Business problem
A business problem is an organizational need, objective, constraint, or challenge that a proposed solution is intended to address.
Data Without Labels
A business problem is a defined organizational objective or challenge that analysis or a data science project seeks to address.
- How it is used
- Frames machine learning projects around a measurable organizational objective before data preparation and modeling.
- How deep it goes
- Provides definition criteria, common failure modes, stakeholder responsibilities, and a GenAI integration sequence; does not prescribe a particular model.
- Examples
- Contrasts vague cost-reduction aims with a six-month, 1.2% target for optimizing specified cost heads.
- What you can do after
- Practice/perform it by agreeing achievable KPIs, resources, and timeframes with business stakeholders before proceeding.
Delivering Machine Learning Projects: From design to deployment
A business problem is an organizational difficulty, unmet need, or opportunity that a solution is intended to address.
- How it is used
- Directs sprint 1 toward a purposeful application design by translating organizational issues into validated user, UX, and model requirements.
- How deep it goes
- Refines the problem through descriptions, story backlogs, user validation, performance requirements, UX designs, and story cards, but not complete business mastery.
- Examples
- Uses business application descriptions, user story backlogs, UX designs, and story cards listing stakeholders, priorities, and impacts.
- What you can do after
- Evaluate and understand organizational needs well enough to create validated application requirements and direct data and infrastructure work.
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Collaborative Software Design: How to facilitate domain modeling decisions
A business problem is a need, objective, task, process, constraint, or challenge affecting users, stakeholders, or an organization.
- How it is used
- Frames collaborative software design around understanding user and stakeholder needs before selecting solutions.
- How deep it goes
- Defines broad categories, explains why visualization helps, and stops short of prescribing a complete analysis method.
- Examples
- Uses cinema journeys, ticket sales, reporting, corrupted data, and a BigScreen EventStorming conversation as concrete examples.
- What you can do after
- Apply it via collaborative modeling to surface misunderstandings, compare scenarios, test edge cases, and inform software decisions.
BDD in Action, Second Edition
A business need is a required improvement or capability arising from an organization's goals or difficulties.
- How it is used
- Guides teams toward shared goals, critical workflows, and business-value-driven automation.
- How deep it goes
- Defines the problem through purpose, audience, goals, workflows, and measurable outcomes rather than implementation internals.
- Examples
- Uses online-store purchasing and refund workflows plus commuter journey planning with a ten-percent travel-time target.
- What you can do after
- Evaluate workflows, prioritize valuable automation, align team decisions, and choose alternatives that preserve the intended business outcome.
Read how BDD in Action, Second Edition explains business problem →
Related concepts
- clusteringaddressed by · Clustering is the technique of grouping data items according to similarity or shared characteristics.
- feedbackaddressed by · Feedback is information about an action, system, or outcome that can inform evaluation, decisions, or subsequent behavior.
- tooladdressed by · A tool is an instrument or software capability that enables a person or system to perform a task, obtain information, or interact with resources.
- behavior-driven developmentused by · Behavior-driven development is a collaborative software practice that specifies and validates expected behavior through human-readable examples meaningful to technical and nontechnical stakeholders.
- webhookaddressed by · A webhook is an HTTP callback mechanism that sends event-related information to a configured endpoint when a specified event occurs.
- constraintcontrasts with · A constraint is a condition or rule that restricts the permissible states, values, actions, or solutions in a system or problem.
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