Certification in Business Data Analytics (IIBA®-CBDA) — Lesson 1: Business Problems, Research Questions, Stakeholders, Value, and Analytics Context

Learning Objectives

• Translate business problem, research question, and stakeholder decisions into actions that can be implemented and verified.
• Compare viable approaches to analytics value and document their effect on success measures.
• Determine the appropriate response when the team starts exploring available data before clarifying the business decision and useful outcome.

Detailed Topics

• Clarify business problem by identifying purpose, ownership, boundaries, dependencies, and decision criteria.
• Apply research question to the scenario and preserve the evidence supporting the selected approach.
• Compare alternatives for stakeholder decisions and explain practical value, risk, and operating consequences.
• Challenge analytics value with a realistic exception that exposes assumptions or weak accountability.
• Document success measures with acceptance conditions, review responsibility, and a clear next action.

Instructor Demonstration

The instructor demonstrates how to convert a broad customer-retention concern into focused analytical questions and decision criteria. The walkthrough explains which analytical question is specific, valuable, feasible, and decision-relevant, builds the research question canvas and analytics value map, and tests the exception where the team starts exploring available data before clarifying the business decision and useful outcome.

Hands-On Exercise

Complete a controlled exercise to convert a broad customer-retention concern into focused analytical questions and decision criteria and preserve the result in the research question canvas and analytics value map.

1. Confirm the facts, stakeholders, constraints, evidence sources, and success conditions relevant to business problem.
2. Perform the central analysis involving research question, stakeholder decisions, and analytics value.
3. Introduce the exception where the team starts exploring available data before clarifying the business decision and useful outcome and revise the proposed response.
4. Complete the research question canvas and analytics value map with ownership, acceptance evidence, unresolved concerns, and follow-up actions.

Scenario Analysis

• Identify the assumption with the greatest influence on which analytical question is specific, valuable, feasible, and decision-relevant.
• Compare two defensible responses involving analytics value and explain their trade-offs.
• Specify the evidence required before the research question canvas and analytics value map can be accepted.

Troubleshooting Guidance

Trace the first difference between the intended outcome and the available evidence. Recheck scope, roles, source quality, dependencies, decision criteria, and retained records independently. The analysis remains incomplete while the team starts exploring available data before clarifying the business decision and useful outcome.

Validation Checklist

• Scope and ownership for business problem are explicit.
• The selected treatment for research question is supported by reviewable evidence.
• The exception involving analytics value was tested and its impact recorded.
• The research question canvas and analytics value map contains acceptance criteria, accountable owners, and next actions.

Lesson Outcome

Learners can apply Business Problems, Research Questions, Stakeholders, Value, and Analytics Context, explain which analytical question is specific, valuable, feasible, and decision-relevant, and support the conclusion with a research question canvas and analytics value map.