Tell Me About a Time You Had to Choose Between Two Competing Valid Approaches - Bar Raiser Evaluate

Evaluate These Two Answers

"Tell me about a time when you identified a problem that no one else had noticed and took action to fix it."

SDE 2 3 minAmazon Bar Raiser. LP evaluated explicitly. Content scored, not delivery.

Score BOTH answers on Ownership Signal, Action Specificity, and Quantified Impact BEFORE applying the full rubric.

If you scored Candidate A >40 total, your calibration is biased toward fluency. Bar Raisers ignore delivery and score content only.

Candidate A

During a sprint, I noticed a data inconsistency issue affecting reports in the payment module that no one else had identified. I independently analyzed the data and collaborated with the team to pinpoint the root cause. I then deployed a fix that improved report accuracy by 15%, reducing customer complaints by 20% within two weeks. Although it was a team effort, I took primary responsibility for the investigation and resolution.

Fluent delivery, confident tone - most untrained evaluators score this high

Candidate B

While reviewing system logs, I noticed an unusual spike in error rates that no one had reported or filed a ticket for. I independently investigated the issue by analyzing recent code changes and running targeted tests. I weighed trade-offs between rolling back and patching, choosing to deploy a hotfix that mitigated risk without downtime. This reduced errors by 40%, improving customer experience and preventing potential revenue loss estimated at $10K weekly. I documented the root cause and shared learnings with the team to prevent recurrence.

35-55 seconds longer - every extra second is signal-dense content

Score Comparison

Dimension

Weight

Candidate A

Candidate B

structure star

15%

12

14

ownership signal

30%

1

28

action specificity

25%

8

24

quantified impact

20%

4

19

self awareness

10%

0

10

Total

25 No Hire

88 Strong Hire

AUTO-FAIL: my manager suggested I look into this since I had bandwidth - assigned task. Score 1. No Hire.

Auto-Fail Markers

Manager-directed task assignment

"Candidate A - my manager suggested I look into this since I had bandwidth"

Ownership requires self-initiation. Manager-assigned = execution. Score 1 on ownership_signal (weight=30) = No Hire always.

Collective language hiding individual contribution

"Candidate A - we found a data inconsistency issue"

Using 'we' without clarifying individual role obscures ownership. Score 1 on ownership_signal (weight=30) = No Hire always.

Bar Raiser Notes

Ownership weak - manager-directed; collective language obscures individual contribution; zero quantification of impact; no clear risk mitigation; No Hire.

Fix-It Challenge

Ownership clarity

Before"my manager suggested I look into this since I had bandwidth"

→

After"I noticed the issue during a routine review with no ticket filed and nobody asked me to investigate; I decided to act proactively because..."

Demonstrates self-initiation and ownership rather than manager assignment.

Individual contribution specificity

Before"we found a data inconsistency issue"

→

After"I discovered a data inconsistency issue during my analysis"

Highlights personal ownership and responsibility rather than vague team effort.

Quantify impact

Before"improved report accuracy and reduced customer complaints"

→

After"improved report accuracy by 15%, reducing customer complaints by 20% within two weeks"

Adds measurable impact to demonstrate effectiveness and business value.

Coaching Notes

• At Amazon, Are Right a Lot means demonstrating strong judgment by weighing trade-offs with data, mitigating risks, and quantifying impact clearly.
• Avoid phrases that imply manager direction such as 'my manager suggested' because ownership requires self-initiation.
• Use precise individual language rather than collective 'we' to highlight your personal contribution.
• Quantify the impact of your actions with metrics and business outcomes to show the scale of your decision-making.
• Explicitly describe how you evaluated options and mitigated risks to show sound judgment and bias for action.

Model Answer Guidance

A strong answer for Are Right a Lot at Amazon includes a clear example where the candidate independently identified a problem without prompting, analyzed data to weigh trade-offs, chose a risk-mitigated solution, and quantified the impact with metrics and business results. The candidate should use first-person language to demonstrate ownership and explain their reasoning process explicitly.

Practice

1. You faced a decision between two valid technical approaches to improve system performance. You gathered data, consulted experts, and chose the approach with the strongest evidence, even though it was less popular. Which Amazon Leadership Principle does this primarily demonstrate?

easy

A. Bias for Action

B. Customer Obsession

C. Deliver Results

D. Are Right a Lot

Solution

1. Step 1: Identify the core behavior -- making a data-driven decision despite popularity ->
2. Step 2: Recognize this aligns with Are Right a Lot, which values good judgment and strong evidence ->
3. Step 3: Differentiate from Bias for Action, which emphasizes speed over deliberation ->

Hint: Data-driven choice despite pressure -> Are Right a Lot

Common Mistakes:

2. Candidate answer: "My manager asked me to evaluate two competing solutions for our system. I worked with the team to analyze both, and we decided on the better option. As a result, the system improved and the team was happy." What is the PRIMARY weakness in this answer?

easy

A. Manager-assigned initiation, no self-driven ownership

B. Weak reflection on lessons learned

C. No second-order impact described

D. Vague description of actions taken

Solution

1. Step 1: Identify who initiated the action -> Manager-assigned initiation, no self-driven ownership
2. Step 2: This destroys the Ownership and Are Right a Lot signal, making it a fatal flaw
3. Step 3: Other issues like weak reflection are secondary and less critical

Hint: Manager asked -> ownership destroyed

Common Mistakes:

3. In a candidate's answer, they said: "I gathered data from multiple sources, challenged assumptions, and chose the approach with the highest probability of success." Which Amazon Leadership Principle does this sentence primarily demonstrate?

medium

A. Dive Deep

B. Bias for Action

C. Are Right a Lot

D. Invent and Simplify

Solution

1. Step 1: Focus on the behavior -- gathering data and challenging assumptions ->
2. Step 2: This aligns with Are Right a Lot, emphasizing good judgment and strong decision-making
3. Step 3: Dive Deep is close but focuses more on investigation than decision correctness

Hint: Data + challenge assumptions -> Are Right a Lot

Common Mistakes:

4. What does the phrase "My manager asked me to evaluate the options" signal to the interviewer?

medium

A. Shows good communication with management

B. Indicates task assignment, ownership signal destroyed

C. Demonstrates proactive problem identification

D. Reflects strong time management skills

Solution

1. Step 1: Identify who initiated the action -> Indicates task assignment, ownership signal destroyed
2. Step 2: This destroys ownership and Are Right a Lot signals
3. Step 3: Other interpretations are plausible but less critical or incorrect

Hint: "Manager asked" -> ownership lost

Common Mistakes:

5. Candidate answer: "I identified two valid approaches to improve our system. I analyzed data and consulted experts to decide on the best path. We collectively decided to implement the chosen solution. After deployment, system latency dropped by 30%, improving customer satisfaction. I documented the process and shared learnings with the team. This helped us make better decisions in future projects." Which element is the disqualifier?

hard

A. "We collectively decided to implement the chosen solution."

B. "I analyzed data and consulted experts to decide on the best path."

C. "System latency dropped by 30%, improving customer satisfaction."

D. "I documented the process and shared learnings with the team."

Solution

1. Step 1: Identify who initiated the decision -> "We collectively decided to implement the chosen solution."
2. Step 2: This subtle loss of clear ownership is a disqualifier for Are Right a Lot
3. Step 3: Other elements show strong data use, impact, and reflection, so they are strengths

Hint: "We collectively decided" -> ownership diluted disqualifier

Common Mistakes: