistelee ja analysoi tietoa eri tietolähteistä. Analysoinnin jälkeen yrityk-sellä on käytössään uutta tietämystä, jota voidaan hyödyntää päätöksenteossa. Toimivien Business Intelligence ratkaisujen ansiosta yrityksen päätöksenteon varmuus ja vaikuttavuus kasvaa. Tämän tutkimuksen tarkoituksena on selvittää, millainen on tehokas työhyvinvoinnin panostusten ja kustannusten hallintaan liittyvä Business Intelligence prosessi. Tehokas prosessi auttaa paranta-maan työhyvinvointiin tehtävien panostusten oikeellisuutta ja nostaa organisaation ymmärrystä omasta toiminnastaan. Tutkimusongelmaan on haettu vastauksia laadullisten tutkimusmenetelmien avulla haastattelemalla työhyvinvoinnin panostusten ja kustannusten tunnuslukuja seuraavia yrityk-siä. Tutkimuksen tulokset on analysoitu käyttämällä hyväksi kirjallisuuteen perustuvaa teema-ana-lyysia, jossa työhyvinvointiin ja Business Intelligenceen liittyvää teoriaa verrataan haastatteluista saatuihin vastauksiin. Tutkimuksen johtopäätöksenä tehokas työhyvinvoinnin panostusten ja kustannusten Business Intelligence prosessi voidaan kuvata perinteisten BI:n tasojen kautta. Työhyvinvoinnin panostusten ja kustannusten tunnuslukujen kerääminen onnistuu eri osapuolten välisen yhteistyön avulla. Tun-nusluvuista voi luoda merkityksellistä tietämystä, kun niistä saa tarkkaa tietoa ja niiden rinnalle tuodaan laadullista aineistoa työntekijöiden kokemuksista. Prosessia tukee se, jos teknologian kautta päätöksentekijä pystyy hankkimaan tarvittavat tiedot itse. Tulevaisuudessa olisi tärkeää, että saa-daan enemmän tietoa eri toimenpiteiden vaikuttavuudesta tunnuslukuihin, jotta päätöksiä voidaan tehdä luotettavamman tietämyksen varassa.

Assessment of purchasing maturity in spare parts supply chain

To describe the change of purchasing moving from administrative to strategic function academics have put forward maturity models which help practitioners to compare their purchasing activities to industry top performers and best practices. However, none of the models aim to distinguish the purchasing maturity from the after-sales point of view, even though after-sales activities are acknowledged as a relevant source of revenue, profit and competitive advantage in most manufacturing firms. The maturity of purchasing and supply management practices have a large impact to the overall performance of the spare parts supply chain and ultimately to the value creation and relationship building for the end customer. The research was done as a case study for a European after-sales organization which is part of a globally operating industrial firm specialized in heavy machinery. The study mapped the current state of the purchasing practices in the case organization and also distinguished the relevant areas for future development. The study was based on the purchasing maturity model developed by Schiele (2007) and investigated also how applicable is the maturity model in the spare parts supply chain context. Data for the assessment was gathered using five expert interviews inside the case organization and other parties involved in the company’s spare parts supply chain. Inventory management dimension was added to the original maturity model in order to better capture the important areas in a spare parts supply chain. The added five questions were deduced from the spare parts management literature and verified as relevant areas by the case organization’s personnel. Results indicate that largest need for development in the case organization are: better collaboration between sourcing and operative procurement functions, use of installed base information in the spare parts management, training plan development for new buyers, assessment of aligned KPI’s between the supply chain parties and better defining the role of after-sales sourcing. The purchasing maturity model used in this research worked well in H&R Leading, Controlling and Inventory Management dimensions. The assessment was more difficult to conduct in the Supplier related processes, Process integration and Organizational structure –dimensions, mainly because the assessment in these sections would for some parts require more company-wide assessment. Results indicate also that the purchasing maturity model developed by Schiele (2007) captures the relevant areas in the spare parts supply as well.

Price spike forecasting in a competitive day-ahead energy market

Electricity price forecasting has become an important area of research in the aftermath of the worldwide deregulation of the power industry that launched competitive electricity markets now embracing all market participants including generation and retail companies, transmission network providers, and market managers. Based on the needs of the market, a variety of approaches forecasting day-ahead electricity prices have been proposed over the last decades. However, most of the existing approaches are reasonably effective for normal range prices but disregard price spike events, which are caused by a number of complex factors and occur during periods of market stress. In the early research, price spikes were truncated before application of the forecasting model to reduce the influence of such observations on the estimation of the model parameters; otherwise, a very large forecast error would be generated on price spike occasions. Electricity price spikes, however, are significant for energy market participants to stay competitive in a market. Accurate price spike forecasting is important for generation companies to strategically bid into the market and to optimally manage their assets; for retailer companies, since they cannot pass the spikes onto final customers, and finally, for market managers to provide better management and planning for the energy market. This doctoral thesis aims at deriving a methodology able to accurately predict not only the day-ahead electricity prices within the normal range but also the price spikes. The Finnish day-ahead energy market of Nord Pool Spot is selected as the case market, and its structure is studied in detail. It is almost universally agreed in the forecasting literature that no single method is best in every situation. Since the real-world problems are often complex in nature, no single model is able to capture different patterns equally well. Therefore, a hybrid methodology that enhances the modeling capabilities appears to be a possibly productive strategy for practical use when electricity prices are predicted. The price forecasting methodology is proposed through a hybrid model applied to the price forecasting in the Finnish day-ahead energy market. The iterative search procedure employed within the methodology is developed to tune the model parameters and select the optimal input set of the explanatory variables. The numerical studies show that the proposed methodology has more accurate behavior than all other examined methods most recently applied to case studies of energy markets in different countries. The obtained results can be considered as providing extensive and useful information for participants of the day-ahead energy market, who have limited and uncertain information for price prediction to set up an optimal short-term operation portfolio. Although the focus of this work is primarily on the Finnish price area of Nord Pool Spot, given the result of this work, it is very likely that the same methodology will give good results when forecasting the prices on energy markets of other countries.

Building organizational creativity – a multitheory and multilevel approach for understanding and stimulating organizational creativity

Organizational creativity is increasingly important for organizations aiming to survive and thrive in complex and unexpectedly changing environments. It is precondition of innovation and a driver of an organization’s performance success. Whereas innovation research increasingly promotes high-involvement and participatory innovation, the models of organizational creativity are still mainly based on an individual-creativity view. Likewise, the definitions of organizational creativity and innovation are somewhat equal, and they are used as interchangeable constructs, while on the other hand they are seen as different constructs. Creativity is seen as generation of novel and useful ideas, whereas innovation is seen as the implementation of these ideas. The research streams of innovation and organizational creativity seem to be advancing somewhat separately, although together they could provide many synergy advantages. Thereby, this study addresses three main research gaps. First, as the knowledge and knowing is being increasingly expertized and distributed in organizations, the conceptualization of organizational creativity needs to face that perspective, rather than relying on the individual-creativity view. Thus, the conceptualization of organizational creativity needs clarification, especially as an organizational-level phenomenon (i.e., creativity by an organization). Second, approaches to consciously build organizational creativity to increase the capacity of an organization to demonstrate novelty in its knowledgeable actions are rare. The current creativity techniques are mainly based on individual-creativity views, and they mainly focus on the occasional problem-solving cases among a limited number of individuals, whereas, the development of collective creativity and creativity by the organization lacks approaches. Third, in terms of organizational creativity as a collective phenomenon, the engagement, contributions, and participation of organizational members into activities of common meaning creation are more important than the individualcreativity skills. Therefore, the development approaches to foster creativity as social, emerging, embodied, and collective creativity are needed to complement the current creativity techniques. To address these gaps, the study takes a multiparadigm perspective to face the following three objectives. The first objective of this study is to clarify and extend the conceptualization of organizational creativity. The second is to study the development of organizational creativity. The third is to explore how an improvisational theater based approach fosters organizational creativity. The study consists of two parts comprising the introductory part (part I) and six publications (part II). Each publication addresses the research questions of the thesis through detailed subquestions. The study makes three main contributions to the research of organizational creativity. First, it contributes toward the conceptualization of organizational creativity by extending the current view of organizational creativity. This study views organizational creativity as a multilevel construct constituting both of individual and collective (group and organizational) creativity. In contrast to current views of organizational creativity, this study bases on organizational (collective) knowledge that is based on and demonstrated through the knowledgeable actions of an organization as a whole. The study defines organizational creativity as an overall ability of an organization to demonstrate novelty in its knowledgeable actions (through what it does and how it does what it does).Second, this study contributes toward the development of organizational creativity as multi-level phenomena, introducing developmental approaches that face two or more of these levels simultaneously. More specifically, the study presents the cross-level approaches to building organizational creativity, by using an approach based in improvisational theater and considering assessment of organizational renewal capability. Third, the study contributes on development of organizational creativity using an improvisational theater based approach as twofold meaning. First, it fosters individual and collective creativity simultaneously and builds space for creativity to occur. Second, it models collective and distributed creativity processes, thereby, contributing to the conceptualization of organizational creativity.

Tiedonhallinta verkostoituneessa logistiikkaketjussa – Case: VR-Yhtymä

Tiedon tehokas jakaminen ja tiedon hallinta näyttelee tärkeätä roolia yritysten kannattavuuden ja tehokkuuden kehittämisessä. Laadukkaan tiedon tehokas jakaminen ja omaksuminen korostuvat verkostoituneessa logistiikkaketjussa ja kolmannen osapuolen logistiikkaa harjoittavissa yrityksissä. Tehokkaalla tiedon jakamisella, tietämyksen hallinnalla sekä tietojohtamisen keinoilla voidaan luoda tehokkaita ja kilpailukykyisiä businessprosesseja. Työn tuloksena saavutettiin kuvaus tietojohtamisen eri näkökulmista sekä tietojohtamisesta tiedon hallinnan työkaluna. Työn teoreettisessa osuudessa käsitellään tietoa ja sen eri tasoja sekä perspektiivejä tietojohtamisessa käytettyinä syötteinä, sen prosesseina sekä lopputuloksena, joita tietojohtamisen käsitteen alla olevilla työkaluilla ja käytännöillä toteutetaan. Aiempi tutkimus osoittaa, että tietojohtaminen on yksi johtamisen malli, jonka avulla voidaan saavuttaa tehokkaan yritystoiminnan edellytykset sekä asetetut strategiset tavoit- teet. Kirjallisuuden perusteella pyrittiin kartoittamaan verkostoituneen logistiikkaketjun tiedonhallinnan esteet ja sitä rajoittavat tekijät. Työn empiirinen osuus toteutettiin kvalitatiivisena kysely- sekä haastattelututkimuksena, jonka avulla kerättiin työssä käytetty tutkimusaineisto. Työn empiirisessä osuudessa kartoitettiin kohdeorganisaation tiedonhallintaprosesseja sen kuljetustuotannon toiminnoissa, sekä niiden toteuttamista vaikeuttavia ja hidastavia tekijöitä. Empiirisen aineiston perusteella yritykselle ehdotettiin organisaation muokkaamista enemmän tiedon jakamista tu- kevaan suuntaan, joka voidaan teoriatiedon perusteella toteuttaa esimerkiksi luomalla fyysisiä ja henkisiä tiloja tietoprosessien toteuttamiselle.

Business intelligence viewpoint on managerial decision-making : Ill-structured problems and decision support systems

Vaikka liiketoimintatiedon hallintaa sekä johdon päätöksentekoa on tutkittu laajasti, näiden kahden käsitteen yhteisvaikutuksesta on olemassa hyvin rajallinen määrä tutkimustietoa. Tulevaisuudessa aiheen tärkeys korostuu, sillä olemassa olevan datan määrä kasvaa jatkuvasti. Yritykset tarvitsevat jatkossa yhä enemmän kyvykkyyksiä sekä resursseja, jotta sekä strukturoitua että strukturoimatonta tietoa voidaan hyödyntää lähteestä riippumatta. Nykyiset Business Intelligence -ratkaisut mahdollistavat tehokkaan liiketoimintatiedon hallinnan osana johdon päätöksentekoa. Aiemman kirjallisuuden pohjalta, tutkimuksen empiirinen osuus tunnistaa liiketoimintatiedon hyödyntämiseen liittyviä tekijöitä, jotka joko tukevat tai rajoittavat johdon päätöksentekoprosessia. Tutkimuksen teoreettinen osuus johdattaa lukijan tutkimusaiheeseen kirjallisuuskatsauksen avulla. Keskeisimmät tutkimukseen liittyvät käsitteet, kuten Business Intelligence ja johdon päätöksenteko, esitetään relevantin kirjallisuuden avulla – tämän lisäksi myös dataan liittyvät käsitteet analysoidaan tarkasti. Tutkimuksen empiirinen osuus rakentuu tutkimusteorian pohjalta. Tutkimuksen empiirisessä osuudessa paneudutaan tutkimusteemoihin käytännön esimerkein: kolmen tapaustutkimuksen avulla tutkitaan sekä kuvataan toisistaan irrallisia tapauksia. Jokainen tapaus kuvataan sekä analysoidaan teoriaan perustuvien väitteiden avulla – nämä väitteet ovat perusedellytyksiä menestyksekkäälle liiketoimintatiedon hyödyntämiseen perustuvalle päätöksenteolle. Tapaustutkimusten avulla alkuperäistä tutkimusongelmaa voidaan analysoida tarkasti huomioiden jo olemassa oleva tutkimustieto. Analyysin tulosten avulla myös yksittäisiä rajoitteita sekä mahdollistavia tekijöitä voidaan analysoida. Tulokset osoittavat, että rajoitteilla on vahvasti negatiivinen vaikutus päätöksentekoprosessin onnistumiseen. Toisaalta yritysjohto on tietoinen liiketoimintatiedon hallintaan liittyvistä positiivisista seurauksista, vaikka kaikkia mahdollisuuksia ei olisikaan hyödynnetty. Tutkimuksen merkittävin tulos esittelee viitekehyksen, jonka puitteissa johdon päätöksentekoprosesseja voidaan arvioida sekä analysoida. Despite the fact that the literature on Business Intelligence and managerial decision-making is extensive, relatively little effort has been made to research the relationship between them. This particular field of study has become important since the amount of data in the world is growing every second. Companies require capabilities and resources in order to utilize structured data and unstructured data from internal and external data sources. However, the present Business Intelligence technologies enable managers to utilize data effectively in decision-making. Based on the prior literature, the empirical part of the thesis identifies the enablers and constraints in computer-aided managerial decision-making process. In this thesis, the theoretical part provides a preliminary understanding about the research area through a literature review. The key concepts such as Business Intelligence and managerial decision-making are explored by reviewing the relevant literature. Additionally, different data sources as well as data forms are analyzed in further detail. All key concepts are taken into account when the empirical part is carried out. The empirical part obtains an understanding of the real world situation when it comes to the themes that were covered in the theoretical part. Three selected case companies are analyzed through those statements, which are considered as critical prerequisites for successful computer-aided managerial decision-making. The case study analysis, which is a part of the empirical part, enables the researcher to examine the relationship between Business Intelligence and managerial decision-making. Based on the findings of the case study analysis, the researcher identifies the enablers and constraints through the case study interviews. The findings indicate that the constraints have a highly negative influence on the decision-making process. In addition, the managers are aware of the positive implications that Business Intelligence has for decision-making, but all possibilities are not yet utilized. As a main result of this study, a data-driven framework for managerial decision-making is introduced. This framework can be used when the managerial decision-making processes are evaluated and analyzed.