Jul 19, 2026
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User stories can describe what an AI agent should accomplish—but they rarely define how much authority it should have, when it must stop, or who is accountable when it gets a decision wrong. This article introduces the AI Decision Contract, a practical Business Analysis artifact for defining a...
User stories can describe what an AI agent should accomplish—but they rarely define how much authority it should have, when it must stop, or who is accountable when it gets a...
Good software design does more than support the happy path—it helps prevent users from making mistakes and makes recovery easier when they do. This article shows how clear me...
Strategy often looks strong on paper, but execution can break down when goals are unclear, priorities drift, or teams interpret the work differently. This article explores how busi...

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For business analysts working in an environment where there is a gap between SMEs and the delivery of an IT-based solution for business needs, requirements are documented to bridge that gap. You are reading this because you are a business analyst responsible for documenting detailed requirements and, in the case of this article, business needs involving one or more user interfaces (UIs) or reports.

The objective of this article is to answer the question, “How much detail is necessary?” Spoiler alert – quite a bit. This is to avoid, as much as possible, a BA having to go back to a SME when designers or developers have business-level questions about a UI or report. Or worse – designers or developers not asking questions. Instead, making assumptions about what the business needs and proceeding to deliver the solution based on those assumptions.

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Business rules cover a very broad space. Across the entire space, however, you can be sure about one central idea – business logic should not be buried in procedural programming languages. Call it rule independence.  Why is rule independence important to you? Because rules entangled in procedural code won’t ever be agile. Rules change all the time – and in a digital world the pace of change is always accelerating. How you can stay on top of it is the central question in business agility.

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If we look at the previously proposed process end to end, it starts with the customer journey. The journey is mapped to the internal business processes, systems, and data sources. For both the customer facing and internal parts of the journey user stories are created to document the gaps between the as-is and to-be states - effectively form the backlog for the change. For each story, acceptance criteria are prepared in a way that enforces the expected behaviour in the system. Ideally, those should be the scenarios that are likely to appear on the real life journeys and not the hypothetical future scenarios. These scenarios when implemented and tested feed back to the journey and underlying layers changing them as the new functionality is introduced.

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This question has been asked several times before, and various answers have been advanced to settle this matter. A short answer is ‘Yes’. But, unfortunately, this answer is not good enough to the ‘naysayers’, who think a business analyst has no place in Agile teams.  To answer this question in a long way, we have to take the bull by its horns and talk about the elephant in the room. This article is an attempt to contribute to this ongoing debate. Whether you agree with me or not (as I tackle this elephant in the room), the truth is - this argument is apposite and has to be had.

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Learning about mental models and how to apply them to their work is one of the best investments for business analysts interested in achieving the level of deep thinking that leads to better outcomes for their projects and organizations. The first article in this series described what mental models are and talked about the first mental model covered, second order thinking. In this second installment we discuss another mental model that that can help business analysts become better problem solvers: integrative thinking.
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Templates & Aides

Templates & AidesTemplates & Aides: find and share business analysis templates as well as other useful aides (cheat sheets, posters, reference guides) in our Templates & Aides repository.  Here are some examples:
* Requirements Template
* Use Case Template
* BPMN Cheat Sheet

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Business analysis work has become faster and more efficient over the past few years. Requirements are documented more quickly, discussions are summarized sooner, and solution options are produced earlier in the delivery cycle than ever before. Yet many Agile and product teams are discovering an unexpected truth: as delivery accelerates, the importa...
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