Análisis del modelo RFM según el método convencional y el método de las 2-Tuplas

En el siguiente Trabajo de Fin de Máster se pone en práctica la Minería de Datos (Data Mining), llevando a cabo una investigación de CRM (Customer Relationship Management) en la cual se analizan los comportamientos de compra de los clientes de una empresa que comercializa solo por internet (online). Este negocio es de origen español y mediante estos análisis podremos saber principalmente cuántos tipos de clientes posee y cómo son sus hábitos de compra para poder clasificarlos. Para ello, utilizaremos la segmentación RFM (Recency, Frequency, Monetary) que la calcularemos mediante dos metodologías muy importantes que son el Método Convencional y el Método de las 2-Tuplas. En el primer método realizaremos una clasificación numérica mediante quintiles que se numerarán de 1 a 5 tanto para la Recencia, la Frecuencia y el Valor Monetario, con los que podremos determinar el comportamiento de compra de cada cliente. En el segundo método veremos otra clasificación de los clientes más precisa, más detallada y con la ventaja que ofrece un valor lingüístico para poder entender mejor a que cluster pertenece cada cliente. Finalmente, realizaremos unos análisis de clusters con el método de “K-medias” con diferentes segmentos (entre 5 y 7 segmentos) que nos permitirán distinguir cuántos tipos de clientes tiene este negocio y cómo son con respecto a su hábito de compra. Todo esto con el fin de dar respuesta a este negocio sobre cómo es el comportamiento de compra de cada cliente, cuáles son los más importantes, cuáles son los menos importantes, cuántos han dejado de comprar, etc.

Investigation on performance characteristics of dense graded hot mix asphalt with RAP and Crumb Rubber

The use of recycled materials in asphalt mixtures such as reclaimed asphalt pavements (RAP) have become widely accepted as a replacement for virgin asphalt binder or virgin aggregates. In this study, the RAP content was 30%, and CR additives were blended with the soft unmodified binder by using dry processes. The objective of this study was to investigate and evaluate the engineering properties of dry method application of crumb rubber influences on reclaimed asphalt pavement (RAP) mixtures. To evaluate the effect of rubber-bitumen interaction on the mixture’s mechanical properties, a laboratory investigation has been conducted on a range of dense graded and 30% RAP by dry process crumb rubber modified (CRM) asphalt mixtures containing 0% (control), 1% crumb rubber by the total aggregate mass. The experimental program in this research include the binder extraction for estimating the amount of aged binder in the both fine and coarse RAP material. Before extracting the binder the RAP sieve analysis, have been done to provide the Black grading curve. In continue after the binder extraction the material sieved again to providing the white curve. The comparison of Black and White curve indicated that there is a remarkable difference between the aggregate grading even for the fine RAP. The experimental program was continued by fabricating 12 specimens in different 4 types of mixtures. For the first group no RAP, no rejuvenator and no crumb rubber were used. For the second group 30% of virgin aggregates substituted by RAP material and the third group was similar to the second group just with 0.01% rejuvenator. the forth group was the group, which in that the specimens contain RAP, rejuvenator and crumb rubber. Finally the specimens were tested for Indirect tensile strength. The results indicated that the addition of crumb rubber increased the optimum amount of binder in the mixture with 30% RAP.

Component NRM directions for sediment core HLY0503-06JPC

The Arctic oceans have been fertile ground for the recording of apparent excursions of the geomagnetic field, implying that the high latitude field had unusual characteristics at least over the last 1-2 Myrs. Alternating field demagnetization of the natural remanent magnetization (NRM) of Core HLY0503-6JPC from the Mendeleev Ridge (Arctic Ocean) implies the presence of primary magnetizations with negative inclination apparently recording excursions in sediments deposited during the Brunhes Chron. Thermal demagnetization, on the other hand, indicates the presence of multiple (often anti-parallel) magnetization components with negative inclination components having blocking temperatures predominantly, but not entirely, below ~ 350 °C. Thermo-magnetic tests, X-ray diffraction (XRD) and scanning electron microscopy (SEM) indicate that the negative inclination components are carried by titanomaghemite, presumably formed by seafloor oxidation of titanomagnetite. The titanomaghemite apparently carries a chemical remanent magnetization (CRM) that is partially self-reversed relative to the detrital remanent magnetization (DRM) carried by the host titanomagnetite. The partial self-reversal could have been accomplished by ionic ordering during oxidation, thereby changing the balance of the magnetic moments in the ferrimagnetic sublattices.

Bicycle-safe grate inlets study. Volume 2 - hydraulic characteristics of three selected grate inlets on continuous grades.

Federal Highway Administration, Office of Research and Development, Washington, D.C.

Bicycle-safe grate inlets design manual.

Mode of access: Internet.

Bicycle-safe grate inlets study. Volume 3 - hydraulic characteristics of three selected grate inlets in a sump condition. Final report.

Federal Highway Administration, Washington, D.C.

Ottawa North and Alligator Eye : two Late Archaic sites on the Ottawa National Forest /

"Document reference number R9-ONF-CRM-002-94"--Cover.

Dynamic Management of Loyalty Program Strategies

Thesis (Ph.D.)--University of Washington, 2016-06

Development of a web-service-agents-based family wealth management system

The roiling financial markets, constantly changing tax law and increasing complexity of planning transaction increase the demand of aggregated family wealth management (FWM) services. However, current trend of developing such advisory systems is mainly focusing on financial or investment side. In addition, these existing systems lack of flexibility and are hard to be integrated with other organizational information systems, such as CRM systems. In this paper, a novel architecture of Web-service-agents-based FWM systems has been proposed. Multiple intelligent agents are wrapped as Web services and can communicate with each other via Web service protocols. On the one hand, these agents can collaborate with each other and provide comprehensive FWM advices. On the other hand, each service can work independently to achieve its own tasks. A prototype system for supporting financial advice is also presented to demonstrate the advances of the proposed Webservice- agents-based FWM system architecture.

Internet technologies, ECRM capabilities, and performance benefits for SMEs:An exploratory study

Research on large firms suggests that dedicated customer relationship management (CRM) software applications play a critical role in creating and sustaining customer relationships. CRM is also of strategic importance to small and medium-sized enterprises (SMEs), but most of them do not employ dedicated CRM software. Instead they use generic Internet-based technologies to manage customer relationships with electronic CRM (eCRM). There has been little research on the extent to which the use of generic Internet technologies contributes to SME performance. The present study fills the gap, building upon the literature on organizational capabilities, marketing, and SMEs to develop a research model with which to explore the relationships between generic Internet technologies, eCRM capabilities, and the resulting performance benefits in the SME context. A survey across 286 SMEs in Ireland finds strong empirical evidence in support of the hypotheses regarding these benefits. The study contributes to managerial decision making by showing how SMEs can use generic Internet technologies to advance their customer relationships and contributes to theory development by conceptualizing eCRM capabilities in an SME context.

Managing customer relationship management projects:the case of a large French telecommunication company

Customer relationship management (CRM) implementation projects reflect a growing conceptual shift from the traditional engineering view of projects. Such projects are complex and risky because they call for both organisational and technological changes. This requires effective project management across various phases of the implementation process. However, few empirical researches have dealt with these project management issues. The aim of this research is to investigate how a “project team” manages CRM implementation projects successfully, across the different phases of the implementation process. We conducted an in-depth case study of the “Firm-Clients Branch” of a large telecommunications company in France. The findings show that, to manage CRM implementation projects successfully, an integrated and balanced approach is required. This involves appropriate system selection, effective process re-engineering and further development of organizational structures. We highlight the need for a “technochange approach” to achieve successful organisational transition and effective CRM implementation. The study reveals that the project team plays a central role throughout the implementation phases. Furthermore the effectiveness of technochange depends on project team performance, technology efficiency and close coordination with stakeholders.

Data Mining for Software Development Life Cycle Quality Management

Computer software plays an important role in business, government, society and sciences. To solve real-world problems, it is very important to measure the quality and reliability in the software development life cycle (SDLC). Software Engineering (SE) is the computing field concerned with designing, developing, implementing, maintaining and modifying software. The present paper gives an overview of the Data Mining (DM) techniques that can be applied to various types of SE data in order to solve the challenges posed by SE tasks such as programming, bug detection, debugging and maintenance. A specific DM software is discussed, namely one of the analytical tools for analyzing data and summarizing the relationships that have been identified. The paper concludes that the proposed techniques of DM within the domain of SE could be well applied in fields such as Customer Relationship Management (CRM), eCommerce and eGovernment. ACM Computing Classification System (1998): H.2.8.

Is more capability always beneficial for firm performance? Market orientation, core business process capabilities, and business environment

This study examines the role of capabilities in core marketing-related business processes–product development management (PDM), supply chain management (SCM) and customer relationship management (CRM)–in translating a firm’s market orientation (MO) into firm performance. The study is the first to examine the interplay of all three business process capabilities simultaneously, while investigating how environmental conditions moderate their performance effects. A moderated mediation analysis of 468 product-focused firms finds that PDM and CRM process capabilities play important mediating roles, whereas SCM process capability does not mediate the relationship between MO and performance. However, the relative importance of the capabilities as mediators varies along the degree of environmental turbulence, and under certain conditions, an increase in the level of business process capability may even turn detrimental.

Az informatika helyzete és lehetőségei a magyar nagyvállalatok marketing- és értékesítési tevékenységének támogatásában

A marketingtevékenység informatikai támogatottsága – Magyarországon és külföldön egyaránt – elmarad a többi vállalati szakterület átlagától. Az elmúlt években azonban megváltozni látszik ez a helyzet: a CRMalkalmazások (Customer Relationship Management – ügyfélkapcsolat-kezelés), amelyek leginkább a marketingfunkcióhoz köthetők, ugyanis a vállalatirányítási szoftverek legdinamikusabban fejlődő részpiacává váltak. A szerző kutatásában áttekinti, hogy az informatika milyen szerepet kap, és milyen lehetőségeket rejt a legnagyobb árbevétellel rendelkező magyar vállalatok marketingmenedzsment munkájában. Eredményei szerint a magyar nagyvállalatok 13 százaléka használ csupán korszerű CRM-alkalmazásokat, és a menedzserek 13 százaléka véli csak úgy, hogy a piaci tájékozódásban az informatikai alkalmazásoknak kiemelt szerepük van. Ennek az is az oka lehet, hogy a megvizsgált vállalatok rendszerei nem tartalmazzák teljes körűen a klasszikus marketingmunkához szükséges információkat. Érdekes eredmény, hogy a marketingmenedzserek mégsem az IT-rendszerek adattartalma alapján alkotnak véleményt az alkalmazások hasznosságáról: akkor támaszkodnak munkájuk során a számítógépekre, ha megfelelő felhasználói képzésben részesültek és „felhasználóbarátnak” ítélik az informatikai rendszert.

Customer relationship management: A content analysis of issues and best practices

This dissertation is a study of customer relationship management theory and practice. Customer Relationship Management (CRM) is a business strategy whereby companies build strong relationships with existing and prospective customers with the goal of increasing organizational profitability. It is also a learning process involving managing change in processes, people, and technology. CRM implementation and its ramifications are also not completely understood as evidenced by the high number of failures in CRM implementation in organizations and the resulting disappointments. ^ The goal of this dissertation is to study emerging issues and trends in CRM, including the effect of computer software and the accompanying new management processes on organizations, and the dynamics of the alignment of marketing, sales and services, and all other functions responsible for delivering customers a satisfying experience. ^ In order to understand CRM better a content analysis of more than a hundred articles and documents from academic and industry sources was undertaken using a new methodological twist to the traditional method. An Internet domain name (http://crm.fiu.edu) was created for the purpose of this research by uploading an initial one hundred plus abstracts of articles and documents onto it to form a knowledge database. Once the database was formed a search engine was developed to enable the search of abstracts using relevant CRM keywords to reveal emergent dominant CRM topics. The ultimate aim of this website is to serve as an information hub for CRM research, as well as a search engine where interested parties can enter CRM-relevant keywords or phrases to access abstracts, as well as submit abstracts to enrich the knowledge hub. ^ Research questions were investigated and answered by content analyzing the interpretation and discussion of dominant CRM topics and then amalgamating the findings. This was supported by comparisons within and across individual, paired, and sets-of-three occurrences of CRM keywords in the article abstracts. ^ Results show that there is a lack of holistic thinking and discussion of CRM in both academics and industry which is required to understand how the people, process, and technology in CRM impact each other to affect successful implementation. Industry has to get their heads around CRM and holistically understand how these important dimensions affect each other. Only then will organizational learning occur, and overtime result in superior processes leading to strong profitable customer relationships and a hard to imitate competitive advantage. ^