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Failure analysis
Failure analysis
questions.
83 failure analysis questions from the bank, ready to practice out loud.
Practice failure analysis
Learn the ideas first
· free with an account
Root cause: five whys, fishbone & causal layers
STAR and CARL: structuring your story
Blameless postmortems & debriefs that change something
Material selection: environment, lifecycle & failure modes
Preserve the evidence, reconstruct the sequence
Prevention that sticks: CAPA & the hierarchy of controls
All 83 questions
Bridge girder crack hypotheses
A 30-year-old highway bridge developed unexpected cracks in a girder. Walk me through your initial hypotheses.
Root cause hypothesis
Senior–leadership
Add to study plan
Evidence preservation at failure sites
Walk me through how you'd preserve and prioritize evidence at the site of a structural failure.
Evidence gathering
Senior–leadership
Add to study plan
Reconstructing unwitnessed failures
Walk me through how you'd reconstruct the sequence of a failure when no one was present at the time.
Sequence reconstruction
Senior–leadership
Add to study plan
Primary cause versus contributing factors
Walk me through how you'd distinguish primary cause from contributing factors in a complex failure.
Contributing factors
Senior–leadership
Add to study plan
Structuring prevention recommendations
Walk me through how you'd structure prevention recommendations after identifying a failure cause.
Prevention recommendations
Senior–leadership
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Pressure vessel weld crack hypotheses
A weld in a pressure vessel cracked under nominal operating conditions. Walk me through your hypotheses.
Root cause hypothesis
Senior–leadership
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Evidence destroyed by responders
Walk me through how you'd handle a failure where the most informative evidence has been destroyed by responders.
Evidence gathering
Senior–leadership
Add to study plan
Conflicting witness accounts
Walk me through how you'd handle conflicting witness accounts of a failure.
Sequence reconstruction
Senior–leadership
Add to study plan
Failure with multiple liable parties
Walk me through how you'd handle a failure where multiple parties have potential liability.
Contributing factors
Senior–leadership
Add to study plan
Industry-wide implementation barriers
Walk me through how you'd communicate prevention recommendations when implementation would require an industry-wide change.
Prevention recommendations
Senior–leadership
Add to study plan
Failures without known patterns
Walk me through how you'd approach a failure that doesn't match any known pattern.
Root cause hypothesis
Senior–leadership
Add to study plan
Evidence collection under pressure
Walk me through how you'd handle evidence collection when there's pressure to restore operations quickly.
Evidence gathering
Senior–leadership
Add to study plan
Using simulation to reconstruct failures
Walk me through how you'd use simulation to reconstruct a failure event.
Sequence reconstruction
Senior–leadership
Add to study plan
Identifying latent contributing factors
Walk me through how you'd identify latent factors that contributed to a failure but weren't direct causes.
Contributing factors
Senior–leadership
Add to study plan
Writing actionable broad recommendations
Walk me through how you'd write recommendations that are specific enough to act on but general enough to apply broadly.
Prevention recommendations
Senior–leadership
Add to study plan
Multiple equally likely causes
Walk me through how you'd handle a failure where multiple causes look equally likely.
Root cause hypothesis
Senior–leadership
Add to study plan
Access restrictions from manufacturers
Walk me through how you'd respond when the manufacturer or operator wants to limit what you can examine.
Evidence gathering
Senior–leadership
Add to study plan
Logs and physical evidence mismatch
Walk me through how you'd handle a failure where data logs and physical evidence don't match.
Sequence reconstruction
Senior–leadership
Add to study plan
Organizational rather than technical failure
Walk me through how you'd handle a failure that's primarily organizational rather than technical.
Contributing factors
Senior–leadership
Add to study plan
Avoiding problem transfer between systems
Walk me through how you'd avoid recommendations that just transfer the problem to another part of the system.
Prevention recommendations
Senior–leadership
Add to study plan
Cause ruled safe by standards
Walk me through how you'd handle a failure where the suspected cause has been ruled safe by the standards body.
Root cause hypothesis
Senior–leadership
Add to study plan
Handling suspected counterfeit components
Walk me through how you'd handle suspected counterfeit components found post-failure.
Evidence gathering
Senior–leadership
Add to study plan
Investigating when timeline is contested
Walk me through how you'd handle a failure where the timeline is contested.
Sequence reconstruction
Senior–leadership
Add to study plan
Resisting pressure to narrow investigation
Walk me through how you'd respond when stakeholders push to limit the investigation to a narrow set of causes.
Contributing factors
Senior–leadership
Add to study plan
Client refusing prevention recommendations
Walk me through how you'd handle prevention recommendations that the client doesn't want to implement.
Prevention recommendations
Senior–leadership
Add to study plan
Multi-disciplinary investigation team
Walk me through how you'd structure an investigation team for a complex multi-disciplinary failure.
Root cause hypothesis
Senior–leadership
Add to study plan
Failure under changed standards
Walk me through how you'd handle a failure where the relevant standards have changed since the original design.
Evidence gathering
Senior–leadership
Add to study plan
Testing failure hypothesis with samples
Walk me through how you'd test a hypothesis about a failure using a physical sample.
Sequence reconstruction
Senior–leadership
Add to study plan
Reporting contested primary cause
Walk me through how you'd describe contributing factors in a report when the primary cause is contested.
Contributing factors
Senior–leadership
Add to study plan
Redesign versus refurbish versus replace
Walk me through how you'd think about whether a failure means redesigning, refurbishing, or replacing.
Prevention recommendations
Senior–leadership
Add to study plan
Gear failure before rated lifespan
A gear in a conveyor system broke after six months of service, well before its rated lifespan. What are your initial hypotheses for why this might have happened?
Root cause hypothesis
Entry–mid
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Collecting evidence from pipe rupture
You arrive at a site where a pipe has ruptured and fluid has leaked everywhere. What physical evidence would you try to collect first, and why?
Evidence gathering
Entry–mid
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Determining when component failed
An electronic component failed, but the failure wasn't noticed until hours later. How would you determine when the failure actually occurred?
Sequence reconstruction
Entry–mid
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Weighing undersizing versus ventilation
A motor overheated and failed. You find it was undersized for the application and also poorly ventilated. How would you explain which factor was more important?
Contributing factors
Entry–mid
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Preventing contaminated lubricant failure
After finding that a bearing failed due to contaminated lubricant, what recommendations would you make to prevent this in the future?
Prevention recommendations
Entry–mid
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Software valve unexpected closure causes
A software-controlled valve closed unexpectedly, causing a process shutdown. What are three possible root causes you would investigate?
Root cause hypothesis
Entry–mid
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Documenting failed component for lab
You need to document a failed component that will be shipped to a lab for analysis. What information and photos should you capture before it leaves the site?
Evidence gathering
Entry–mid
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Tank overflow, sensor shows half
A tank overflow occurred, but the level sensor logs show the tank was only half full. How would you figure out what actually happened?
Sequence reconstruction
Entry–mid
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Overtorqued bolt with pre-existing crack
A bolt broke during installation. You find it was both overtorqued and had a pre-existing crack. How do you determine which was the primary cause?
Contributing factors
Entry–mid
Add to study plan
Operator error beyond procedure compliance
You've determined that a pump failed because the operator didn't follow the startup procedure. What recommendations would you make beyond just 'follow the procedure'?
Prevention recommendations
Entry–mid
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Battery pack swelling and failure
A battery pack in a device swelled and stopped working. What hypotheses would you consider about what caused this?
Root cause hypothesis
Entry–mid
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Corrosion role in component failure
During a failure investigation, you notice corrosion on multiple components, not just the failed one. How would you decide what role corrosion played in the failure?
Contributing factors
Entry–mid
Add to study plan
Human error as insufficient conclusion
A root-cause review just concluded 'human error' and everyone seems satisfied. Why is that answer suspect, and what would you ask next?
Contributing factors
Mid–leadership
Add to study plan
ML model degradation investigation
Your team's ML model degraded quietly for three months before anyone noticed, and the post-incident review is yours to run. Where do you start, and what makes this different from reviewing an outage?
Root cause hypothesis
Senior–leadership
Add to study plan
System working as designed, harm
An automated decision system produced a harmful outcome while operating exactly as designed — nothing technically broke. How do you investigate a failure with no defect in it?
Contributing factors
Senior–leadership
Add to study plan
Investigation with missing telemetry
Midway through an incident review you realize the telemetry needed to answer the central question was never built. What do you do with the investigation — and what do you do about the gap?
Evidence gathering
Mid–leadership
Add to study plan
Same failure recurred after fix
Your team shipped a fix after what felt like a thorough root-cause review, and the same failure recurred a month later. What now?
Prevention recommendations
Mid–leadership
Add to study plan
Skipped runbook step, blameless review
Your organization runs blameless postmortems, but this time an engineer skipped an explicit runbook step. How do you keep the review honest about that without turning it into a trial?
Postmortem facilitation
Senior–leadership
Add to study plan
Investigating near misses differently
Tell me about a near miss — a failure that almost happened on your watch but didn't. How did you treat it differently from one that did, and should you have?
Near Miss analysis
Mid–leadership
Add to study plan
Vendor failure with incomplete evidence
A critical vendor's failure took your operation down, and the vendor's own postmortem is two thin paragraphs. How do you run your side of the investigation when half the evidence belongs to someone else?
Evidence gathering
Senior–leadership
Add to study plan
Bad training data, passed validation
A model failure traces back to bad training data that passed every validation check you had. How would you reconstruct how it got in — and decide where the real defect lives?
Sequence reconstruction
Senior–leadership
Add to study plan
When to stop asking why
In a root-cause review, how do you decide when to stop asking 'why'? Give me a real example of where you drew the line and what you left unexamined.
Root cause hypothesis
Mid–leadership
Add to study plan
Auditing postmortem follow-through
Six months after a serious incident, how would you audit whether the postmortem actually changed anything?
Prevention recommendations
Senior–leadership
Add to study plan
Investigating failures your metrics deny
Customers are reporting real harm, but every dashboard for that period stayed green. How would you investigate a failure your own metrics insist never happened?
Evidence gathering
Senior–leadership
Add to study plan
Connecting repeated factors across incidents
You've read your organization's last ten incident reports and the same contributing factor keeps appearing under different names. How do you make the case that this is one systemic failure, not ten one-offs?
Contributing factors
Senior–leadership
Add to study plan
Reviewing blame-focused postmortem drafts
A junior engineer's postmortem draft names individuals and assigns blame throughout. As the reviewer, what do you change in the document — and what do you teach them?
Postmortem facilitation
Senior–leadership
Add to study plan
Data center cooling system failure
A data center cooling system failed, causing server overheating in three racks before automatic shutdown. Walk me through your initial hypotheses about root cause.
Root cause hypothesis
Mid–senior
Add to study plan
Prioritizing evidence with overwriting logs
Walk me through how you'd prioritize evidence collection when a failure involves both physical components and digital logs that are overwriting in real-time.
Evidence gathering
Senior–staff+
Add to study plan
Reconstructing pharmaceutical batch failure
A pharmaceutical batch failed sterility testing three days after production. Walk me through how you'd reconstruct what happened during those 72 hours.
Sequence reconstruction
Mid–senior
Add to study plan
Design flaws versus maintenance issues
Walk me through how you'd separate design flaws from maintenance issues when both appear to contribute to a mechanical failure.
Contributing factors
Mid–senior
Add to study plan
Framing prevention after operator error
After identifying operator error as the proximate cause, walk me through how you'd frame prevention recommendations to avoid a blame-focused response.
Prevention recommendations
Senior–leadership
Add to study plan
Facilitating postmortem with defensive team
Walk me through how you'd facilitate a postmortem when the team is defensive because this is their third failure in six months.
Postmortem facilitation
Senior–leadership
Add to study plan
Analyzing surgical robot near-miss
A surgical robot experienced a momentary loss of position tracking that corrected itself before any patient harm. Walk me through your near-miss analysis approach.
Near Miss analysis
Senior–staff+
Add to study plan
Black-box third-party module failure
Walk me through how you'd build a failure hypothesis when the component that failed was a black-box third-party module with no internal documentation available.
Root cause hypothesis
Mid–staff+
Add to study plan
Turbine blade debris on farmland
A wind turbine blade separated during operation. Walk me through how you'd secure the failure site when debris is scattered across private farmland.
Evidence gathering
Mid–senior
Add to study plan
Latent defect versus environmental change
Walk me through how you'd distinguish between a latent design defect and recent environmental changes when analyzing a failure in a system that's operated successfully for five years.
Contributing factors
Senior–staff+
Add to study plan
Prevention when failure was predictable
Walk me through how you'd structure prevention recommendations when your analysis reveals the failure was predictable from ignored warning signs.
Prevention recommendations
Senior–leadership
Add to study plan
Running postmortem with executives present
Walk me through how you'd run a postmortem when the failure caused significant customer impact and executives are attending the session.
Postmortem facilitation
Staff+–leadership
Add to study plan
Investigating pipeline sensor near-miss
An oil pipeline pressure sensor briefly exceeded its alarm threshold but returned to normal within 30 seconds. Walk me through your near-miss investigation approach.
Near Miss analysis
Mid–senior
Add to study plan
Evidence gathering in clean room
Walk me through how you'd gather evidence when a failure occurred in a clean room environment and your investigation could contaminate ongoing production.
Evidence gathering
Mid–senior
Add to study plan
Contradictory sensor telemetry
Walk me through how you'd reconstruct the failure sequence when the only available evidence is contradictory telemetry from redundant sensors.
Sequence reconstruction
Senior–staff+
Add to study plan
Assessing training gaps without records
Walk me through how you'd assess whether inadequate training was a contributing factor without access to training records or the ability to interview the operator.
Contributing factors
Mid–senior
Add to study plan
Preventing rare failure combinations
Walk me through how you'd develop prevention recommendations when the root cause is a rare combination of conditions unlikely to recur naturally.
Prevention recommendations
Senior–staff+
Add to study plan
Resolving cross-functional blame
Walk me through how you'd facilitate a cross-functional postmortem when hardware, software, and operations teams are each blaming the other groups.
Postmortem facilitation
Senior–leadership
Add to study plan
Analyzing unnecessary safety activations
A construction crane's load limiter activated unnecessarily, stopping work but preventing no actual danger. Walk me through your near-miss analysis approach.
Near Miss analysis
Entry–mid
Add to study plan
Hypothesizing from destroyed components
Walk me through how you'd develop failure hypotheses when the failed component is so damaged that forensic testing cannot determine its pre-failure state.
Root cause hypothesis
Senior–staff+
Add to study plan
Reconstructing timeline with clock drift
Walk me through how you'd reconstruct the timeline of a chemical reactor upset when the control system's clock was found to be 14 minutes fast.
Sequence reconstruction
Mid–senior
Add to study plan
Evaluating cost-cutting as a factor
Walk me through how you'd evaluate whether organizational cost-cutting was a contributing factor when you have limited visibility into budget decisions.
Contributing factors
Senior–leadership
Add to study plan
Distinguishing real from lab artifacts
A finished tablet lot returns an out-of-specification assay result on one of six samples. Walk me through your initial hypotheses before you decide whether it's real or a lab artifact.
Root cause hypothesis
Mid–senior
Add to study plan
Separating root cause from contributors
A blend uniformity failure shows up intermittently across several batches of the same product. Walk me through how you'd separate the true root cause from the contributing factors.
Contributing factors
Senior–leadership
Add to study plan
Securing evidence from contamination
A settle plate in your Grade A filling zone grows an organism above the action limit. Walk me through what evidence you'd secure, and in what order, before it's disturbed.
Evidence gathering
Mid–senior
Add to study plan
Explaining late-stage stability failures
A commercial product fails a stability time point at 18 months when earlier points passed. Walk me through how you'd reconstruct what changed to explain the drop.
Sequence reconstruction
Senior–leadership
Add to study plan
Systemizing prevention across equipment
You've traced a cross-contamination event to a shared piece of equipment and an incomplete cleaning verification. Walk me through how you'd structure prevention so it addresses the system, not just that one line.
Prevention recommendations
Senior–leadership
Add to study plan