An Implementation Guide to Analytic Lifecycle Management
Omschrijving
Achieve greater success by increasing the agility of analytics lifecycle management
Agile by Design offers the insight you need to improve analytic lifecycle management while integrating the right analytics projects into different frameworks within your business. Achieve greater success by increasing the agility of analytics lifecycle management Agile by Design offers the insight you need to improve analytic lifecycle management while integrating the right analytics projects into different frameworks within your business. Preface
Chapter 1: Adjusting to a Customer-Centric Landscape
It s a Whole New World
From Customer-Aware to Customer-Centric
Being Customer-Centric, Operationally Efficient, and Analytically Aware
Our Example in Motion
Enabling Innovation
Chapter 2: The Analytic Lifecycle
What are Analytics Anyway?
Analytics in Your Organization
Case Study Example
Beyond IT: The Business Analytic Value Chain
Analytic Delivery Lifecycle
Getting Started
Chapter 3: Getting Your Analytic Project Off the Ground
A Day in the Life
Visioning
Facilitating Your Visioning Session
Think Like a Customer
Chapter 4: Project Justification and Prioritization
Organizational Value of Analytics
Analytic Demand Management Strategy
Results
Project Prioritization Criteria
Knowledge Acquisition Spikes
Chapter 5: Analytics The Agile Way
Getting Started
Understanding Waterfall
The Heart of Agile
The Agile Manifesto / Declaration of Interdependence
Selecting the Right Methodology
Chapter 6: Analytic Planning Hierarchies
Analytic Project Example
Inputs Into Planning Cycles
Release Planning
Analytic Release Plan
Chapter 7: Our Analytic Scrum Framework
Getting Started
The Scrum Framework
Sprint Planning
Sprint Execution
Daily Standup
How Do We Know When We re Done?
Sprint Review
Sprint Retrospective
Chapter 8: Analytic Scrum Roles and Responsibilities
Product Owner Description
ScrumMaster Description
Analytic Development Team Description
Additional Roles
Chapter 9: Gathering Analytic User Stories
Overview
User Stories
Tools and Techniques
INVEST in Good Stories
Epics
Chapter 10: Facilitating Your Story Workshop
Stakeholder Analysis
Managing Stakeholder Influence
Agile Versus Traditional Stakeholder Management
The Story Workshop
Must-Answer Questions
Post-Workshop
Chapter 11: Collecting Knowledge Through Spikes
With Data, Well Begun is Half Done
The Data Spike
Data Gathering
Visualization and Iterations
Defining Your Target Variable
Chapter 12: Shaping the Product Backlog
Creating Your Product Backlog
Going DEEP
Product Backlog Grooming
Defining Ready
Managing Flow
Chapter 13: The Analytic Sprint: Planning and Execution
Committing the Team
The Players
Sprint Planning
Velocity
Task Definition
The Team s Definition of Done
Organizing Work
Sprint Zero
Sprint Execution
Chapter 14: The Analytic Sprint: Review and Retrospective
Sprint Review
Sprint Retrospective
Sprint Planning (Again)
Layering in Complexity
Chapter 15: Building in Quality and Simplicity
Quality Planning
Simple Design
Coding Standards
Refactoring
Collective Code Ownership
Technical Debt
Testing
Chapter 16: Collaboration and Communication
The Team Space
Things to Put in the Information Radiator
Analytic Velocity
Improving Velocity
The Kanban or Task Board
Considering an Agile Project Management Tool
Chapter 17: Business Implementation Planning
Are We Done Yet?
Analytic Release Planning
Model Review
Persona-Based Design
Chapter 18: Building Agility into Test-and-Learn Strategies
What Is Test-and-Learn?
Layering in Complexity
Incorporating Test-and-Learn Into Your Model Deployment Strategy
Creating a Culture of Experimentation
Failing Fast and Frequently
Who Owns Testing?
Getting Started
Chapter 19: Operationalizing Your Model Deployment Strategy
Finding the Right Model
What is an Operational Model Process?
Getting Your Data In Order
Determine Model Scoring Frequency
Model Performance Monitoring
Analytics The Success to Plan For
Chapter 20: Analytic Ever After
Beginning Your Journey
Supporting the Analytic Team
The Importance of Agile Analytic Leadership
Finding a Pilot Project
Scaling Up
The End of the Beginning
Sources
Index