Tools & Resources

Recommended Certifications

A curated guide to the certifications worth pursuing — organized by issuing body and career stage, based on 25+ years of experience across SAFe, Scrum, ICAgile, and AI-enabled delivery.

How to use this guide

Start where you are, not where the market is loudest

Certifications are only useful when they match what you're actually doing day to day. The lists below start with entry-level, broadly recognized credentials from each organization — the ones that build a real foundation — rather than the most advanced designation available. Certifications I hold personally are marked "Held by Janet" — everything else here is a recommendation based on where I've seen people get genuine value, not a claim of my own experience with it.

Scaled Agile (SAFe®)

Enterprise Agile

The entry point into SAFe. These four certifications give you a shared vocabulary and a working understanding of how Lean-Agile principles operate at team and Program Increment level — the foundation everything else in SAFe builds on.

SAFe® Agilist (SA)
Foundational · Leaders & practitioners

The broadest entry point into SAFe — core Lean-Agile principles, the Big Picture, and how strategy connects to Agile Release Trains. Usually the first SAFe credential someone earns.

SAFe® Practitioner (SP)
Foundational · Team members

For people executing on an Agile Release Train day to day — Iterations, PI Planning mechanics, and how a team's work connects to the broader train.

SAFe® Scrum Master (SSM)
Foundational · Scrum Masters

Scrum Master fundamentals applied inside a SAFe ART — facilitating team events while understanding how they roll up to Program-level cadence.

SAFe® Product Owner/Product Manager (POPM)
Foundational · Product roles

Backlog ownership, program backlog refinement, and how Product Owners and Product Managers coordinate across a train.

Scrum Alliance

Team Agile

Scrum Alliance certifications are course-based and community-oriented — a good fit if you want live instruction and an ongoing practitioner network alongside the credential itself.

Certified ScrumMaster® (CSM®)
Foundational · Scrum Masters
Held by Janet

The most widely recognized entry point into Scrum — team roles, events, and artifacts, with a strong emphasis on the Scrum Master's servant-leadership role.

Certified Scrum Product Owner® (CSPO®)
Foundational · Product Owners
Held by Janet

Backlog management, stakeholder value, and how a Product Owner drives return on investment within a Scrum team.

Certified Scrum Developer® (CSD®)
Foundational · Technical practitioners

For engineers who want formal grounding in how technical practices — testing, integration, design — fit inside a Scrum team's rhythm.

Scrum.org

Team Agile

Scrum.org's Professional Scrum certifications are assessment-based rather than course-mandated — a good fit if you prefer to study independently and prove mastery through a rigorous exam.

Professional Scrum Master I (PSM I)
Foundational · Scrum Masters

Tests genuine understanding of the Scrum Guide rather than memorized coursework — widely respected as a rigorous, no-shortcuts entry credential.

Professional Scrum Product Owner I (PSPO I)
Foundational · Product Owners

Product Owner accountabilities through the same assessment-driven lens — value maximization, backlog ordering, and stakeholder alignment.

Professional Scrum Developer (PSD)
Foundational · Technical practitioners

Applies Scrum principles directly to hands-on development work — a strong pairing with CSD for technical team members.

ICAgile

Coaching & Facilitation

ICAgile's tracks are less about a single test and more about a learning journey — each badge builds coaching and facilitation capability that compounds as you move from team-level support toward enterprise-level transformation.

ICAgile Certified Professional (ICP)
Foundational · Everyone

The foundational badge and prerequisite for most of ICAgile's specialized tracks — Agile values, principles, and mindset before any single framework.

ICP-ATF — Agile Team Facilitation
Practitioner · Facilitators

Practical facilitation technique for team-level sessions — the skill that makes every ceremony and workshop actually productive.

ICP-ACC — Agile Coaching
Practitioner · Coaches
Held by Janet

Team-level coaching stances, mentoring versus coaching versus teaching, and how to build sustainable capability rather than dependency.

ICP-LEA — Leading with Agility
Practitioner · Leaders

For leaders adapting their own behavior and decision-making to support — rather than unintentionally block — Agile ways of working.

ICP-CAT — Coaching Agile Transitions
Advanced · Transformation leads

Organizational-level transition design — sequencing change, managing resistance, and coaching the system rather than just the team.

ICP-ENT — Enterprise Coaching
Advanced · Enterprise coaches
Held by Janet

The advanced enterprise track — coaching at the level of organizational structure, culture, and leadership systems.

AI & Emerging Practice

AI-Enabled Delivery

You don't need to become a data scientist to lead AI-enabled delivery well — but a working, credentialed understanding of how these tools reason, where they fail, and what governance they need changes the quality of every conversation you have about adoption.

OpenAI Foundational
Foundational · Everyone
Held by Janet

Practical grounding in generative AI concepts, prompting, and responsible use — a solid first credential for anyone advising on AI adoption.

OpenAI Consultative Solutions Practitioner
Practitioner · Consultants & advisors
Held by Janet

Applying generative AI in client and consulting contexts — scoping use cases, setting expectations, and translating capability into business value.

Microsoft Certified: Azure AI Fundamentals (AI-900)
Foundational · Everyone

Vendor-specific but broadly useful — core AI/ML concepts framed through Microsoft's tooling, relevant given how common Copilot and Azure AI already are in enterprise environments.

AWS Certified AI Practitioner
Foundational · Everyone

AWS's foundational, non-technical AI/ML credential — useful for anyone advising organizations running on AWS infrastructure.

CertNexus Certified Artificial Intelligence Practitioner (CAIP)
Practitioner · Vendor-neutral

A vendor-neutral practitioner-level credential — good for building AI literacy that isn't tied to a single cloud provider's ecosystem.

Not sure which of these fits your situation? I'm happy to give personalized guidance on which certifications are worth pursuing based on where you are in your career and what your organization is trying to build.

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