Data Science for Value-Chain Management | by Samir Saci | May, 2024

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5 Min Read


Companies constantly search for methods to gain a competitive edge by enhancing efficiency and maximising profitability.

Customer: Samir, we would like to reduce the logistic costs by 20%. We want you to redesign the whole distribution network.

This is the commonality of most of the projects I’ve conducted as a Supply Chain Engineer or Data Scientist.

Therefore, most of the articles published in this blog focus on using data analytics to optimize supply chain processes with the ultimate objective of reducing costs.

Fashion Retailer: How can we produce and deliver our products at a lowest cost?

Value Chain Management (VCM) is a strategic approach that aims to streamline every stage of the business process to optimize performance.

This covers everything from production to delivery to create maximum customer value while minimizing costs.

Activities to create value

The value chain framework was originally introduced in Michael Porter’s book “Competitive Advantage: Creating and Sustaining Superior Performance”.

This revolutionized how businesses perceive their operations by dissecting any business into a series of interconnected activities contributing to the creation and delivery of value to customers.

Components of Value Chain — (Image by Author)
  • The Primary activities are directly involved in creating, selling, maintaining and supporting a product or service.
  • The Support activities include infrastructure, technological development, human resources management, and procurement.

Let’s explore their definitions now using the example of a Fashion retailer producing T-shirts in Asia that are sold in Europe.

What are the primary activities?

Primary activities include inbound logistics, operations, outbound logistics, marketing and service.

Primary Activities for Value Chain Management — (Image by Author)

These are the core functions directly involved in the creation, production, marketing and delivery of a product or service to the end customer.

Supply Chain Operations of Fashion Retail Company — (Image by Author)

For our example of the value chain of a T-shirt:

  • Inbound logistics includes sourcing cotton from suppliers and transportation to the manufacturing facilities.
  • Operations include transforming cotton into fabric patterns, which are then sewn together to create a T-shirt.
  • Outbound Logistics involves all the logistic processes to package, store and deliver the t-shirts to their final destination.
  • Marketing and Sales focus on promoting to generate sales.
  • Service includes after-sales support, customer service, and additional services such as customization.

How do you support and orchestrate these activities?

In addition, support activities play a critical role in ensuring the smooth functioning of these primary activities.

Let’s delve into these essential support functions underpinning the entire value chain.

What are the support activities?

The support activities indirectly contribute to the value of a product or service by enhancing the efficiency and effectiveness of primary activities.

Focus on Support Activities — (Image by Author)

Support activities encompass infrastructure, technological development, human resources management and procurement.

As a data scientist in the digital transformation department, you are part of the support functions.

  • Firm Infrastructure includes the organizational structure, control systems and administrative tasks that enable the smooth operation of its value chain.
  • Technological Development activities relate to the technology and systems that support the value chain.
  • Human Resource Management involves recruiting, training and retaining employees who contribute to every value chain stage.
  • Procurement involves sourcing and purchasing the inputs needed for the value chain, from raw materials to office equipment.

What impacts can you have as a key actor in the Technological Development activites?

Data Science to Support Primary Activities

As a newly hired data science manager, you would like to propose a roadmap for implementing advanced analytics tools to support Primary Activities.

The objective is to support carefully selected value chain activities and make your team a strategic asset for the company.

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