Mobile Marketing in Japan

Mobiilimarkkinoinnin markkinat ovat vasta rakentumassa ja suurin osa alan toimijoista etenkin Suomessa yrittää vielä löytää rooliaan. Sen sijaan Japanissa sisällöntuotantoliiketoiminta matkapuhelimille kukoistaa ja mobiilimarkkinointi on jo saavuttanut merkittävän aseman mobiili-internetin palvelutarjonnassa. Toisin kuin Suomessa, jossa mobiilimarkkinat ovat vielä lastenkengissä, Japanissa myös mobiilimarkkinoinnin arvoketju on vähitellen muotoutumassa.Tämän tutkimuksen tavoitteena oli antaa käsitys Japanin mobiilimarkkinoinnin dynamiikasta ja luoda viitekehys operaattorin tulevalle roolille mobiilimarkkinoinnin markkinoiden rakentamisessa. Tutkimus on deskriptiivinen ja aineisto on kerätty alan kirjallisuudesta sekä haastattelemalla tärkeitä mobiilimarkkinoiden toimijoita Japanissa. Japanissa operaattoreilla (NTT DoCoMo, J-Phone ja KDDI) on erittäin vahva asema mobiili-internetin ja mobiilimarkkinoinnin markkinoilla. Ne hallitsevat asiakasrajapintaa, päättävät mobiiliverkon ja matkapuhelimien ominaisuuksista sekä siitä, ketkä sisällöntuottajista pääsevät osaksi heidän laskutusjärjestelmäänsä. Markkinoinnissa operaattoreilla ei ole yhtä näkyvää roolia. Omistussuhteiden kautta ne kuitenkin vaikuttavat lähes koko arvoketjuun. Operaattorit ovat yhdessä Japanin suurimpien mainostoimistojen kanssa luoneet tytäryhtiöitä, jotka hoitavat mainonnan operaattorin mobiiliportaalissa. Japanissa operaattori on ottanut hallitsevan roolin mobiilimarkkinoiden rakentamisessa. Tiivis yhteistyö eri toimijoiden, kuten matkapuhelinvalmistajien, sisällöntuottajien ja mainostoimistojen kanssa, on mahdollistanut kokonaisvaltaisen palvelupaketin tarjoamisen. Palvelupaketti sisältää käyttäjäystävällisen liittymän mobiili-internetiin sekä edulliset puhelimet. Juuri tiivis yhteistyö onkin ollut yksi tärkeimmistä menestystekijöistä Japanin markkinoita rakennettaessa. Mobiilimarkkinoita rakennettaessa operaattorilla on merkittävä rooli markkinoiden muodostajana ja sisällön kokoojana. Operaattorien tulee varautua roskapostin vastaiseen taisteluun, jos sähköpostia annetaan lähettää suoraan matkapuhelimeen. On erityisen tärkeää varmistaa, ettei käyttäjien tarvitse kärsiä roskapostista, muuten suoramarkkinoinnin mahdollisuus matkapuhelimeen menetetään. Ainoastaan aktiivisella edistämisellä ja osallistumisella mobiili-internetin sisällöntuotanto- ja markkinointiliiketoimintaan operaattori voi vahvistaa markkina-asemaansa ja varmistaa osuutensa tulevista markkinoista.

Multidisciplinary practice vs. inter-firm collaboration in professional services market

Yritysten välinen yhteistyö kasvaa asiantuntijamarkkinoilla. Suppean palvelutarjooman omaavat yritykset muodostavat laajempia palveluita yhdistämällä osaamisiaan kumppaneidensa kanssa. Näin muodostuvat yritysryhmittymät uhkaavat alaa hallitsevia monipuolisen palvelutarjooman omaavia kansainvälisiä moniosaajayrityksiä. Tämän diplomityön tavoitteena on selvittää minkälaisia hyötyjä moniosaajayritys voi saada näitä ryhmittymiä vastaan lisäämällä omaa yhteistyötään. Tavoitteeseen pääsemiseksi markkinoilla olevat yritysryhmittymät tunnistetaan ja selvitetään minkälaisia asioita asiakas pitää tärkeänä ostaessaan asiantuntijapalveluita. Toimialan trendit ja aikaisemmat tutkimukset yritysten välisestä yhteistyöstä sekä asiakkaan ostokäyttäytymisestä osoittavat, että yhteistyön avulla yrityksellä on mahdollisuus saavuttaa monia hyötyjä. Tietoa olemassa olevista yritysryhmittymistä ja asiakkaiden ostokäyttäytymisestä kerättiin haastattelemalla yhden kansainvälisen moniosaajayrityksen henkilöstöä sekä asiakkaita. Tuloksena löytyi yritysryhmittymiä, joista osa uhkaa moniosaajayrityksen kilpailuetua. Asiakkaiden ostokäyttäyminen suosi hieman enemmän asiantuntijapalveluiden hankkimista yritysryhmittymältä moniosaajayrityksen sijaan. Tekemällä yhteistyötä ja tarjoamalla tiettyjä palveluita yhdessä kumppanin kanssa, moniosaajayritys voi saavuttaa hyötyjä yritysryhmittymiä vastaan ja vaikuttaa positiivisesti asiakkaan ostokäyttäytymiseen.

Market Area Selection of aSawmill Machinery Manufacturer

Tämän diplomityön tavoitteena on kartoittaa suomalaisen sahakonevalmistaja Veisto Oy:n kannalta lähitulevaisuuden merkittävimmät markkina-alueet, joiden sahateollisuuteen tehdään lähivuosina eniten korkean teknologian investointeja. Markkina-alueiden valinnassa sovelletaan sekä numeerisiin tilastoihin että asiantuntijahaastatteluihin pohjautuvia ranking-menetelmiä. Työn ensimmäinen osa käsittelee kansainvälisten teollisten markkinoiden ominaispiirteitä ja niiden analysointia. Pääpaino on kuitenkin screening-menetelmillä, markkina-alueiden vertailumenetelmilläja päätöksenteon työkaluilla. Työn toisessa osassa keskitytään markkina-alueiden screeningiin, analysointiin ja maiden eri ominaisuuksien vertailuun. Päätöksentekomatriiseja hyödyntäen valitaan Veisto Oy:lle kolme tällä hetkellä houkuttelevinta markkina-aluetta, joita ovat Venäjä, USA:n kaakkoisosan Southern Yellow Pine -alue sekä Etelä-Amerikan suurimmat sahaajamaat (Brasilia, Argentiina ja Chile) yhtenä alueena. Valituilla alueilla on Veiston kannalta omat haasteensa: USA:ssa vahvat kotimaiset kilpailijat ja uusien referenssien saaminen, Venäjällä investointien epävarmuus ja markkina-alueen laajuuden tuoma monimuotoisuus sekä Etelä-Amerikassa vahvat ruotsalaiset kilpailijat sekä etenkin Brasilian osalta tuntuvat suojatullit.

Project Success through Effective Decisions: Case Studies on Project Goal Setting, Success Evaluation and Managerial Decision Making

The objective of the thesis is to structure and model the factors that contribute to and can be used in evaluating project success. The purpose of this thesis is to enhance the understanding of three research topics. The goal setting process, success evaluation and decision-making process are studied in the context of a project, business unitand its business environment. To achieve the objective three research questionsare posed. These are 1) how to set measurable project goals, 2) how to evaluateproject success and 3) how to affect project success with managerial decisions.The main theoretical contribution comes from deriving a synthesis of these research topics which have mostly been discussed apart from each other in prior research. The research strategy of the study has features from at least the constructive, nomothetical, and decision-oriented research approaches. This strategy guides the theoretical and empirical part of the study. Relevant concepts and a framework are composed on the basis of the prior research contributions within the problem area. A literature review is used to derive constructs of factors withinthe framework. They are related to project goal setting, success evaluation, and decision making. On the basis of this, the case study method is applied to complement the framework. The empirical data includes one product development program, three construction projects, as well as one organization development, hardware/software, and marketing project in their contexts. In two of the case studiesthe analytic hierarchy process is used to formulate a hierarchical model that returns a numerical evaluation of the degree of project success. It has its origin in the solution idea which in turn has its foundation in the notion of projectsuccess. The achieved results are condensed in the form of a process model thatintegrates project goal setting, success evaluation and decision making. The process of project goal setting is analysed as a part of an open system that includes a project, the business unit and its competitive environment. Four main constructs of factors are suggested. First, the project characteristics and requirements are clarified. The second and the third construct comprise the components of client/market segment attractiveness and sources of competitive advantage. Together they determine the competitive position of a business unit. Fourth, the relevant goals and the situation of a business unit are clarified to stress their contribution to the project goals. Empirical evidence is gained on the exploitation of increased knowledge and on the reaction to changes in the business environment during a project to ensure project success. The relevance of a successful project to a company or a business unit tends to increase the higher the reference level of project goals is set. However, normal performance or sometimes performance below this normal level is intentionally accepted. Success measures make project success quantifiable. There are result-oriented, process-oriented and resource-oriented success measures. The study also links result measurements to enablers that portray the key processes. The success measures can be classified into success domains determining the areas on which success is assessed. Empiricalevidence is gained on six success domains: strategy, project implementation, product, stakeholder relationships, learning situation and company functions. However, some project goals, like safety, can be assessed using success measures that belong to two success domains. For example a safety index is used for assessing occupational safety during a project, which is related to project implementation. Product safety requirements, in turn, are connected to the product characteristics and thus to the product-related success domain. Strategic success measures can be used to weave the project phases together. Empirical evidence on their static nature is gained. In order-oriented projects the project phases are oftencontractually divided into different suppliers or contractors. A project from the supplier's perspective can represent only a part of the ¿whole project¿ viewed from the client's perspective. Therefore static success measures are mostly used within the contractually agreed project scope and duration. Proof is also acquired on the dynamic use of operational success measures. They help to focus on the key issues during each project phase. Furthermore, it is shown that the original success domains and success measures, their weights and target values can change dynamically. New success measures can replace the old ones to correspond better with the emphasis of the particular project phase. This adjustment concentrates on the key decision milestones. As a conclusion, the study suggests a combination of static and dynamic success measures. Their linkage to an incentive system can make the project management proactive, enable fast feedback and enhancethe motivation of the personnel. It is argued that the sequence of effective decisions is closely linked to the dynamic control of project success. According to the used definition, effective decisions aim at adequate decision quality and decision implementation. The findings support that project managers construct and use a chain of key decision milestones to evaluate and affect success during aproject. These milestones can be seen as a part of the business processes. Different managers prioritise the key decision milestones to a varying degree. Divergent managerial perspectives, power, responsibilities and involvement during a project offer some explanation for this. Finally, the study introduces the use ofHard Gate and Soft Gate decision milestones. The managers may use the former milestones to provide decision support on result measurements and ad hoc critical conditions. In the latter milestones they may make intermediate success evaluation also on the basis of other types of success measures, like process and resource measures.

Go-to-market strategy with pharmacies

The purpose of the research is to develop a go-to-market strategy with pharmacies. As it was agreed with the client of the study, Reckitt Benckiser, the focus is solely on non-prescription products. Therefore, prescription medicines are not considered in the study. The main objective of the research is to clarify consumer and pharmacy personnel behavior concerning non-prescription products. These issues are observed with surveys, which are provided to consumers and pharmacy personnel. The go-to-market strategy is based on the survey results and is comprised by utilizing the marketing-mix model. Legislation and the present state & trends are additional minor research problems of the study. The results of the research provide many descriptive insights about consumer and pharmacy personnel behavior. It is concluded that the consumers’ level of involvement with non-prescription products is low and the type of behavior is habitual. It is also demonstrated that several decision-making criteria are very different among different age groups and genders. Concerning pharmacy personnel, the factors that they base their product recommendations are revealed. In addition, the sources of medicine information for both consumers and pharmacy personnel are found out.

Market Orientation in Rapidly Internationalizing Small Companies — Evidence from the Software Industry

For more than a decade, researchers have been aware of the increased pace of small-firm internationalization and the greater effect of these rapidly growing small businesses on the wealth, international trade, and job-creation opportunities of countries. Due to the small size of the home market, Finnish companies have been generally considered highly interested in internationalization. One particular domain in which rapid internationalization has been considered feasible is the global software business, with its knowledge-intensive nature and high growth potential. However, over time the failure rate of small entrepreneurial firms has remained especially high in high-technology markets. One of the reasons for this seems to lie in the fact that these companies are often formed by people with a strong technological background but limited competences in other areas. Further, research on the marketing capabilities of rapidly internationalizing high-tech firms has been scarce thus far. In addition, while there is much research on the first years of operations of rapidly internationalizing companies, it is not well known what becomes of them later on. Therefore, there is a need for more investigation into the managerial mindset, competences and decision-making in these small companies, especially from the perspective of how they acquire and exploit market knowledge, and enhance their networking capabilities in order to promote international expansion. The present study focuses on market orientation in small software firms that internationalize their operations rapidly in global software markets. It builds on qualitative data to illustrate how these companies develop their market-oriented product-market strategies during the process of increasing international commitment. It also shows how they manage their network relationships in order to be able to offer better customer service and to thrive in the fierce global competition. The study was conducted in the empirical context of Finnish small software companies, and the main data consists of interviews with top managers in these businesses. The interviews were designed to cover a minimum period of five years of the company's international operations, thus offering a retrospective in-depth perspective on market orientation, internationalization and partnerships in the given context. One particular focus is on less successfully internationalized software companies, and the challenges they face when approaching international markets. This study makes a significant contribution to the literature on market orientation for several reasons. First, building on data from the software industry, it clarifies the existing theory in the context of rapid internationalization and network relationships. Secondly, it provides a good body of evidence on market orientation in both successfully and less successfully internationalized companies, and identifies the key related differences between the two company groups. Thirdly, it highlights the importance of inter-firm networks in the rapid internationalization of small software firms, providing companies with important market knowledge and, in some cases, management challenges. Fourthly, this investigation clarifies market orientation in the context of different software-product strategies, thus, combining the perspectives of market orientation in both manufacturing and services. In sum, the results of the study are significant for both small software firms and public-policy makers since they shed light on the market-oriented managerial mindset and the market-information gathering and sharing processes that are needed in successful rapid internationalization.

Prognosis of after spot volumes at the Scandinavian electricity market

The Thesis is dedicated to development of an operative tool to support decision making in after spot trading on the Nordic electricity market. The basics of the Nordic electricity market, trading mechanisms on the spot and after spot markets are presented in the Thesis. Mathematical equations that describe electricity balance condition in the power system are offered. The main driving factors that impact deviation of actual electricity balance from the scheduled one (object) in the power system have been explored and mathematically defined. The behavioral model of the object and principal trends in change of state of the object under an impact of the driving factors are determined with the help of regression analysis made in Microsoft Office Excel. The behavioral model gives an indication for the total regulation volume (Elbas trades volume, volume of regulation market, balance power) for a certain hour that serves as the base input in estimating prices on the after spot markets. Proposals for development of methodologies of forecasting the after spot electricity prices are offered.

Esimiehen ydinkompetenssit tuloksen ja työtyytyväisyyden selittäjänä – Case S-market

Työn tarkoituksena on kehittää suorittavalle esimiestasolle työkalu, millä voidaan mitata esimiehen kompetensseja. S-market esimiehen ydinosaamiset työssä jakautuvat kahteen kokonaisuuteen vuorovaikutus- ja ketjuyksikön johtamiseen. Työn tavoitteena on myös tarkastella millä esimiehen ydinosaamisella on merkitystä työtyytyväisyyteen ja yrityksen tulokseen. Tutkimus on kvantitatiivinen ja sen aineisto on verkkokyselylomakkeen avulla kerätystä 129 vastauksesta. Verkkokyselylomakkeen väittämät ovat rakennettu esimiestyön kompetensseista, jotka pohjautuvat tutkielman teoriaan. Verkkokyselyn, työtyytyväisyyden ja tuloksen lukuarvot on analysoitu tilastollisella tulostenkäsittelyohjelmalla, SPSS:llä. Työtyytyväisyystulokset ovat koottu tutkimukseen osallistuneen viidentoista S-marketin työtyytyväisyystutkimuksen tuloksista vuodelta 2008. Tuloksen mittareina tutkielmassa on käytetty samojen S-markettien työtehokkuutta ja toimintakateprosenttia vuodelta 2008. Työn tulokset vahvistivat sen, että esimiestyöllä on suora syy-seuraussuhde työtyytyväisyyteen ja tuloksellisuuteen. Tutkimustuloksien perusteella esimieskäyttämisen vaikutus työtyytyväisyyden kokemiseen on vahva. Hyvällä vuorovaikutusjohtamisella tuloksien perusteella oli vaikutusta työtyytyväisyyteen. Tuloksista kävi ilmi, että työtyytyväisyyteen esimiehen kompetensseista eniten vaikuttivat yksilöllinen huomiointi, tavoitteisiin kannustaminen ja motivointi sekä asiakaslähtöisyys. Tuloksen mittareihin eniten vaikutti tulos- ja tavoitejohtaminen. Tuloksellisuuteen vaikuttavat tutkimuksen mukaan esimiehen jämäkkä ja vaativa tavoitteisiin ohjaava toiminta sekä päätöksenteko ja organisointikyky. Tarkempien ja täsmällisimpien S-market esimiehen kompetenssien löytämiseksi kehitysehdotuksena tutkielmassa on laajemman tutkimusaineiston käsittely neljän faktorin avulla.

Making Sense of Software Product Requirements

One of the most crucial tasks for a company offering a software product is to decide what new features should be implemented in the product’s forthcoming versions. Yet, existing studies show that this is also a task with which many companies are struggling. This problem has been claimed to be ambiguous and changing. There are better or worse solutions to the problem, but no optimal one. Furthermore, the criteria determining the success of the solution keeps changing due to continuously changing competition, technologies and market needs. This thesis seeks to gain a deeper understanding of the challenges that companies have reportedly faced in determining the requirements for their forthcoming product versions. To this end, product management related activities are explored in seven companies. Following grounded theory approach, the thesis conducts four iterations of data analysis, where each of the iterations goes beyond the previous one. The thesis results in a theory proposal intended to 1) describe the essential characteristics of organizations’ product management challenges, 2) explain the origins of the perceived challenges and 3) suggest strategies to alleviate the perceived challenges. The thesis concludes that current product management approaches are becoming inadequate to deal with challenges that have multiple and conflicting interpretations, different value orientations, unclear goals, contradictions and paradoxes. This inadequacy continues to increase until current beliefs and assumptions about the product management challenges are questioned and a new paradigm for dealing with the challenges is adopted.

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.

On advancing business intelligence in the electricity retail market

In recent decades, business intelligence (BI) has gained momentum in real-world practice. At the same time, business intelligence has evolved as an important research subject of Information Systems (IS) within the decision support domain. Today’s growing competitive pressure in business has led to increased needs for real-time analytics, i.e., so called real-time BI or operational BI. This is especially true with respect to the electricity production, transmission, distribution, and retail business since the law of physics determines that electricity as a commodity is nearly impossible to be stored economically, and therefore demand-supply needs to be constantly in balance. The current power sector is subject to complex changes, innovation opportunities, and technical and regulatory constraints. These range from low carbon transition, renewable energy sources (RES) development, market design to new technologies (e.g., smart metering, smart grids, electric vehicles, etc.), and new independent power producers (e.g., commercial buildings or households with rooftop solar panel installments, a.k.a. Distributed Generation). Among them, the ongoing deployment of Advanced Metering Infrastructure (AMI) has profound impacts on the electricity retail market. From the view point of BI research, the AMI is enabling real-time or near real-time analytics in the electricity retail business. Following Design Science Research (DSR) paradigm in the IS field, this research presents four aspects of BI for efficient pricing in a competitive electricity retail market: (i) visual data-mining based descriptive analytics, namely electricity consumption profiling, for pricing decision-making support; (ii) real-time BI enterprise architecture for enhancing management’s capacity on real-time decision-making; (iii) prescriptive analytics through agent-based modeling for price-responsive demand simulation; (iv) visual data-mining application for electricity distribution benchmarking. Even though this study is from the perspective of the European electricity industry, particularly focused on Finland and Estonia, the BI approaches investigated can: (i) provide managerial implications to support the utility’s pricing decision-making; (ii) add empirical knowledge to the landscape of BI research; (iii) be transferred to a wide body of practice in the power sector and BI research community.

The Effect of Plant Closures on Market Value: Empirical Evidence from Pulp and Paper Industry 2004-2012

The aim of this study was to research how plant closure announcements affect the market value of the largest pulp and paper industry companies in the world. Also the effect of announcements on competitors was researched and whether the location of plants, timing, reasons for the closures, and characteristics of the closing firms and competitors have an impact on the results. The overall sample included 57 events in the years 2004-2012 and event study was used as a research method. Main theories were signaling theory and spillover effect. According to empirical results, investors consider plant closure announcements as a positive signal for market value. The spillover effect on competitors was, on average, positive and characteristics of the firms and closures had an effect on the results. Furthermore, the market generally predicted the closures and overreacted to them on the announcement day and after it. It is possible for corporate management and investors to learn from the results and use them as support for their decision making.

Co-creating value with customers as a new approach of entering new market

Global trends associated with development of information technology, globalization, industrial and economic changes are influencing on company and customer domains and thus transforming company-customer relationship. The company centric paradigm with a strong product focus shifts to a customer oriented one with a strong emphasis on customer collaboration. As a result, the customer role changes from a passive observer to an active player. Moreover, global trends contribute to transformation of competitive environment making it tougher and simplifying an access to resources previously considered as unique. All that factors push the companies towards cooperation with customers in order to identify unarticulated needs and finding the best possible solution to existing customer problems. The Master’s Thesis is done for Outotec (Lappeenranta) which considers extension of dewatering business in Russian coal market. Research aims to identify key features of coal preparation and dewatering of fine coal and tailings in Russian preparation plants; analyze the state of Russian coal market and evaluate market potential for Outotec dewatering solutions. The study has a qualitative nature and implements an action research methodology that involves both creation of knowledge and introduction of changes into the system. The base for taking actions is formed by theoretical framework that targets on describing company - customer interaction and has selected co-creation as the most appropriate method of customer involvement. The integration of co-creation approach into an action research cycle allows not only fulfilling the research objectives but also facilitates organizational learning and intraorganizational collaboration, assists in establishing customer contacts and making the first steps into the market, bringing new joint projects to the company and opening real business opportunities.

Building a Roadmap for a Market Intelligence function in a Global B2B company

Tämän diplomityötutkimuksen tarkoituksena on luoda markkinaälyyn (MI) erikoistunut funktio suurelle, globaalisti toimivalle B2B-yritykselle. Tämän päivän muut-tuvilla markkinoilla, teollisuusyrityksen on oltava markkinalähtöinen selviytyäkseen. Markkinatiedon tehokas hyödyntäminen ei pelkästään luo tietoa markkinoista, vaan tuottaa kilpailukykyistä tietoa ja toimii strategisen päätöksenteon tukena pitkällä aikavälillä. Tämä tutkimus on kvalitatiivinen toimintatutkimus, joka sisältää kirjallisuuskat-sauksen, yritystapaustutkimuksen sekä syväanalyysin yrityksen MI-ympäristöstä. Kirjallisuuskatsaus pitää sisällään teoriaa liittyen markkinaälyyn useassa eri kon-tekstissa, asiakassuhteeseen, sekä prosessinmallintamiseen. Empiiriseen osaa seuraa tutkimusmenetelmäkappale, joka sisältää kaksivaiheisen tutkimuksen mukaan lu-kien 20 päällikkötason haastattelua sekä yhden laaja-alaisen työryhmätapaamisen. Työn tuloksena syntyy kolmivaiheinen tiekartta, jonka tarkoitus on toimia pohjana uuden MI-funktion rakentamiselle Case-yrityksessä. Tuloksen mukaan MI-funktio tulisi sijoittaa yrityksen asiakasrajapintaan sekä tukea yksiköiden välistä integraa-tiota. Markkinaälyn jakaminen yrityksen sisällä vaatii käytäntöjen, tarpeiden ja ta-voitteiden systemaattista viestintää eri organisaatiotasoille, jotta yritys voi edelleen saada asiakkaalta tarpeeseen vastaavaa tietoa. Viestintä yrityksen ja asiakkaan välil-lä on oltava molemminpuolista, jotta tulokset voisivat parantaa asiakassuhdetta. Kun asiakassuhde paranee, yritys voi oppia asiakkaalta arvokasta tietoa, markkinaälyä.