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Organizational model

As explained in Delivering Machine Learning Projects: From design to deployment

An organizational model is a structured representation of an organization's context, problems, opportunities, stakeholders, and possible solutions.

An organizational model structures what you know about a customer, including the problems and opportunities prompting an engagement, the organizational context shaping them, relevant stakeholders, and possible solutions. It turns vague project expectations into requirements that can be negotiated, managed, and signed off. section 2.3 section 2.3.2

Build the model iteratively around the issues that justify the project:

  • Map stakeholders onto the organizational chart, including their roles, departments, and project touchpoints. section 2.3 section 2.3.2
  • Record affected business units and connect project impact to priorities such as revenue, cost, or market growth. section 2.3
  • Describe the organizational context: mission or vision, external factors, strategy, and value-chain relationships. section 2.3.2
  • Capture the perceived problems and opportunities, then document solution ideas without treating them as settled requirements. section 2.3.2
  • Use stakeholder knowledge to clarify what success must mean before the project budget is spent; also inspect system architecture and nonfunctional constraints. section 2.3

The Bike Shop

An organizational chart places project initiators in IT while identifying end users in manufacturing, marketing, and operations within retail. Dots mark the departments and people where the project touches the customer organization. section 2.3.2

Figure 2.1 The Bike Shop organizational chart. Dots represent stakeholders and users, the touchpoints for the project.

Inspect the organizational chart to see how departments, responsibilities, stakeholders, users, and project touchpoints relate. section 2.3.2

How Delivering Machine Learning Projects: From design to deployment covers it

How deep it goes
Builds an iterative model from problems, opportunities, context, stakeholders, and solutions rather than stopping at an annotated org chart.
Examples
Uses the Bike Shop organizational chart to locate IT initiators, retail end users, departments, responsibilities, and project touchpoints.
What it assumes
Assumes project infrastructure exists and teaches customer, stakeholder, business, and organizational analysis as requirements work begins.
What you can do after
Build it from scratch by mapping stakeholders, business impact, organizational context, customer success criteria, and candidate solutions.
How it connects
Connects requirements to stakeholders, business units, business priorities, system architecture, nonfunctional constraints, and organizational context.

This explainer was generated by Manning's knowledge graph from the text of Delivering Machine Learning Projects: From design to deployment. The section links point to the parts of the book it draws on.