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  1. The Peterman Pod
  2. Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations
Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod · Jan 19, 2026

An Airbnb staff engineer reveals how to get promoted from Senior, the unspoken rules of performance calibrations, and why he pitched his own move to management.

Career Boredom Is A Strong Signal That It's Time For A Role Change

The speaker views boredom not as a negative feeling to endure, but as a critical career signal that something is wrong. He used periods of boredom as catalysts to transition into management and, later, back to an individual contributor role, ensuring he was always seeking new challenges.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

The Senior-to-Staff Engineer Promotion Requires Owning the Full Problem Lifecycle

The leap from Senior to Staff Engineer is a major mindset shift. It's not just about solving harder problems, but about autonomously owning the entire lifecycle: identifying the right problems to solve, pitching their value to stakeholders, and then leading the execution end-to-end.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

Intern Calibration Meetings Are Highly Emotional Due to Manager Attachment

Intern calibration meetings are often the most emotional because managers become deeply invested in their single intern. They tie their own performance to the intern's success, leading to a room full of managers arguing that their intern "exceeds expectations," creating high-stakes, tense discussions.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

Top Managers Use a 'Surprise Factor' Metric for Performance Reviews

To ensure continuous alignment, the speaker measured a "surprise factor." Before a review, he and his report would each write down the expected outcome. A mismatch was a failure of his management and communication during the performance cycle. Even positive surprises indicate a coaching failure.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

Challenge Unwritten Company Rules in 1-on-1s, Not Group Meetings

To change unwritten, bureaucratic rules, such as those in performance calibrations, avoid confronting decision-makers in a group setting where they become defensive. The speaker advises having private 1-on-1 conversations beforehand to understand the rule's origin and present your case with evidence.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

Airbnb Hired Firefighters to Fix Its Engineering Incident Management

To solve recurring reliability problems, design-led Airbnb thought outside the box. They hired crisis management experts like firefighters, who brought non-traditional but highly effective processes and rigor to the company's incident management, a practice the speaker then adopted at subsequent companies.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

Find Staff-Level Projects by Keeping a 'Friction Log' of Your Workflow

To identify impactful, staff-level projects, adopt Stripe's practice of a "friction log." Methodically document every step and pain point in a core workflow, such as making a code change. This process of "channeling your inner frustration" helps surface systemic problems and high-impact opportunities.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

New Tech Leads Gain Credibility By Asking Questions, Not Giving Directives

Joining as a new tech lead for an existing team, the speaker built trust by forbidding himself from giving direct orders or rejecting designs. He instead embedded with teams and used strategic questioning to guide them, helping them arrive at the right conclusions while respecting their expertise.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

A Peer-Turned-Manager's First Test Is Seeking Context, Not Assigning Blame

When managing former peers, expect to be tested. A direct report challenged the speaker with a hypothetical scenario to see if he would jump to conclusions or seek to understand the full context first. Passing this test built immediate trust by showing he wouldn't abuse his new authority.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago

Effective Coaching Requires Adapting Your Style to the Learner's Phase

Coaching requires shifting your style based on the learner's specific phase of skill acquisition. Following the Situational Leadership model, a coach must move from directing (low skill, high motivation) to supporting (growing skill, low confidence) and finally to delegating (high skill). A mismatch in style will fail.

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations thumbnail

Airbnb Staff Eng on How To Not Get Stuck at Senior and Untold Rules of Calibrations

The Peterman Pod·a month ago