Data Science for Supply Chain Forecasting
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Data Science for Supply Chain Forecasting
Data Science for Supply Chain Forecasting, Second Edition contends that a true scientific method which includes experimentation, observation, and constant questioning, must be applied to supply chains to achieve excellence in demand forecasting.
Data Science for Supply Chain Forecasting
Nº de artículo: 22294367

Data Science for Supply Chain Forecasting

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Nº de artículo: 22294367

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Data Science for Supply Chain Forecasting, Second Edition contends that a true scientific method which includes experimentation, observation, and constant questioning, must be applied to supply chains to achieve excellence in demand forecasting.
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What Stands Out

Practical Insights
Offers real-world applications of data science techniques tailored for supply chain forecasting, enabling professionals to enhance accuracy and efficiency.
Updated Content
This second edition incorporates the latest trends and advancements in data science and supply chain management, ensuring readers have current and relevant knowledge.
Comprehensive Techniques
Covers a wide range of forecasting methods, from traditional to cutting-edge algorithms, equipping readers with diverse tools to tackle supply chain challenges effectively.

Detalles de producto

Shop the latest edition of Data Science for Supply Chain Forecasting on Ubuy Paraguay. Get insights on improving inventory management and forecasting accuracy.
  • A comprehensive guide to using data science techniques for supply chain forecasting
  • Covers advanced topics including time series analysis, machine learning algorithms, and demand planning
  • Explains how to leverage historical sales data and external factors to accurately predict future demand
  • Includes real-world case studies and practical examples to demonstrate the application of data science in forecasting
  • Offers insights into improving inventory management and optimizing supply chain operations
  • Suitable for both beginners and experienced professionals in the field of supply chain management and data science
Publisher De Gruyter
Publication date March 22, 2021
Edition 2nd ed.
Language English
Print length 310 pages
ISBN-10 3110671107
ISBN-13 978-3110671100
Item Weight 1.15 pounds (520 grams)
Dimensions 9.5 x 0.7 x 6.6 inches (24.1 x 1.8 x 16.8 cm)

Who Should Buy?

Suitable For
  • Supply Chain Analysts

    Analysts seeking optimal forecasting techniques in supply chains will benefit from data-driven methods offered in this book.

  • Business Students

    Students specializing in logistics or data science can enhance their understanding of supply chain dynamics and analytics.

  • Data Scientists

    Data scientists interested in applying statistical algorithms to forecast demand and supply in supply chains will gain insights.

Not Suitable For
  • Beginners in Data Science

    Novices may find the concepts and methods too advanced without prior knowledge of statistics and programming fundamentals.

DESCRIPCIÓN DEL PRODUCTO

Data Science for Supply Chain Forecasting

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Preguntas y respuestas de los clientes

  • Pregunta: What topics are covered in Data Science for Supply Chain Forecasting 2nd ed. Edition?

    Respuesta: This edition explores a range of essential topics including forecasting models, predictive analytics, and machine learning applications specific to supply chain dynamics. It emphasizes practical examples and case studies that apply data science techniques to real-world supply chain challenges, ensuring readers gain both theoretical and practical insights. Those in logistics, demand planning, and inventory management will find invaluable guidance on leveraging data to make informed decisions and improve operational efficiency.
  • Pregunta: Who is the target audience for this book?

    Respuesta: Data Science for Supply Chain Forecasting is ideal for students, professionals, and researchers interested in mastering data science methods within the context of supply chain management. It caters to individuals in roles such as data analysts, supply chain managers, and operations researchers, providing them with the necessary tools and knowledge to implement data-driven forecasting strategies effectively.
  • Pregunta: Can beginners understand the content of this book?

    Respuesta: Yes, the book is structured to accommodate various levels of expertise. While it covers advanced concepts of data science, it starts with foundational principles, making it accessible for beginners. With step-by-step explanations and practical examples, novices will grasp the core concepts of forecasting in supply chains, enhancing their confidence and skills in data analytics.
  • Pregunta: What is the significance of forecasting in supply chain management?

    Respuesta: Forecasting plays a critical role in supply chain management as it helps businesses anticipate demand, manage inventory levels, and streamline operations. Accurate forecasting minimizes excess stock and reduces the risk of stockouts, leading to improved customer satisfaction and cost efficiency. This book emphasizes forecasting techniques that enable better decision-making and strategic planning in supply chain operations.
  • Pregunta: How does this edition differ from the previous edition?

    Respuesta: The 2nd edition features updated methodologies, expanded datasets, and enhanced case studies that reflect recent advancements in data science and supply chain practices. New chapters have been added to address current trends such as big data analytics and AI integration, making it more relevant for today's fast-evolving supply chain landscape. Readers can expect richer content that aligns with contemporary challenges faced in the industry.
  • Pregunta: Are there any hands-on projects included in the book?

    Respuesta: Yes, the book includes practical projects and exercises that encourage readers to apply the concepts learned to real datasets. These hands-on projects help reinforce theoretical knowledge through practical application, making it easier for practitioners to implement the techniques in their work. This experiential learning approach enhances comprehension and retention of advanced analytics methods.
  • Pregunta: What statistical tools and software does the book recommend?

    Respuesta: The book discusses various statistical tools and software commonly used in data science and supply chain forecasting, such as R, Python, and specialized forecasting tools. It provides insights into how to leverage these tools for effective data analysis and modeling. This guidance empowers readers to choose the right technology stack for their specific forecasting needs, ultimately optimizing their analytical capabilities.
  • Pregunta: Is the book relevant for industries outside of traditional supply chain sectors?

    Respuesta: Absolutely! While the primary focus is on supply chain forecasting, the methodologies and principles outlined in the book can be applied to various industries including retail, manufacturing, and logistics. Professionals in diverse fields will find the content beneficial to enhance their forecasting techniques, enabling better inventory management and customer service across different sectors.
  • Pregunta: How can the knowledge from this book be applied in a professional setting?

    Respuesta: Professionals can apply the forecasting techniques and insights gained from the book to optimize inventory levels, predict customer demand, and improve decision-making processes in their organizations. For example, a supply chain manager could utilize the predictive analytics methods outlined to anticipate fluctuations in demand and adjust procurement strategies accordingly, leading to cost savings and improved service levels.
  • Pregunta: Where can I buy Data Science for Supply Chain Forecasting 2nd ed. Edition in Paraguay?

    Respuesta: You can purchase Data Science for Supply Chain Forecasting 2nd ed. Edition from Ubuy. Ubuy is a trusted e-commerce platform that offers a wide selection of books and products, ensuring you can easily find what you're looking for. They provide competitive pricing and convenient buying options, making it a suitable choice for obtaining this essential resource.

Total Quality Management Editorial Review

"Data Science for Supply Chain Forecasting" offers an introductory guide to data science in supply chain forecasting. However, the review highlights that the material provided is basic and not specific to the supply chain. The author provides an array of statistical models, which a data scientist would already be familiar with. The last couple of pages offer supply chain solutions, advice on how to deal with stakeholders, and essential KPIs. The review suggests that this book is for junior, excel-based analysts/planners. Despite the lacking material, the book excels in providing accessible language, and it offers a strong foundation of SCM topics.

Customer Reviews & Ratings

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ventajas

  • Accessible language
  • Offers fundamental knowledge of SCM topics

Contras

  • Lack of material

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características y beneficios

  • True scientific method required for data science approach
  • 45% extra content and 4 new chapters including neural networks introduction
  • Covers traditional statistical forecasting models as well as machine learning and demand forecasting process management
  • Do-it-yourself sections with implementations provided in Python and Excel
  • Benefit supply chain practitioners, demand planners, forecasters and analysts

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