Leadership & Management

In tech teams, the word “just” (“just add a field,” “just change a label,” “just add an exception”) is a warning sign—not because people are wrong to ask, but because they’re only seeing the visible slice of the work. This article introduces the “Just Tax” framework to make hidden costs visible: Data, Decision, Dependency, Documentation, Deployment, and Diplomacy taxes. Through three quick BA-centric mini-scenarios, it shows how “small” changes become requirements debt when definitions, approvals, downstream systems, testing, and stakeholder expectations aren’t accounted for. It closes with practical, copy-paste lines BAs can use to keep momentum while turning “just” into a clear tradeoff.

Discover the 10 technology and delivery trends Business Analysts can’t ignore in 2026—plus the practical BA skills and templates to apply them in real projects (AI agents, governance, security, provenance, and outcome measurement).

2025 didn’t just bring new tools—it exposed weak habits. In this year-end recap, the author of Modern Analyst’s 2025 trends article reflects on what really happened and why Business Analysts became the “AI Ops” layer: clarifying outcomes, setting guardrails, improving data trust, and embedding security. Includes a copy/paste BA Year-End Scorecard to assess maturity and set smart priorities for 2026.

An inflection point. A forcing function. A once-per-civilization opportunity to prove that human judgment, contextual understanding, and adaptive intelligence remain indispensable even as artificial intelligence transforms everything around us.

You're not preparing for 2027.

You're defining it.

Act accordingly.

This article explores practical techniques that BAs can apply in large projects: how to prioritize backlogs when competing domains fight for attention, how to bridge Agile with Waterfall governance, how to contribute meaningfully in scaled frameworks, and how to use story mapping to ensure incremental delivery of real business value.

This article presents a novel methodology that synergizes user stories with JTBD for complex projects. A thorough literature review is conducted, carefully highlighting the strengths, limitations, and overall benefits of each approach. Next, an integrated framework is introduced, featuring diagrams, examples, and a comparative table. A concise case example demonstrates practical application. In conclusion, implications, limitations, and future research directions are discussed, aiming to enhance requirement clarity and alignment in complex software development.

The breathless pronouncements surrounding Artificial Intelligence often paint a picture of wholesale disruption, a technological tidal wave poised to obliterate established business practices. Yet the truth is more nuanced: AI does not replace strategy; it replaces bad strategy. In the absence of a coherent, adaptive, and intentional strategic framework, AI does not generate value, it magnifies inefficiency.

I measure the success of my 50+ year career in IT by the positive feedback I’ve received from colleagues, stakeholders, students, and readers. I started as a Cobol programmer, progressed to software analyst/designer, and for the last 30 years have performed the role of business analyst. Interspersed in those years I’ve shared what I’d learned through writing, teaching, presenting, and mentoring. This article discusses the top seven “Takeaway Points” from the over-30 BA resources I’ve produced related to requirements for information systems.

Tariffs are not just economic instruments—they’re strategic signals. For business analysts, Trump's latest trade measures are more than policy—they’re a masterclass in navigating disruption, identifying leverage, and transforming systemic friction into strategic insight.

Musical Chairs Reflection represents an alternative to traditional reflective practices. By incorporating movement, spontaneity, and structured dialogue, this activity disrupts routine interactions and fosters an environment where diverse perspectives and creative solutions can flourish. The activity can increase engagement, enhance collaboration, and provide actionable insights to foster continuous improvement in software teams. This method aligns with agile principles and supports a culture of continuous learning and growth. As teams continue to evolve, embracing innovative reflective practices will remain a key strategy for navigating uncertainty and fostering a growth mindset.

In this series’ first article, Beyond Tools and Processes: Strategies for Successful Software Development Teams, we introduced the concept of reflective practices. Reflection aims to facilitate learning from experience. The essence of reflection is to actively engage in a process to gain perspective on one’s own actions and experiences. The aim of this process is to analyze those experiences rather than merely living through them. By cultivating curiosity and a willingness to explore our actions and experiences, we unlock the potential for intentional learning, not only as individuals but also as a team or even an organization. This learning stems not from books or experts but directly from our own work and lived experiences, successes, and failures.

Business Analysts (BAs) are pivotal in guiding organizations through a rapidly evolving landscape, leveraging new technologies and methodologies to address complex problems. In 2025, these ten trends will redefine the scope and capabilities of business analysis, enabling businesses to thrive in complex environments.  Here’s how individual analysts can prepare to take advantage of these opportunities.

Shared or informal accountability emerges from peers’ expectations and the software professionals’ intrinsic drive. While the former promotes a sense of collective accountability, where individuals feel compelled to reciprocate and demonstrate their accountability to their peers, the latter is innate and intrinsically grounded. When feeling intrinsically driven to achieve certain outcomes (e.g., code quality or meeting deadlines), software professionals manifest a self-driven accountability. This self-imposed answerability is rooted in a personal desire to excel or meet self-imposed standards, reflecting software professionals’ internal commitment and motivation to uphold and align the quality of their deliverable with their professional and personal values. Shared accountability is mainly reinforced by software engineering and development practices (i.e., testing and code review) and peers’ feedback.

Tools can amplify a software developer’s capability, but ineffective or inappropriate tool usage amplifies their shortcomings as well. Properly applied tools and practices can add great value to a project team by increasing quality and productivity, improving planning and collaboration, and bringing order out of chaos. But even the best tools won’t overcome weak processes, untrained team members, challenging change initiatives, or cultural issues in the organization. 

Fear is a powerful motivator. It often drives us to hold onto the familiar, resisting change, even when the change might bring progress. This fear—of the unknown, of disruption—feeds into status quo bias, a cognitive bias that compels individuals and organizations to stick with established systems, even when these systems are no longer effective. As business analysts, overcoming this bias is critical to fostering innovation and success in projects.