AI-Empowered SAFe Advanced Scrum Master ASM Exam Questions

Domain 1: Evolving the Advanced Scrum Master Role

What is the primary difference in scope between a SAFe Scrum Master (SSM) and an Advanced Scrum Master (ASM)?

⬜ The ASM writes code alongside the development team
✅ The ASM extends servant leadership and coaching beyond a single team to the ART and cross-team level
⬜ The ASM replaces the Product Owner during PI Planning
⬜ The ASM only facilitates the Daily Stand-up

Explanation:-
An ASM builds on core Scrum Master skills and applies them at a broader scale — coaching other Scrum Masters, resolving cross-team flow and conflict issues, and helping improve ART-level performance, not just team-level events.
Source: https://framework.scaledagile.com/scrum-master-team-coach

An Advanced Scrum Master notices a team consistently looks to them to make every decision. What leadership behavior should the ASM adopt to correct this?

⬜ Make the decisions faster so the team isn’t blocked
✅ Shift from a directive style to coaching and asking powerful questions so the team builds its own decision-making capability
⬜ Escalate every team decision to the Release Train Engineer
⬜ Assign a technical lead to make decisions instead

Explanation:-
Servant leadership favors growing the team’s self-management capability over the Scrum Master remaining the single point of decision-making.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Which best describes how an Advanced Scrum Master should use AI tools when coaching teams?

⬜ Let AI fully automate retrospectives and conflict resolution without team involvement
✅ Use AI to augment tasks like summarizing flow data, surfacing patterns, or drafting retrospective prompts, while keeping human judgment and empathy central to coaching decisions
⬜ Avoid AI entirely, since SAFe coaching must remain fully manual
⬜ Use AI only to generate PI Planning slide decks

Explanation:-
“Empowering teams with AI” in the updated ASM curriculum is about augmenting the Scrum Master’s judgment with data and automation, not replacing human coaching and facilitation.
Source: https://framework.scaledagile.com/scrum-master-team-coach

What is a key responsibility of an Advanced Scrum Master that goes beyond the SSM role?

⬜ Owning the Team Backlog
✅ Coaching other Scrum Masters and helping coordinate Scrum of Scrums across the ART
⬜ Approving the Program Increment objectives on behalf of Business Owners
⬜ Writing the ART’s Vision document

Explanation:-
ASMs often mentor newer Scrum Masters and participate in or facilitate ART-level coordination events such as Scrum of Scrums.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Which statement best reflects the difference between “managing” and “leading” a team, as emphasized in the ASM role?

✅ Leading focuses on inspiring shared purpose and growing capability, while managing focuses on directing tasks and controlling output
⬜ Leading and managing are identical in SAFe
⬜ Managing means only assigning story points
⬜ Leading applies only to Release Train Engineers, not Scrum Masters

Explanation:-
SAFe’s Lean-Agile leadership principles emphasize leading by example and growing people’s capabilities over command-and-control management.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A new Scrum Master on the ART frequently asks the ASM to resolve their team’s technical disagreements. What should the ASM do?

⬜ Resolve the disagreement directly since the ASM has more experience
✅ Coach the new Scrum Master on facilitation and conflict-resolution techniques so they can handle it themselves
⬜ Ask the Release Train Engineer to step in
⬜ Ignore the request since it isn’t the ASM’s job

Explanation:-
Part of evolving the ASM role is growing the capability of other Scrum Masters, not solving every problem for them.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Why is continuously growing agile maturity across the organization considered part of the Advanced Scrum Master’s role?

⬜ It is not part of the ASM role; that belongs to the Lean-Agile Center of Excellence only
✅ Because sustainable flow and high performance require the whole organization, not just one team, to keep improving its Lean-Agile practices
⬜ Because the ASM is evaluated only on the number of certifications their teammates hold
⬜ Because it replaces the need for retrospectives

Explanation:-
ASMs act as change agents who help spread Lean-Agile practices and continuous improvement beyond their immediate team.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Domain 2: Improving Flow

Which flow metric answers the question “How fast is value being delivered?”

✅ Flow Velocity
⬜ Flow Load
⬜ Flow Distribution
⬜ Flow Predictability

Explanation:-
Flow Velocity measures the number of work items a team, ART, or Value Stream completes over a given period of time.
Source: https://framework.scaledagile.com/art-flow

Which flow metric measures the elapsed time from when work enters the value stream until it is delivered to the customer?

⬜ Flow Efficiency
✅ Flow Time
⬜ Flow Load
⬜ Flow Distribution

Explanation:-
Flow Time is a customer-centric metric used to answer “are we reducing time to market?”.
Source: https://framework.scaledagile.com/art-flow

A team notices their Flow Efficiency is low even though team members appear busy. What does this most likely indicate?

⬜ The team has too few work items in progress
✅ Work items spend a large proportion of time waiting (e.g., for reviews or approvals) rather than being actively worked on
⬜ The team’s Flow Velocity is too high
⬜ The Program Increment is too short

Explanation:-
Flow Efficiency is the ratio of active time to total flow time; low efficiency usually points to queues and hand-off delays, not lack of team effort.
Source: https://framework.scaledagile.com/art-flow

Which flow metric helps a team understand whether the amount of work-in-progress matches its capacity?

⬜ Flow Time
✅ Flow Load
⬜ Flow Distribution
⬜ Flow Velocity

Explanation:-
Flow Load tracks all active work items to reveal whether demand and capacity are in balance; too much load causes queues and context switching.
Source: https://framework.scaledagile.com/art-flow

Which flow metric would a Product Owner use to check whether the team is investing appropriately in new features versus defects, technical debt, and risk reduction?

⬜ Flow Time
⬜ Flow Velocity
✅ Flow Distribution
⬜ Flow Predictability

Explanation:-
Flow Distribution shows the proportion of effort allocated across different flow item types (features, defects, debt, risk).
Source: https://framework.scaledagile.com/art-flow

Which flow metric is most useful for assessing how reliably a Team, ART, or Solution Train delivers against its planned business value at PI boundaries?

⬜ Flow Load
⬜ Flow Efficiency
✅ Flow Predictability
⬜ Flow Time

Explanation:-
Flow Predictability compares actual delivered business value to planned business value, and feeds directly into the ART Predictability Measure calculated at Inspect and Adapt.
Source: https://framework.scaledagile.com/art-flow

Which of the eight flow accelerators is being applied when a team puts an explicit limit on the number of stories that can be “In Progress” on its Kanban board?

✅ Visualize and Limit WIP
⬜ Reduce Queue Length
⬜ Work in Smaller Batches
⬜ Address Bottlenecks

Explanation:-
Visualizing work and setting WIP limits improves transparency and reduces the cost of excessive multitasking.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

A team uses value stream mapping and a cumulative flow diagram to find where work is piling up in their process. Which flow accelerator does this represent?

⬜ Get Faster Feedback
✅ Address Bottlenecks
⬜ Optimize Time in the Zone
⬜ Remediate Legacy Policies and Practices

Explanation:-
Value stream mapping and cumulative flow diagrams are core tools for identifying constraints so they can be addressed directly.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

Which flow accelerator specifically targets delays caused by passing work between different teams or specialized roles?

⬜ Work in Smaller Batches
✅ Minimize Handoffs and Dependencies
⬜ Reduce Queue Length
⬜ Get Faster Feedback

Explanation:-
Cross-functional teams and loosely coupled architecture reduce the number of handoffs, which is a major source of delay and rework.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

A team implements continuous integration and automated testing so defects surface within minutes instead of weeks. Which flow accelerator is this an example of?

⬜ Visualize and Limit WIP
⬜ Work in Smaller Batches
✅ Get Faster Feedback
⬜ Address Bottlenecks

Explanation:-
Faster feedback loops, enabled by CI/CD and test automation, let teams catch and resolve issues far earlier.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

Why does breaking work into smaller batches generally accelerate flow?

✅ Smaller batches reduce variability and lead time, and let value be delivered and validated more frequently
⬜ Smaller batches always require more people
⬜ Smaller batches eliminate the need for a Definition of Done
⬜ Smaller batches remove the need for a Sprint/Iteration Review

Explanation:-
Reducing batch size is a core Lean principle that shortens feedback loops and reduces the risk of large, infrequent releases.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

An ART notices long queues of work waiting between the “Ready” and “In Progress” columns of its ART Kanban. Which flow accelerator most directly addresses this?

⬜ Get Faster Feedback
⬜ Optimize Time in the Zone
✅ Reduce Queue Length
⬜ Minimize Handoffs and Dependencies

Explanation:-
Managing and actively reducing queue length across a Kanban system minimizes wait time, which is often the biggest contributor to long flow times.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

A developer is frequently interrupted by chat messages and unplanned meetings during focused coding work. Which flow accelerator addresses this problem?

⬜ Address Bottlenecks
✅ Optimize Time in the Zone
⬜ Work in Smaller Batches
⬜ Remediate Legacy Policies and Practices

Explanation:-
Optimizing “time in the zone” means protecting focused work time and minimizing costly context switching.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

An organization requires a lengthy, multi-department change-approval process for even small production fixes, which slows every team on the ART. Which flow accelerator applies here?

⬜ Minimize Handoffs and Dependencies
⬜ Reduce Queue Length
✅ Remediate Legacy Policies and Practices
⬜ Visualize and Limit WIP

Explanation:-
Outdated organizational policies and practices that no longer fit an Agile way of working need to be identified and updated to unblock flow.
Source: https://framework.scaledagile.com/accelerating-flow-with-safe

Domain 3: Building High-Performing Teams

Which of the following best characterizes a high-performing Agile team?

⬜ A team that never has disagreements
✅ A team with high trust, shared ownership, and a relentless focus on delivering value together
⬜ A team led entirely by a single technical expert
⬜ A team that strictly follows a fixed process without adapting it

Explanation:-
High-performing teams combine trust, transparency, cross-functional collaboration, and continuous improvement rather than rigid process adherence.
Source: https://framework.scaledagile.com/team-and-technical-agility

What does it mean for a SAFe team to be “self-organizing”?

⬜ The team has no Scrum Master or Product Owner
✅ The team decides how best to accomplish the work assigned to it
⬜ The team sets its own compensation
⬜ The team reports only to executive leadership

Explanation:-
Self-organizing teams determine the best approach to achieve outcomes, working within organizational guardrails rather than being told exactly how to work.
Source: https://framework.scaledagile.com/team-and-technical-agility

SAFe increasingly emphasizes teams being “self-managing” in addition to self-organizing. What does self-managing add?

⬜ The team no longer needs a Product Owner
✅ The team also has authority over some aspects of what work to do and when, not just how, within given guardrails
⬜ The team sets Portfolio-level strategic themes
⬜ The team manages its own budget without any Lean Portfolio Management oversight

Explanation:-
Self-managing teams extend self-organization by also having more say in prioritization and sequencing decisions within their guardrails.
Source: https://framework.scaledagile.com/team-and-technical-agility

An Advanced Scrum Master observes a newly-formed team being polite but avoiding any disagreement in meetings. Using Tuckman’s model, which stage is this team most likely in?

✅ Forming
⬜ Storming
⬜ Norming
⬜ Performing

Explanation:-
In the Forming stage, members are often cautious and avoid conflict as they get to know each other and the work.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A team starts openly disagreeing about ways of working and roles shortly after formation, with visible friction between members. Which Tuckman stage is this?

⬜ Forming
✅ Storming
⬜ Norming
⬜ Performing

Explanation:-
Storming is characterized by conflict as team members assert viewpoints and work out roles and norms; it is a normal, necessary stage rather than a failure.
Source: https://framework.scaledagile.com/scrum-master-team-coach

According to Lencioni’s Five Dysfunctions of a Team model, which dysfunction forms the foundation that all other dysfunctions build on?

✅ Absence of Trust
⬜ Fear of Conflict
⬜ Lack of Commitment
⬜ Avoidance of Accountability

Explanation:-
Trust is the base of the pyramid; without vulnerability-based trust, teams tend to avoid healthy conflict and everything above it suffers.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A team avoids any candid debate during planning because members are afraid of damaging relationships. Which of the Five Dysfunctions does this describe?

⬜ Absence of Trust
✅ Fear of Conflict
⬜ Inattention to Results
⬜ Avoidance of Accountability

Explanation:-
Fear of Conflict leads to artificial harmony, where teams avoid the productive, task-based debate needed to reach the best decisions.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Team members verbally agree to a PI Objective in a meeting but show little follow-through afterward. Which dysfunction is most likely at play?

⬜ Fear of Conflict
✅ Lack of Commitment
⬜ Absence of Trust
⬜ Inattention to Results

Explanation:-
Lack of Commitment often follows unresolved conflict — without a real debate, agreement is shallow and buy-in is weak, so follow-through suffers.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Team members consistently let a peer miss deadlines without saying anything, even though it affects the whole team’s delivery. Which dysfunction does this reflect?

⬜ Lack of Commitment
✅ Avoidance of Accountability
⬜ Inattention to Results
⬜ Fear of Conflict

Explanation:-
Avoidance of Accountability occurs when team members are reluctant to call out peers on behaviors or performance that hurt the team.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A team celebrates individual output even when the overall Program Increment objectives were missed. Which dysfunction is this an example of?

⬜ Avoidance of Accountability
⬜ Lack of Commitment
✅ Inattention to Results
⬜ Absence of Trust

Explanation:-
Inattention to Results happens when individual or departmental goals are prioritized over the collective results the team is meant to deliver.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Why is psychological safety important to building a high-performing team?

✅ It allows team members to take risks, admit mistakes, and raise concerns without fear of punishment or embarrassment
⬜ It guarantees the team will never miss a PI Objective
⬜ It removes the need for retrospectives
⬜ It means the ASM should never give critical feedback

Explanation:-
Psychological safety underlies healthy conflict, honest retrospectives, and continuous improvement — team members must feel safe to speak up.
Source: https://framework.scaledagile.com/scrum-master-team-coach

What is a “powerful question” in the context of Advanced Scrum Master coaching?

⬜ A question with only one correct answer
✅ An open-ended question that prompts the team to reflect and discover their own solution rather than being told the answer
⬜ A question the ASM asks only during hiring interviews
⬜ A closed yes/no question used to speed up meetings

Explanation:-
Powerful questions are a coaching technique that builds the team’s own problem-solving capability instead of the Scrum Master supplying answers.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Which behavior best demonstrates servant leadership by an Advanced Scrum Master?

✅ Removing organizational impediments so the team can focus on delivering value
⬜ Assigning story points on behalf of the team
⬜ Deciding the Sprint/Iteration Backlog unilaterally
⬜ Approving all code before it merges

Explanation:-
Servant leadership means prioritizing the team’s needs and growth, especially by clearing impediments that are beyond the team’s own authority to resolve.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Two teams on the same ART regularly duplicate effort because they don’t know what the other is building. What is the best mechanism to improve this cross-team collaboration?

⬜ Assign both teams the same Product Owner
✅ Regular cross-team syncs such as Scrum of Scrums and PO Sync
⬜ Merge the two teams’ backlogs into one without discussion
⬜ Escalate every overlap to the Business Owners

Explanation:-
Scrum of Scrums and PO Sync exist specifically to coordinate dependencies and avoid duplicated or conflicting work across teams on an ART.
Source: https://framework.scaledagile.com/team-and-technical-agility

Why does SAFe encourage developing “T-shaped” skills within a team?

⬜ To ensure every member becomes a generalist with no deep expertise
✅ To reduce single points of failure and bottlenecks by having members with deep expertise in one area and working knowledge across others
⬜ To reduce the number of roles needed on an ART
⬜ To replace the need for a Scrum Master

Explanation:-
T-shaped skills (deep in one area, broad across others) improve flow by reducing dependency on any single specialist and enabling more flexible work assignment.
Source: https://framework.scaledagile.com/team-and-technical-agility

What is a practical way for an Advanced Scrum Master to assess a team’s health and performance over time?

⬜ Rely solely on velocity numbers
✅ Use a combination of qualitative team self-assessments and quantitative flow/quality metrics
⬜ Ask the Release Train Engineer to rate the team
⬜ Compare the team’s story points directly against other teams

Explanation:-
A holistic view — combining team self-assessment (e.g., team health radars) with objective flow and quality data — gives a more accurate picture than any single metric.
Source: https://framework.scaledagile.com/scrum-master-team-coach

An Advanced Scrum Master wants to build trust with a skeptical stakeholder who was burned by missed commitments in the past. What is the most effective first step?

✅ Deliver consistently on smaller, transparent commitments and communicate progress openly
⬜ Promise an ambitious delivery date to win the stakeholder over immediately
⬜ Avoid the stakeholder until the team’s metrics improve
⬜ Ask a more senior leader to reassure the stakeholder instead

Explanation:-
Trust with stakeholders is rebuilt through consistent, transparent delivery over time — not promises.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Domain 4: Addressing Conflict

Which statement best reflects how SAFe views conflict within a team?

⬜ All conflict is destructive and should be eliminated
✅ Task-focused conflict is natural and can be productive, while unmanaged relationship conflict is destructive
⬜ Conflict should always be escalated to the Release Train Engineer
⬜ Conflict only occurs when a team lacks a Scrum Master

Explanation:-
SAFe recognizes that healthy, task-based conflict (debating ideas) improves decisions, whereas personal, relationship-based conflict damages trust and performance.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A disagreement over which architectural approach to use is an example of what type of conflict?

✅ Task or process conflict
⬜ Relationship conflict
⬜ Value conflict only
⬜ There is no such thing as task conflict in Agile teams

Explanation:-
Task/process conflict concerns the work itself — approach, priorities, or method — and, when handled well, often leads to better outcomes.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Using the Thomas-Kilmann Conflict Mode framework, which style involves pursuing one’s own position at the expense of the other party, often used in a crisis needing quick, decisive action?

✅ Competing
⬜ Collaborating
⬜ Accommodating
⬜ Avoiding

Explanation:-
Competing is high on assertiveness and low on cooperativeness — useful for urgent decisions, but overused it damages relationships.
Source: https://framework.scaledagile.com/scrum-master-team-coach

Which Thomas-Kilmann conflict style seeks a solution that fully satisfies the concerns of all parties involved, and is generally best suited to complex issues where the relationship matters?

⬜ Compromising
✅ Collaborating
⬜ Accommodating
⬜ Avoiding

Explanation:-
Collaborating is high on both assertiveness and cooperativeness, aiming for a true win-win, though it takes more time and effort than other styles.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A Scrum Master and Product Owner each give up part of their preferred approach to quickly reach a workable middle-ground decision before a deadline. Which conflict style does this represent?

⬜ Competing
⬜ Collaborating
✅ Compromising
⬜ Avoiding

Explanation:-
Compromising trades some of each party’s goals for a faster, moderately satisfying resolution — useful under time pressure but not always optimal long-term.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A team member consistently withdraws from a disagreement and changes the subject rather than addressing it. Which Thomas-Kilmann style is this person exhibiting?

⬜ Accommodating
✅ Avoiding
⬜ Compromising
⬜ Competing

Explanation:-
Avoiding is low on both assertiveness and cooperativeness; it can be appropriate for trivial issues but is harmful if used for important, recurring conflicts.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A developer repeatedly gives in to a more vocal teammate’s preferences on design decisions to keep the peace, even when they disagree. Which Thomas-Kilmann style does this represent?

✅ Accommodating
⬜ Competing
⬜ Collaborating
⬜ Avoiding

Explanation:-
Accommodating is low on assertiveness and high on cooperativeness — sometimes appropriate to preserve harmony, but overused it can suppress valuable dissent.
Source: https://framework.scaledagile.com/scrum-master-team-coach

What does “interest-based” (as opposed to “positional”) conflict resolution focus on?

⬜ Determining who has the higher position in the org chart
✅ Understanding the underlying needs and motivations behind each party’s stated position, to find a solution that addresses both
⬜ Always finding a 50/50 compromise regardless of underlying needs
⬜ Letting the most senior person decide

Explanation:-
Interest-based problem-solving looks past the stated positions to the real interests behind them, often revealing solutions positional bargaining would miss.
Source: https://framework.scaledagile.com/scrum-master-team-coach

What is generally the most appropriate role for an Advanced Scrum Master when conflict arises between two team members?

⬜ Decide who is right and instruct the other to comply
✅ Facilitate a constructive conversation so the team members work through the conflict themselves
⬜ Report the conflict to HR immediately in all cases
⬜ Ignore it since it will resolve itself

Explanation:-
The ASM acts as a facilitator and coach who helps parties communicate and resolve issues, rather than acting as a judge or decision-maker.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A disagreement between two teams on an ART about a shared dependency cannot be resolved despite repeated attempts at the team level. What should the Advanced Scrum Master do?

⬜ Let the disagreement continue since ASMs shouldn’t get involved in cross-team issues
✅ Escalate and facilitate resolution at the ART level, involving the Release Train Engineer if needed
⬜ Instruct one team to unilaterally give in
⬜ Wait until the next Program Increment to address it

Explanation:-
When conflict can’t be resolved at the team level, it should be escalated and facilitated at the appropriate level — often with RTE involvement — rather than left unresolved.
Source: https://framework.scaledagile.com/scrum-master-team-coach

A team has the same disagreement resurface in every retrospective without real resolution. What technique should the Advanced Scrum Master introduce to address the recurring pattern?

⬜ Skip retrospectives until the conflict fades
✅ Use root-cause analysis techniques, such as the 5 Whys, to identify and address the underlying cause rather than the symptoms
⬜ Rotate team members every Sprint to avoid the friction
⬜ Simply document the conflict without further action

Explanation:-
Recurring conflict is often a symptom of a deeper root cause; techniques like the 5 Whys help the team get past symptoms to the actual issue.
Source: https://framework.scaledagile.com/inspect-and-adapt

Domain 5: Improving ART Performance

What are the three main parts of the SAFe Inspect and Adapt (I&A) event?

✅ PI System Demo, Quantitative and Qualitative Measurement, and the Problem-Solving Workshop
⬜ Sprint Planning, Daily Stand-up, and Sprint Review
⬜ PI Planning, Backlog Refinement, and Retrospective
⬜ Vision, Roadmap, and Backlog

Explanation:-
The I&A event structures ART-level inspection and improvement into these three distinct parts at the end of every Program Increment.
Source: https://framework.scaledagile.com/inspect-and-adapt

What is the primary purpose of the PI System Demo within the Inspect and Adapt event?

⬜ To plan the next Program Increment’s objectives
✅ To demonstrate the integrated, working system increment to stakeholders and gather their feedback
⬜ To calculate individual team member performance ratings
⬜ To resolve conflicts between teams

Explanation:-
The PI System Demo shows the full, integrated solution built across the ART during the PI so stakeholders can see real progress and give feedback.
Source: https://framework.scaledagile.com/inspect-and-adapt

How is the ART Predictability Measure typically calculated?

⬜ By counting the number of stories completed regardless of value
✅ By aggregating each team’s actual versus planned business value achieved for their PI Objectives
⬜ By averaging individual developer story points
⬜ By counting the number of retrospectives held

Explanation:-
The ART Predictability Measure reflects how well the ART, in aggregate, delivered against the planned business value of its PI Objectives — reliable ARTs typically score 80-100%.
Source: https://framework.scaledagile.com/inspect-and-adapt

Besides the ART Predictability Measure, what other type of data is examined during the Quantitative and Qualitative Measurement part of I&A?

⬜ Only the ART’s total budget spent
✅ Qualitative data such as customer satisfaction (e.g., NPS), defect/quality trends, and team/employee engagement feedback
⬜ Individual salary and compensation data
⬜ Only competitor product pricing

Explanation:-
Qualitative measures complement the quantitative predictability score, giving a fuller picture of ART health beyond just “did we hit the plan.”
Source: https://framework.scaledagile.com/inspect-and-adapt

Which root-cause analysis technique, commonly used in the I&A Problem-Solving Workshop, involves repeatedly asking “why” to trace a problem back to its underlying cause?

⬜ Value stream mapping
✅ The 5 Whys
⬜ Planning poker
⬜ A cumulative flow diagram

Explanation:-
The 5 Whys is a simple, iterative technique for drilling past symptoms to find the true root cause of a systemic problem.
Source: https://framework.scaledagile.com/inspect-and-adapt

What visual technique is commonly used alongside the 5 Whys in the Problem-Solving Workshop to organize potential causes of a problem into categories?

⬜ A Kanban board
✅ A fishbone (Ishikawa) diagram
⬜ A burn-down chart
⬜ A program board

Explanation:-
The fishbone/Ishikawa diagram groups potential causes (e.g., people, process, tools, environment) to help teams systematically explore what’s driving a problem.
Source: https://framework.scaledagile.com/inspect-and-adapt

After the Problem-Solving Workshop identifies root causes and improvement actions, where do those improvement items typically go?

⬜ They are discarded once the workshop ends
✅ They become backlog items considered for the next Program Increment
⬜ They are only tracked informally by the Scrum Master
⬜ They must be implemented within the same day

Explanation:-
Improvement backlog items from I&A are added to the relevant Team or Program Backlog so they can be prioritized and planned into upcoming iterations.
Source: https://framework.scaledagile.com/inspect-and-adapt

What is the main purpose of the Innovation and Planning (IP) Iteration within a Program Increment?

⬜ To add an extra Iteration of committed feature work
✅ To provide dedicated time for innovation, exploration, PI Planning preparation, and events like Inspect and Adapt, without the pressure of iteration velocity
⬜ To replace the need for a System Demo
⬜ To extend the deadline for unfinished committed stories

Explanation:-
The IP Iteration is intentionally kept outside of normal velocity/commitment tracking to give teams space for innovation, education, and ART-level events like I&A.
Source: https://framework.scaledagile.com/innovation-and-planning-iteration

What does it mean for ART events to be “outcome-based” rather than purely ceremonial?

✅ Events are run to produce meaningful decisions and improvements, not just to check a box that the ceremony happened
⬜ Events no longer need a fixed agenda
⬜ Events are optional for the Release Train Engineer
⬜ Events should be canceled if attendance is low

Explanation:-
An outcome-based approach means each ART event (PI Planning, System Demo, I&A, etc.) is judged by the value and decisions it produces, not merely by having occurred on schedule.
Source: https://framework.scaledagile.com/inspect-and-adapt

How can an Advanced Scrum Master best support the Release Train Engineer in improving ART performance?

⬜ By taking over the RTE’s responsibilities during I&A
✅ By helping facilitate Scrum of Scrums, coaching individual Scrum Masters, and surfacing team-level flow data that feeds into ART-level decisions
⬜ By avoiding involvement in ART-level events entirely
⬜ By only focusing on their own team and ignoring ART-wide concerns

Explanation:-
ASMs support the RTE by extending coaching and facilitation to the ART level, helping connect team-level issues to systemic, ART-wide improvements.
Source: https://framework.scaledagile.com/scrum-master-team-coach

An ART’s flow metrics show consistently high Flow Load and low Flow Predictability across multiple teams. What should this signal to the Advanced Scrum Master and RTE?

⬜ Nothing; these metrics are unrelated to ART performance
✅ A likely systemic capacity/demand imbalance across the ART that should be investigated and addressed, potentially in the Problem-Solving Workshop
⬜ That the ART should immediately add more Program Increments per year
⬜ That the next System Demo should be canceled

Explanation:-
When flow metrics point to problems across multiple teams, it suggests a systemic, ART-level issue best surfaced and addressed through Inspect and Adapt rather than treated as one team’s problem.
Source: https://framework.scaledagile.com/art-flow