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Data Science and Management
ISSN: 26667649 Publisher: China Elsevier

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Book
Analytics und Artificial Intelligence : Datenprojekte mehrwertorientiert, agil und nachhaltig planen und umsetzen
Authors: --- ---
ISBN: 3658381590 Year: 2022 Publisher: Wiesbaden : Springer Fachmedien Wiesbaden : Imprint: Springer Gabler,

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Die Autor:innen zeigen in diesem Buch, wie man mit Analytics- und Artificial-Intelligence-Projekten echten (Mehr-)Wert schafft. Sie geben Ihnen an die Hand, was Sie wissen müssen, um Ihre Datenprojekte agil, effizient und nutzer:innenzentriert konzipieren und umsetzen zu können: Von den agilen Basics und den Grundlagen des Design Thinkings bis hin zu den Funktionsweisen von Artificial Intelligence und den ethischen, ökologischen und rechtlichen Implikationen von Big Data. Die Autor:innen entwickeln einen Leitfaden, der Ihnen hilft, zu Beginn Ihrer Datenprojekte die richtigen Fragen zu stellen und Ihnen zeigt, wie Sie Technologien und Daten so einsetzen, dass sie einen echten Mehrwert erzeugen. Das Fundament dafür bilden Data Thinking und agile Methoden, die die Autor:innen in alltägliche Analytics- und Data-Science-Projekte überführt und adaptiert haben. Mit zahlreichen Beispielen aus Daten- und Digital-Analytics-Projekten sowie Einblicken in die Praxis, wie man von der Idee zum Prototypen kommt. Aus dem Inhalt Agile Basics – Agile Prinzipien und Erfolgsfaktoren Vom Design Thinking zum Data Thinking – wie Design Thinking Datenprojekte besser macht Artificial Intelligence – was AI eigentlich ist und wie AI funktioniert Ethische, rechtliche und ökologische Implikationen – wie Data Analytics und AI doch kein Schreckgespenst werden Der Data Value Loop – Datenmehrwert agil und nutzer:innenzentriert Analytics in der Praxis – von der Konzeption über Tracking und Reporting bis zum Arbeitsmeeting im Alltag AI in der Praxis – Data Science und Agile, geht das überhaupt zusammen? Zwei exemplarische Projektdurchführungen Glossar Die Autorin und die Autoren Dr. Ramona Greiner studierte Philosophie und Kunstgeschichte. Seit 2017 arbeitet sie als Digital Analytics und Data Ethics Consultant bei der Münchner Unternehmensberatung FELD M. David Berger ist zertifizierter Product Owner und hat mehrjährige Erfahrung in der Leitung von Data- und Analytics-Projekten für global agierende Kunden. Dr. Matthias Böck promovierte in Bioinformatik und Machine Learning und arbeitet seit 2013 als Data Scientist bei der Münchner Unternehmensberatung FELD M.


Book
Customer intimacy analytics : leveraging operational data to assess customer knowledge and relationships and to measure their business impact
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ISBN: 1000028159 3866448481 Year: 2012 Publisher: KIT Scientific Publishing

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The ability to capture customer needs and to tailor the provided solutions accordingly, also defined as customer intimacy, has become a significant success factor in the B2B space - in particular for increasingly "servitizing" businesses. This book elaborates on the solution CI Analytics to assess and monitor the impact of customer intimacy strategies by leveraging business analytics and social network analysis technology. This solution thereby effectively complements existing CRM solutions.


Book
Tuning the Snowflake Data Cloud : Optimizing Your Data Platform to Minimize Cost and Maximize Performance
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ISBN: 9798868803796 Year: 2024 Publisher: Berkeley, CA : Apress : Imprint: Apress,

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This project-oriented book presents a hands-on approach to identifying migration and performance issues with experience drawn from real-world examples. As you work through the examples, you will develop the skill, knowledge, and deep understanding of Snowflake tuning options and capabilities while preparing for later incorporation of additional Snowflake features as they become available. Your Snowflake platform will cost less to run and will improve your customer experience. Written by a seasoned Snowflake practitioner, this book is full of practical, hand-on guidance and advice specifically designed to further accelerate your Snowflake journey. Tuning the Snowflake Data Cloud provides you a pathway to success by equipping you with skill, knowledge, and expertise to improve your Snowflake experience. The book shows you how to leverage what you already know, adds what you don’t, all applied to delivering your Snowflake accounts. Read this book to embark on a voyage of advancement and equip your organization to deliver consistent Snowflake performance utilizing the toolkit developed here. What You Will Learn Recognize and understand the root cause of performance bottlenecks Know how to resolve performance issues Develop a deep understanding of Snowflake performance tuning options Reduce expensive mistakes, remediate poorly performing code Manage Snowflake costs .


Book
Applications of Emerging Technologies and AI/ML Algorithms : International Conference on Data Analytics in Public Procurement and Supply Chain (ICDAPS2022)
Author:
ISBN: 9819910196 9819910188 Year: 2023 Publisher: Singapore : Springer Nature Singapore : Imprint: Springer,

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This book provides practical insights into applications of the state-of-the-art of Machine Learning and Artificial Intelligence (AI) for solving intriguing and complex problems in procurement and supply chain management. The application domain includes perishable food supply chain, steel price prediction, electric vehicle charging infrastructure design, contract price negotiation, reverse logistics network design, and demand forecasting. Further, the book highlights the advanced topics in the procurement field, like AI in green procurement and e-procurement in the pharma sector. Furthermore, the book covers applications of well-established methodologies such as heuristics, optimization, game theory, and MCDM based on the nature of the problem. The inclusion of the vaccine supply chain digital twin and blockchain-based procurement signals the significance of the book. This book is a comprehensive guide for industry professionals to understand the power of data analytics, enabling them to improve efficiency and effectiveness in the procurement and supply chain sectors.


Book
Architekturen für BI & Analytics : Konzepte, Technologien und Anwendung.
Authors: --- ---
ISBN: 396910579X Year: 2021 Publisher: Heidelberg : dpunkt.verlag,

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Long description: Erfolgsfaktoren für BI-Architekturen Umfassendes und anwendungsbezogenes Handbuch Einsatz von neuen Technologien wie EAI, Virtualisierung sowie Cloud- und Data-Lake-Architekturen Mit vielen Praxisbeispielen aus der BI & Analytics-Welt Sowohl regulatorische Vorgaben als auch gesteigerte Anforderungen seitens der Fachanwender haben in den letzten Jahren zu immer komplexeren Business-Intelligence- und Analytics-Landschaften geführt, die es zu entwickeln und betreiben gilt. So setzt sich eine heute übliche Architektur aus zahlreichen Einzelkomponenten zusammen, deren Zusammenspiel und funktionale Abdeckung als wesentlicher Erfolgsfaktor für zugehörige BIA-Initiativen zu werten ist.Dieses Buch setzt sich das Ziel, die derzeit gebräuchlichen Architekturmuster zu beschreiben und dabei einen Überblick über die aktuell verwendeten Technologien zu liefern. Dabei werden nicht nur die architektonischen Frameworks der großen Produktanbieter aufgegriffen, sondern darüber hinaus Lösungen für konkrete Anwendungsfälle präsentiert. Biographical note: Prof. Dr. Peter Gluchowski leitet den Lehrstuhl für Wirtschaftsinformatik, insb. Systementwicklung und Anwendungssysteme, an der Technischen Universität in Chemnitz und konzentriert sich dort mit seinen Forschungsaktivitäten auf das Themengebiet Business Intelligence & Analytics. Er beschäftigt sich seit mehr als 25 Jahren mit Fragestellungen, die den praktischen Aufbau dispositiver bzw. analytischer Systeme zur Entscheidungsunterstützung betreffen. Seine Erfahrungen aus unterschiedlichsten Praxisprojekten sind in zahlreichen Veröffentlichungen zu diesem Themenkreis dokumentiert. ‪Frank Leisten ist passionierter Berater für datengetriebene Vorhaben mit modernen Technologien. Seine Expertise in den Funktionen des Datenmanagements sowie jahrelange Praxiserfahrung in verschiedenen IT-Domänen und Rollen kommen seinen Kunden bei der Orchestrierung sowie der kulturellen und strategischen Entwicklung ihrer Transformationen zugute. ‪Dr. Gero Presser ist Mitgründer und Geschäftsführer bei der QuinScape GmbH, einem Dortmunder IT-Dienstleistungsunternehmen mit 170 Mitarbeitern und Fokus auf Data & Analytics. Er organisiert die Meetup-Gruppe Business Intelligence & Analytics Dortmund mit über 1.000 Mitgliedern und ist Vorsitzender des TDWI Roundtable Ruhrgebiet. ‬


Book
Machine Learning Governance for Managers
Authors: ---
ISBN: 3031318056 Year: 2024 Publisher: Cham : Springer International Publishing : Imprint: Springer,

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Machine Learning Governance for Managers provides readers with the knowledge to unlock insights from data and leverage AI solutions. In today's business landscape, most organizations face challenges in scaling and maintaining a sustainable machine learning model lifecycle. This book offers a comprehensive framework that covers business requirements, data generation and acquisition, modeling, model deployment, performance measurement, and management, providing a range of methodologies, technologies, and resources to assist data science managers in adopting data and AI-driven practices. Particular emphasis is given to ramping up a solution quickly, detailing skills and techniques to ensure the right things are measured and acted upon for reliable results and high performance. Readers will learn sustainable tools for implementing machine learning with existing IT and privacy policies, including versioning all models, creating documentation, monitoring models and their results, and assessing their causal business impact. By overcoming these challenges, bottom-line gains from AI investments can be realized. Organizations that implement all aspects of AI/ML model governance can achieve a high level of control and visibility over how models perform in production, leading to improved operational efficiency and a higher ROI on AI investments. Machine Learning Governance for Managers helps to effectively control model inputs and understand all the variables that may impact your results. Don't let challenges in machine learning hinder your organization's growth - unlock its potential with this essential guide.


Book
Service excellence : creating customer experiences that build relationships
Author:
ISBN: 1631573721 Year: 2016 Publisher: New York, New York (222 East 46th Street, New York, NY 10017) : Business Expert Press,

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Service has a unique ability to create experiences that build profitable relationships with customers. Based on a service-centered perspective, this book analyzes the challenges of creating excellent customer experiences, including the management of technology and new media. It describes how customers coproduce and cocreate their experiences, and how these activities influence business revenues and costs. Customer Experience refers to the sensory, cognitive, emotional, social, and behavioral dimensions of all activities that connect the customer and the organization over time across touchpoints and channels. It encompasses all activities involving the customer where the organization is the focal object, including prepurchase activities (such as exposure to a website ad), and purchase, consumption, and engagement behaviors (blogging, sharing photos). The book takes a deep dive into the psychology of customers, revealing the conceptual building blocks of customer experiences and how they build relationships over time. These ideas provide a business perspective on how customer-focused service strategies generate cash flows, including the role of pricing.


Book
Pentaho business analytics cookbook : over 100 recipes to get you fully acquainted with the key functions of Pentaho BA 5 and increase your productivity
Authors: ---
ISBN: 1783289368 9781783289363 1306902886 9781306902885 9781783289356 178328935X Year: 2014 Publisher: Birmingham, [England] : Packt Publishing,

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This practical guide contains a wide variety of recipes, taking you through all the topics you need to quickly familiarize yourself with Pentaho and extend your Pentaho skillset.If you are involved in daily activities using Pentaho Business Analytics platform, this is the book for you. It is a good companion to get you quickly acquainted with everything you need to increase your productivity with the platform. We assume basic familiarity with Pentaho, data warehouse design and SQL, HTML, and XML.


Book
Sustainable Practices in Italian Businesses : Environmental, Social and Economic Aspects
Authors: --- ---
ISBN: 3031281772 3031281764 Year: 2023 Publisher: Cham : Springer Nature Switzerland : Imprint: Springer,

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This SpringerBrief describes the development and use of a synthetic indicator to assess different degrees of sustainability adoption by economic sector and businesses size. To make this analysis a theoretical framework which involves variables common to alternative frameworks (specifically ESG, GRI and Istat) is proposed. The empirical analysis focuses on the environmental, social and economic variables of the Italian businesses. In this analysis, all three pillars of sustainability – economic, environmental, and social – are considered. The work begins with a review of business sustainability literature and a look into institutional frameworks for the development and measurement of the phenomena. Connections between businesses and the SDGs are examined and comparison of the classifications of sustainable activities defined by GRI and ESG international standards is used to define a framework to be adopted to analyse ISTAT Business Census. Selected indicator variables are aggregated with a synthetic indicator and the results are presented (this is a new proposal of a synthetic indicator useful for the type of data used and published by ISTAT – Italian National Statistical Institute), discussing pros and cons of using it. This study provides two important innovative contributions. The first one is about how to approach the theoretical framework of businesses sustainability at firms aggregated level. The basic idea to work on a set of variables common to different approaches is interesting from the interpretative point of view. The second one, is about the specific empirical analysis, i.e. the Italian businesses sustainability situation. The investigation based on this new theoretical classification/framework and the new proposed indicator provides some interesting substantive results. .

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