Dec 14, 2025
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“Let’s add AI” is not a requirement. It’s a vague wish that can turn into a costly prototype, a security headache, or an embarrassing production incident if the basics aren’t defined up front.  Business Analysts are in the best position to prevent that outcome...
“Let’s add AI” is not a requirement. It’s a vague wish that can turn into a costly prototype, a security headache, or an embarrassing production incident if...
An inflection point. A forcing function. A once-per-civilization opportunity to prove that human judgment, contextual understanding, and adaptive intelligence remain indispensable ...
This article describes using a Requirements-Friendly Data Dictionary (RFDD) as an alternative to representing a software solution’s data-related requirements as User Stories,...

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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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Consider the situation where you are the business analyst who is planning project work according to the BABOK guidelines. The project manager wants to plan their time spent on business analysis activities. You produce a report of the BABOK that shows tasks that the project manager is expected to contribute to.

This article describes an analysis I performed of the Business Analysis Body Of Knowledge v3 (BABOK). The result of this analysis is a model contained in the Visual Paradigm modeling tool. This model captures 461 pages of the BABOK, from the Business Analysis Key Concepts chapter through to the end of the Techniques To Tasks Mapping chapter.

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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

Community Blog - Latest Posts

One of the most underrated skills for a business or system analyst in integration projects is knowing when to recommend a message queue — tools like RabbitMQ, Kafka, or Azure Service Bus. Let’s be honest: not every integration needs one. But when it does, queues can save your system from chaos. What Queues Actually Solve Messag...
When building integrations between systems, one of the first architectural choices you’ll face is how to align data between them. Two main approaches dominate this conversation: direct field mapping and the canonical data model. Let’s break them down. Field Mapping: Simple but Fragile Field mapping means you connect each field f...
System Analysts who work with integration processes should formulate user stories in a way that diverges from the traditional structure. This is primarily due to the need for a more technical and structured description, which allows for the inclusion of integration-specific details. The user story might need to specify exactly what kind of data ...

 



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