Opinion Mining

In this thesis we study the field of opinion mining by giving a comprehensive review of the available research that has been done in this topic. Also using this available knowledge we present a case study of a multilevel opinion mining system for a student organization's sales management system. We describe the field of opinion mining by discussing its historical roots, its motivations and applications as well as the different scientific approaches that have been used to solve this challenging problem of mining opinions. To deal with this huge subfield of natural language processing, we first give an abstraction of the problem of opinion mining and describe the theoretical frameworks that are available for dealing with appraisal language. Then we discuss the relation between opinion mining and computational linguistics which is a crucial pre-processing step for the accuracy of the subsequent steps of opinion mining. The second part of our thesis deals with the semantics of opinions where we describe the different ways used to collect lists of opinion words as well as the methods and techniques available for extracting knowledge from opinions present in unstructured textual data. In the part about collecting lists of opinion words we describe manual, semi manual and automatic ways to do so and give a review of the available lists that are used as gold standards in opinion mining research. For the methods and techniques of opinion mining we divide the task into three levels that are the document, sentence and feature level. The techniques that are presented in the document and sentence level are divided into supervised and unsupervised approaches that are used to determine the subjectivity and polarity of texts and sentences at these levels of analysis. At the feature level we give a description of the techniques available for finding the opinion targets, the polarity of the opinions about these opinion targets and the opinion holders. Also at the feature level we discuss the various ways to summarize and visualize the results of this level of analysis. In the third part of our thesis we present a case study of a sales management system that uses free form text and that can benefit from an opinion mining system. Using the knowledge gathered in the review of this field we provide a theoretical multi level opinion mining system (MLOM) that can perform most of the tasks needed from an opinion mining system. Based on the previous research we give some hints that many of the laborious market research tasks that are done by the sales force, which uses this sales management system, can improve their insight about their partners and by that increase the quality of their sales services and their overall results.

Role of references in international industrial marketing : a theory-building case study about supplier’s processes of utilizing references

Scientific studies regarding specifically references do not seem to exist. However, the utilization of references is an important practice for many companies involved in industrial marketing. The purpose of the study is to increase the understanding about the utilization of references in international industrial marketing in order to contribute to the development of a theory of reference behavior. Specifically, the modes of reference usage in industry, the factors affecting a supplier's reference behavior, and the question how references are actually utilized, are explored in the study. Due to the explorative nature of the study, a research design was followed where theory and empirical studies alternated. An Exploratory Framework was developed to guide a pilot case study that resulted in Framework 1. Results of the pilot study guided an expanded literature review that was used to develop first a Structural Framework and a Process Framework which were combined in Framework 2. Then, the second empirical phase of the case study was conducted in the same (pilot) case company. In this phase, Decision Systems Analysis (DSA) was used as the analysis method. The DSA procedure consists of three interviewing waves: initial interviews, reinterviews, and validating interviews. Four reference decision processes were identified, described and analyzed in the form of flowchart descriptions. The flowchart descriptions were used to explore new constructs and to develop new propositions to develop Framework 2 further. The quality of the study was ascertained by many actions in both empirical parts of the study. The construct validity of the study was ascertained by using multiple sources of evidence and by asking the key informant to review the pilot case report. The DSA method itself includes procedures assuring validity. Because of the choice to conduct a single case study, external validity was not even pursued. High reliability was pursued through detailed documentation and thorough reporting of evidence. It was concluded that the core of the concept of reference is a customer relationship regardless of the concrete forms a reference might take in its utilization. Depending on various contingencies, references might have various tasks inside the four roles of increasing 1) efficiency of sales and sales management, 2) efficiency of the business, 3) effectiveness of marketing activities, and 4) effectiveness in establishing, maintaining and enhancing customer relationships. Thus, references have not only external but internal tasks as well. A supplier's reference behavior might be affected by many hierarchical conditions. Additionally, the empirical study showed that the supplier can utilize its references as a continuous, all pervasive decision making process through various practices. The process includes both individual and unstructured decision making subprocesses. The proposed concept of reference can be used to guide a reference policy recommendable for companies for which the utilization of references is important. The significance of the study is threefold: proposing the concept of reference, developing a framework of a supplier's reference behavior and its short term process of utilizing references, and conceptual structuring of an unstructured and in industrial marketing important phenomenon to four roles.

Creating a customer profitability accounting model

Customer profitability accounting is a well-researched topic in the academic field, and it has been proved to posses rather undisputable benefits. However, the calculation of the customer profitabilities can be challenging, therefore the usage of the accounting is not self-explanatory in organizations. The aim of this study was to create a customer profitability accounting model for a wholesales unit in the case company to function as a sales management tool. The literature review of the study presents certain fundamental issues related to customer profitability accounting, in addition a theoretical framework for accounting model design is provided. The creation of the model was commenced by setting the requirements for it and examining the foundation of the model design, which consisted of for instance price setting and cost structure of products. This was followed by selecting approaches to the creation of the model. The result of the study was an accounting model, for which a determination of included revenues and costs was executed, along with the formulation of an allocation criteria of the costs. Lastly, the customer profitabilities were calculated in accordance with the accounting principles and the calculation logic of the model. The attained figures proved the model to provide an appropriate solution for obtaining the customer profitabilities and thus to use the accounting information as a sales management tool in for instance decision making and negotiation situations.

Myynninjohtamisjärjestelmän tehokkuus tietojohtamisen näkökulmasta, case Nordea Pankki Suomi Oyj

Pro gradu -tutkielman tavoitteena on kuvata Nordea Pankki Suomi Oyj:n myynninjohtamisjärjestelmän keskeisiä käytäntöjä tietojohtamisen näkökulmasta ja selvittää konttoreissa suoritetun kyselytutkimuksen tulosten tilastollisella analyysilla millainen korrelaatio näillä käytännöillä on myyntituloksiin. Teoreettisena viitekehyksenä on tietojohtamisen näkökulma. Kirjallisuuskatsauksessa esitellään myynninjohtamisen kannalta relevantteja tietojoh-tamisen käytäntöjä ja kytketään tietojohtaminen Nordean myynninjohtamisen käytäntöihin. Empiirisessä osuudessa myyntiä mitattiin eri tuotteista ja tuoteryhmistä muodostuvalla myynti-indeksillä. Myynnin johtamisen käytäntöjä selvitettiin Nordean Suomessa työskenteleville henkilökohtaisille pankkineuvojille lähetetyllä kyselyllä. Analyysissä selvitettiin henkilökohtaisten pankkineuvojen arvioimien myynnin johtamiskäytäntöjen ja myynti-indeksin välistä korrelaatioita. Hypoteeseina oli, että myyntitulokset ovat sitä parempia mitä systemaattisemmin myynninjohtamisen käytäntöjä konttorissa sovelletaan ja mitä posi-tiivisemmin niihin suhtaudutaan. Tulokset osittain vahvistivat hypoteeseja. Korrelaatiot ovat varsin pieniä, mutta niistä osa erittäin merkitsevällä varmuudella luotettavia. Myös pieniä negatiivisia korrelaatioita löytyi. Osa käytännöistä on niin laajassa käytössä, että ne eivät pysty selittämään myyntitulosten eroja. Tämän tutkimuksen perusteella ei kuitenkaan voida sulkea pois mahdollisuutta, että kyseiset käytännöt ovat välttämättömiä, mutta eivät riittäviä edellytyksiä hyville myyntituloksille.

Actively crafting customer value or merely representing a solution? Linking value-based selling to salesperson performance

Value-based selling is a salesperson behavioral mode which concentrates on generating superior customer value. Although service dominant logic emphasizes customer value as a central tenet for achieving strategic objectives, sales management literature has predominantly circumvented the subject matter of customer value. The purpose of this thesis is to demonstrate the distinctiveness and positive sales performance outcomes of value-based selling. Additionally, performance outcomes of value-based selling are contrasted with other key sales behaviors, selling skills and motivational orientations. As a part of this thesis, large-scale survey of 730 respondents was collected. The survey was tailored for the needs of a value-based selling research group led by Ph.D. Harri Terho. The research group used convenience sampling to select the salespeople of 25 medium- and large-scale companies in Finland which currently either practice value-based selling or consider developing these activities. This thesis contains three key findings: value-based selling is established as a distinct sales behavior, it relates directly and positively to salesperson performance and it explains the link between customer-oriented selling and salesperson performance. Value-based selling relates to salesperson performance especially in the following GICS-sectors: energy, industrials and materials. However, relationship selling relates to performance strongest in the energy sector and adaptive selling in industrials sector. In sum, it is evident that actively crafting customer value is a successful sales behavior in many business-to-business marketing environments while other sales behaviors, excluding customer-oriented selling, still uphold their significance.

Service Productization and Product Servitization in The Contract Manufacturing Company

The role of contract manufacturing and subcontracting has been seen in black and white in product and service point of view. It used to be seen either as a product or a service. In the thesis product-service system, offering combining products and services, was discussed. Theory was created from two perspectives; Service productization via Business Model generation and product servitization via New Service Development process. Target for the case study was to point out new ways of service thinking and ways for changing business environment in contract manufacturing, especially in customer satisfaction and profitability point of view. The case study is following the New Service Development process phases. First ideas were collected from literature and via sales management interviews. Service offering and tool for service requirement evaluation was created. Last financial results of example service scenarios were calculated. It is recommended to take service offering into internal use and further develop it into modular service model. It is also recommended to take created customer service requirement evaluation tool into use for capturing customer service needs but also for communicating those internally.

Myyntiprosessin tehostaminen asiakasarvoanalyysin avulla

Tässä diplomityössä kehitettiin Suomen Teollisuusosa Oy:n materiaalinhallinnan palvelulle asiakasarvon analysointityökalu palvelun myyntiä helpottamaan ja toisaalta palvelun eri elementtien arvon mittaamiseen. Keskeisenä kysymyksenä on palvelun hyötyjen tunnistaminen asiakkaan kontekstissa ja näiden hyötyjen rahallisen arvon selvittäminen. Työkalulle tunnistettiin vaatimuksia myynnin hallinnan teoriasta sekä käytännön näkökulmasta toimeksiantajan avainhenkilöitä haastattelemalla. Palvelun hyötyjen tunnistamiseen käytettiin asiakasarvon ja toimitusketjun hallinnan teoriaa sekä toimeksiantajan asiantuntijoiden ja asiakkaiden haastatteluja. Kohteena olleen palvelun asiakasarvon analysointityökalun lisäksi työn puitteissa kehitettiin simulointityökalu palvelun sisältämän laitteiston kapasiteetin riittävyyden analysointiin suhteessa asiakkaan prosessin tarpeeseen.

Myyntiprosessin kehittäminen logistiikkapalveluyrityksessä

Tämä diplomityö on toteutettu HUB logistics Oy:lle ja se keskittyy yrityksen myyntiprosessin kehittämiseen. Tutkimuksen tavoitteena on selvittää millaisilla myynnin johtamisen keinoilla ja myyntiprosessin vaiheilla voidaan tehokkaasti toteuttaa yrityksen myyntiä. Tutkimus keskittyy myynnin suunnitteluun, tavoit- teiden asettamiseen ja niiden mittaamiseen sekä seurantaan. Tutkimuksessa huomioidaan myyntiorganisaation rakenne sekä myyntiprosessin eri vaiheet. Näiden näkökulmien lisäksi tärkeänä teemana on myös lean-ajattelun hyödyn- täminen myyntiprosessin kehittämisessä. Kohdeyrityksestä on kerätty tietoa toteuttamalla haastatteluita myyntiorganisaatiossa mukana oleville henkilöille. Tutkimuksen tuloksena saatiin, että myyntiprosessin toiminnalla ja tehokkuu- della on merkittävä rooli koko yrityksen toiminnan kannalta. Myynnin käytän- nön tekeminen on sidottu vahvasti yrityksen strategisiin tavoitteisiin ja niiden tulokset vaikuttavat tavoitteiden onnistumiseen. Myyntiprosessi on raskas ja vaatii usein paljon resursseja. Resurssien tehokkaalla käytöllä ja prosessin vai- heita parantamalla voidaan saavuttaa mittavia säästöjä. Toisaalta vähintään yhtä tärkeää on ymmärtää myyntiprosessin sisältämät hukat. Niiden poistamisella ja keskittymisellä asiakkaalle luotavaan arvoon saadaan jatkuvan kehittämisen kautta yhä sujuvampi ja tehokkaampi myyntiprosessi yrityksen käyttöön.

Towards a contextual understanding of B2B salespeople's selling competencies – An exploratory study among purchasing decision-makers of internationally-oriented technology firms

ABSTRACT Towards a contextual understanding of B2B salespeople’s selling competencies − an exploratory study among purchasing decision-makers of internationally-oriented technology firms The characteristics of modern selling can be classified as follows: customer retention and loyalty targets, database and knowledge management, customer relationship management, marketing activities, problem solving and system selling, and satisfying needs and creating value. For salespeople to be successful in this environment, they need a wide range of competencies. Salespeople’s selling skills are well documented in seller side literature through quantitative methods, but the knowledge, skills and competencies from the buyer’s perspective are under-researched. The existing research on selling competencies should be broadened and updated through a qualitative research perspective due to the dynamic nature and the contextual dependence of selling competencies. The purpose of the study is to increase understanding of the professional salesperson’s selling competencies from the industrial purchasing decision- makers’ viewpoint within the relationship selling context. In this study, competencies are defined as sales-related knowledge and skills. The scope of the study includes goods, materials and services managed by a company’s purchasing function and used by an organization on a daily basis. The abductive approach and ‘systematic combining’ have been applied as a research strategy. In this research, data were generated through semi- structured, person-to-person interviews and open-ended questions. The study was conducted among purchasing decision-makers in the technology industry in Finland. The branches consisted of the electronics and electro-technical industries and the mechanical engineering and metals industries. A total of 30 companies and one purchasing decision-maker from each company were purposively chosen for the sampling. The sample covers different company sizes based on their revenues, their differing structures – varying from public to family companies –that represent domestic and international ownerships. Before analyzing the data, they were organized by the purchasing orientations of the buyers: the buying, procurement or supply management orientation. Thematic analysis was chosen as the analysis method. After analyzing the data, the results were contrasted with the theory. There was a continuous interaction between the empirical data and the theory. Based on the findings, a total of 19 major knowledge and skills were identified from the buyers’ perspective. The specific knowledge and skills from the viewpoint of customers’ prevalent purchasing orientations were divided into two categories, generic and contextual. The generic knowledge and skills apply to all purchasing orientations, and the contextual knowledge and skills depend on customers’ prevalent purchasing orientations. Generic knowledge and skills relate to price setting, negotiation, communication and interaction skills, while contextual ones relate to knowledge brokering, ability to present solutions and relationship skills. Buying-oriented buyers value salespeople who are ‘action oriented experts, however at a bit of an arm’s length’, procurement buyers value salespeople who are ‘experts deeply dedicated to the customer and fostering the relationship’ and supply management buyers value salespeople who are ‘corporate-oriented experts’. In addition, the buyer’s perceptions on knowledge and selling skills differ from the seller’s ones. The buyer side emphasizes managing the subject matter, consisting of the expertise, understanding the customers’ business and needs, creating a customized solution and creating value, reliability and an ability to build long-term relationships, while the seller side emphasizes communica- tion, interaction and salesmanship skills. The study integrates the selling skills of the current three-component model− technical knowledge, salesmanship skills, interpersonal skills− and relationship skills and purchasing orientations, into a selling competency model. The findings deepen and update the content of these knowledges and skills in the B2B setting and create new insights into them from the buyer’s perspective, and thus the study increases contextual understanding of selling competencies. It generates new knowledge of the salesperson’s competencies for the relationship selling and personal selling and sales management literature. It also adds knowledge of the buying orientations to the buying behavior literature. The findings challenge sales management to perceive salespeople’s selling skills both from a contingency and competence perspective. The study has several managerial implications: it increases understanding of what the critical selling knowledge and skills from the buyer’s point of view are, understanding of how salespeople effectively implement the relationship marketing concept, sales management’s knowledge of how to manage the sales process more effectively and efficiently, and the knowledge of how sales management should develop a salesperson’s selling competencies when managing and developing the sales force. Keywords: selling competencies, knowledge, selling skills, relationship skills, purchasing orientations, B2B selling, abductive approach, technology firms

Business process re-engineering -menetelmät myyntiprosessin tehokkuuden parantamisessa (Case-yritys)

Tämän Pro Gradu-tutkielman tavoite on tutkia Business Process Re-engineering menetelmiä myyntiprosessien tehostamisessa. Tutkimuksen teoreettinen viiteke-hys rakentuu myynninjohtamisen, myyntiprosessien ja Business Process Mana-gementin ja Business Process Re-enineeringin ympärille. IT-järjestelmät ovat myös oleellinen osa-alue tutkimuksen kannalta ja niiden osuutta kuvataan niin myyntiprosesseissa kuin Business Process Re-engineering -menetelmien yhtey-dessä. Tutkielmassa perehdytään aikaisempaan tutkimusmateriaaliin ja akateemiseen kirjallisuuteen yllämainituilla osa-alueilla. Tavoitteena on löytää aikaisempia tutki-muksia myyntiprosessien tehostamisesta ja BPR:n roolista näissä tapauksissa. Myös myynninjohtamisen vaikutusta tehokkaaseen myyntiprosessiin tutkitaan, kuten myös IT-järjestelmien erilaisia rooleja tehokkaissa myyntiprosesseissa. Tutkielman empiirinen osio on kvalitatiivinen Case-tutkimus eräässä rahoitusalan yrityksessä. Tutkimus tehdään haastattelemalla myyntihenkilöstöä ja esimiehiä. Lisäksi analysoidaan yrityksen myyntiprosessiin liittyvää muuta materiaalia. Case-tutkimuksen tuloksia peilataan aiempaan akateemiseen tutkimukseen ja tuloksista pyritään löytämään ratkaisuja, miten BPR -menetelmillä voidaan tehostaa yrityksen myyntiprosessia.

Efectividad en las redes empresariales

Este estudio tiene como objetivo identificar cuáles son las variables que repercuten en la efectividad de las redes empresariales. Esto, con base en la búsqueda de literatura existente de la efectividad en equipos, en organizaciones y en las redes interorganizacionales, así como el análisis de modelos y estudios empíricos que permitieron el análisis. De acuerdo con la búsqueda, se encontró que variables como la estructura de la red, la estabilidad del sistema, el compromiso de los empleados en cada una de las organizaciones que hacen parte de la red, la confianza dentro de la red, la transferencia de conocimiento y la apertura del sistema son las variables que en conclusión, mostraron ser buenas predictoras de efectividad dentro de las redes empresariales.

Utilidad de la relación estratégica comunitaria y el marketing en el sector de bebidas alcohólicas

El estudio busca demostrar la utilidad que tiene la relación estratégica comunitaria en el sector de bebidas alcohólicas en Colombia y cómo la utilizan a través del marketing. Cómo estas funcionan en el sector y si las organizaciones las están aplicando; si lo hacen qué tipo de estrategias emplean para adentrarse y relacionarse con su entorno. Se identifica la efectividad de estas estrategias; si en realidad están promoviendo el desarrollo de la comunidad como el de la organización y paso a seguir se describen las características de esta en el sector objetivo. Se utilizan metodologías tanto cuantitativas como cualitativas para la investigación y análisis de caso analizando la información correspondiente para así poder reseñar y describir los modelos que se utilizan en el sector.

Previsão de vendas para uma indústria de equipamentos pesados: seleção de técnicas e análise

The continuous advance of the Brazilian economy and increased competition in the heavy equipment market, increasingly point to the need for accurate sales forecasting processes, which allow an optimized strategic planning and therefore better overall results. In this manner, we found that the sales forecasting process deserves to be studied and understood, since it has a key role in corporate strategic planning. Accurate forecasting methods enable direction of companies to circumvent the management difficulties and the variations of finished goods inventory, which make companies more competitive. By analyzing the stages of the sales forecasting it was possible to observe that this process is methodical, bureaucratic and demands a lot of training for their managers and professionals. In this paper we applied the modeling method and the selecting process which has been done for Armstrong to select the most appropriate technique for two products of a heavy equipment industry and it has been through this method that the triple exponential smoothing technique has been chosen for both products. The results obtained by prediction with the triple exponential smoothing technique were better than forecasts prepared by the industry experts

A model of service performance enhancement:the role of transactional and transformational leadership

This paper is concerned with the ways in which transactional and transformational leadership styles can improve the service performance of front-line staff. Past literature on services marketing has indicated the importance of leadership but has largely ignored the parallel literature in which leadership styles have been conceptualized and operationalized (e.g., sales management, organizational psychology). This paper seeks to build upon existing services marketing theory by introducing the role of leadership styles in enhancing service performance. Consequently, a conceptual framework of the effect of transactional and transformational leadership styles on service performance, anchored in a crossdisciplinary literature review, is developed. Managerial implications and future research directions are also discussed.

Enhancing service performance through transformational and transactional leadership styles

This paper is concerned with the effects that leadership styles can have upon service performance of front-line staff. Past literature on services marketing has indicated the importance of leadership but has largely ignored the parallel literature in which leadership styles have been conceptualized and operationalized (e.g., sales management, organizational psychology). Consequently, this paper develops a conceptual framework of the effect of leadership styles on service performance anchored in a cross-disciplinary literature review. Specific hypotheses are proposed and future research directions are presented.