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How to align the Data Warehouse to business strategy

How the Organizational “Value Chain” leads to Business modelling and Data Warehouse design. Ultimately influencing strategic decision-making.

This is Part 2 of the Data Warehouse Matrix series.

To align your Data Warehouse with the strategy and objectives of the business, you first need to understand the concept of the Organizational “Value Chain” and how this leads into Business modelling and Data Warehouse design and ultimately feeds back into strategic decision-making.

Understanding the Organization's Value Chain and conducting Business modelling to define the Data Warehouse design massively enhances the value derived from Reporting and Analysis.

First, some definitions:

Organization Value Chain

What is an Organizational Value Chain?

Organizational “Value Chains" were first introduced by Michael Porter in his book "Competitive Advantage".

A value chain is a set of connected activities an organization carries out to create value (i.e., products and services) for its customers. The value created for the customer should be greater than the cost of production, and the result is the margin. A value chain is a systematic way of examining these internal activities and how they interact to enhance customer value, margin and competitive advantage.

Value Chain Analysis

Porter divided his activities into the following:

  • Primary activities. Primary activities are related directly to the production, distribution and sale, maintenance and support of products or services.
  • Support activities. These activities support the primary functions above, E.g. Procurement, Human Resources, IT, Accounting, Legal, Administration, etc.

By understanding the collection of primary and supporting activities, a data warehouse designer can start to form a view of the data warehouse that aligns to the activities and strategic goals of the business.

To learn more about the Value Chain, I recommend watching this video -  Value Chain Analysis EXPLAINED | B2U | Business To You - YouTube.

Business Modelling

"Business Modeling" describes the process of capturing details of the Organizational Value Chain in a format appropriate for Data Warehousing. The actual Data Warehouse design work happens in this process. The Data Warehouse Matrix captures and communicates the Business Model at a high level.

What is Business modelling? – "The act of describing the properties and relationships of a set of business activities and the business entities involved in the business activities."

  • Business activities: The primary and supporting activities identified in the Organizational Value Chain.
  • Business entities: The "who", "what", "where", "when", and "why" that participate in or are produced by the activities.

The Business Modeler must distinguish between business activities and business entities. This distinction is key to success. In later sections, you discover that business activities become one or more Facts in the data warehouse and Business Entities become Dimensions.

The Business Model also serves the purpose of identifying the integration of business activities across business entities. I.e. The business entities used in common across activities. These common entities become the conformed dimensions of the Data Warehouse.

The Business Model also provides a common language to the business. It becomes the basis of a Business Glossary or Data Dictionary.

How is the Value Chain and Business Modeling important to the Data Warehouse?

If executed correctly, there is a circular relationship between aligning your data warehouse with the value chain and the feedback from the data warehouse into value chain strategic decision-making.

  1. The Value Chain drives the Business Model.

2. The Business Model defines the Data Warehouse design.

3. The Data Warehouse Matrix captures the Data Warehouse design.

4. Reports and Analysis source their data from the Data Warehouse.

5. Insights and Analysis feedback into strategic decisions about increasing customer value, margin and competitive advantage.

The objective is Reports and Analysis that reflect the Value Chain, Business Model and Data Warehouse design, aligning reporting to business goals and delivering data and analysis that feeds directly into strategic decision-making.

Importantly, the common business language permeates at every stage, driven by the Value Chain and Business Model.

How is the Data Warehouse Bus Matrix important to this process?

The Data Warehouse Bus Matrix is a vital tool for documenting the design of the data warehouse, the value chain activities it covers, and their relationships to Business entities. It can quickly communicate the value chain coverage, scope, status and high-level design to stakeholders, developers and end-users.

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