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How to Plan Your Next BI Project

A practical BI project starts with the decision it should improve. Define scope, users, data, owners, success measures, delivery stages, and production support before building.
From TheFinanceBase Team5 min to read
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Plan a business intelligence (BI) project backward from the decision or workflow it should improve—not forward from a dashboard request. A useful plan names the users, business outcome, data and definitions, accountable owners, success measures, delivery stages, and production support. That gives business and technical teams a shared brief before disconnected data pulls or report requests take over.

Start with the business outcome and first-release scope

Describe the business problem in terms of the decision people need to make or the workflow they need to improve. “Build a sales dashboard” is a requested output, not an outcome; clarify what sales decision it should support and who will use the information. Microsoft’s Power BI planning guidance recommends connecting solution work to business objectives and measurable results, rather than treating each report or model as a goal in itself: Power BI implementation planning and usage-scenario planning.

Write a short scope statement that identifies:

  • The business problem and decisions or workflows in scope.
  • The people and business areas that will use the first release.
  • The reports, systems, and data included—and what is explicitly out of scope.
  • What the first release must accomplish before additional requests are considered.

Do not define the work only as a platform migration, data pipeline, or dashboard. Those may be necessary components, but their value depends on the business need they serve.

Map the current state and involve the right people

Before proposing a solution, establish how people answer the question today and where that method falls short. Inventory relevant reports, data sources, calculations, master data, tools, manual workarounds, parallel initiatives, and known risks. Ask users what they trust, what takes too long, and which definitions or exceptions cause disagreement.

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Build a team that combines business context with technical and operational knowledge. Include credible subject-matter experts from the affected business areas, BI and data specialists, IT or platform representatives, governance or security participants, and people who will support the solution after release. A project led only by a central BI or IT group can miss important business definitions and day-to-day realities.

Use focused workshops to validate the inventory and agree on requirements. Where a region or team cannot participate directly, record the assumptions being made and who will validate them later. Microsoft’s planning material emphasizes understanding business needs and engaging the relevant users and stakeholders: requirements planning.

Set measurable success criteria and decision rights

Choose a small number of measures that show whether the project is useful, usable, and dependable. Depending on the use case, these might include whether users access a report or model, whether key data is accurate, whether refreshes are reliable, how long it takes to retrieve information, training completion, or support incidents. These are possible measures, not universal targets; agree on relevant baselines and thresholds with the people accountable for the outcome.

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Also decide who has authority to settle recurring questions. Document who owns business definitions, approves design choices, resolves source-data issues, accepts a release, and authorizes changes to scope. Microsoft’s guidance discusses objectives and measurable key results, including measures of business value, usage, governance, and operational quality: success measures.

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Turn requirements into a delivery and operations plan

Translate the agreed business requirements into a solution outline. Record the measures and definitions the solution must provide, source systems, access needs, transformations, security and compliance requirements, environments, deployment workflow, and dependencies. Identify where data ownership or quality needs to be resolved before development can proceed.

Choose lifecycle controls—such as source control or deployment pipelines—according to the platform, risk, and operating context. Microsoft’s implementation guidance describes planning the team and solution, deployment, proof of concept, iterative development and validation, then deployment and ongoing support. Its Power BI-specific workspace, pipeline, and security recommendations should be adapted to the BI stack your organization actually uses: implementation planning tools.

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Make the plan actionable by assigning each important activity to a named owner with a due date. Include production responsibilities before building begins: documentation, training, handover, support arrangements, and monitoring. Involve the people who will operate the solution early enough for them to understand its purpose and design.

Use a proof of concept to test defined uncertainties

A proof of concept (POC) is useful when a significant technical or design assumption needs testing before the team commits to a broader build. It is not a smaller version of the production deliverable by default. Define its purpose, requirements, representative data, build environment, demonstration date, and criteria for proceeding before work starts.

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Agree on both success and failure criteria. For example, specify what the team must demonstrate to show that a proposed data connection or calculation approach is viable, and what result would mean it should be changed or stopped. A POC built on a small sample may not reveal full-scale performance or underlying data-quality problems, so identify what further validation is needed before production. Microsoft’s guidance treats the POC as a bounded stage in the implementation lifecycle: proof-of-concept planning.

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Deliver in iterations, validate with users, and prepare for release

After the POC meets its agreed criteria, build the solution in controlled iterations. Validate each useful increment with users in a test environment, collect feedback, and address it against the project’s priorities. This helps surface misunderstandings in definitions or workflows before they are embedded in a production release.

Before production, complete the required security and compliance work and confirm that users and support staff are ready. The release plan should cover documentation, training, handover, support ownership, and monitoring—not just the technical deployment. Microsoft’s guidance includes iterative creation and validation, followed by deployment, support, and monitoring: deployment planning.

Track dependencies and compare viable options

Use visible milestones and a progress measure to keep stakeholders aligned. Track dependencies on data owners, systems, approvals, and related initiatives, then revise priorities as the team learns. Governance should help the organization balance user enablement with risk management and stay aligned with business goals; it should clarify decisions rather than add process without purpose. See Microsoft’s guidance on governance planning.

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If more than one implementation approach could meet the need, compare them using the same practical criteria:

  • Fit with the business objective, intended users, and decisions to support.
  • Availability, quality, ownership, and integration effort of source data.
  • Security, compliance, and information-protection needs.
  • Delivery effort, maintainability, lifecycle controls, and dependencies.
  • User access, adoption, and training requirements.
  • Production support, monitoring, reliability, and ongoing ownership cost.

These criteria help expose trade-offs; they do not produce a universal architecture recommendation. Select the approach that fits your organization’s requirements and ability to operate it.

What to put in the BI project brief

Before work moves into delivery, the brief should let a stakeholder understand the purpose, boundaries, ownership, and route to production without having to infer them from a list of requested reports. Check that it includes:

  • Business problem, target decisions or workflows, users, and first-release scope.
  • Current-state inventory, requirements, assumptions, and known data issues.
  • Success measures, decision rights, and release-acceptance owner.
  • Solution outline, data and access needs, security, compliance, environments, and dependencies.
  • POC purpose and exit criteria, if a POC is needed.
  • Iteration and validation approach, milestones, owners, and dates.
  • Training, documentation, handover, support, and monitoring arrangements.

Microsoft’s material is a useful Power BI/Fabric-oriented planning reference, not a universal staffing, duration, cost, or architecture formula. Apply the same outcome-first discipline to your chosen BI platform, and make project-specific decisions with the people who own the business process, data, and ongoing service.

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