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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Dynamic shifts in consumer behaviour prompted organizations to gain a deeper and faster understanding of their data to guide decision making and, in some sectors, accelerated digital transformations. In particular, IIBA has identified some key areas where business analysis has developed a critical voice in response to the rapidly changing landscape. That voice and the impact business analysis professionals will continue to provide will play an important role in helping organizations navigate trends, uncertainty, and opportunities in 2021.

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The intention of this article is to identify and specify the artifacts listed in the BABOK. These artifacts are listed within the Outputs section of the BABOK tasks. Outputs are described by a paragraph of text within each task. In this article I attempted to expand on these descriptions by adding detail to their content.

It is assumed that each activity produces a tangible output[2] which is consistent with the layout of the BABOK. Those outputs are classed as artifacts with attributes. Each artifact’s attribute description is taken from the element description of the tasks that output that artifact. The BABOK element descriptions provide guidelines for activity that produces the attribute, without necessarily defining the information contained in the attribute.That information has been derived from the element description.

Artifacts are derived from the BABOK Output sections. Artifact attributes are derived from the BABOK Element sections. A useful addition to the BABOK might be examples or templates of the outputs.

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Despite the lack of consensus on the definition of data science, many organizations already have a data science team. And even in companies without data scientists, sooner or later business analysts will join a software or process improvement initiative with a machine learning or AI component. When that happens, good understanding of what data science is (and isn’t) can make a big difference in a BA’s ability to create value.

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The Pandemic hit us suddenly and yes it came without any notice to our lives as a transient thing but became the new normal way of life. Some of us were initially worried thinking about what lies ahead, some were shocked, some found pleasure being relieved from the daily commute, time on the road, and traffic jams. With the COVID 19 pandemic hitting us globally, organizations have embraced remote working as the new way for 2020, and some have announced it for 2021 also.

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 Not every manager is convinced that his team needs to do a better job on requirements development and management or that such an investment will pay off. Numerous industry studies, however, indicate that requirements issues are a pervasive cause of project distress. Let’s see why investing in better requirements is a smart business decision for any organization.

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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...
In a competitive and rapidly evolving financial landscape, understanding member needs is vital to maintaining strong relationships and delivering meaningful value. Yet for many institutions, especially those with legacy processes, collecting structured member feedback can be surprisingly underdeveloped. This was the case at the Federal Home Loan Ba...

 



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