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Arpit Bhayani

Temporal Primer - Building Long-Running Systems What Matters in Production RAG Structure of Every LLM Chat How LLMs Really Work Your Monolith Is Already A Distributed System Databases Were Not Designed For This BM25 JOIN Algorithms Venting at Work Comes at a Reputation Cost Why Half Your Skills Expire Every Few Years Multi-Paxos - Consensus in Distributed Databases MySQL Replication Internals Bloom Filters When You Increase Kafka Partitions Product Quantization The Q, K, V Matrices The Day I Accidentally Deleted Production How LLM Inference Works What are Blocking Queues and Why We Need Them Heartbeats in Distributed Systems How Writes Work in Apache Cassandra Redis Replication Internals How to Handle Arrogant Colleagues at Work How Does a CDN Handle Content Replication You Can't Fix Everything on Day One When Emotions Spill Over at Work Why gRPC Uses HTTP2 Meetings With No Agenda Are a Waste of Time Career Longevity Beats Constant Job Hopping Stay Relevant at Higher Salary Levels Why Distributed Systems Need Consensus Algorithms Like Raft Why Do Databases Deadlock and How Do They Resolve It Why and How Cache Locality Can Make Your Code Faster Why Eventual Consistency is Preferred in Distributed Systems Why does DNS use both UDP and TCP Should You Do a Master's My Honest Take Empathy Makes Great Engineers Unstoppable Good Mentors Build People, Not Just Skills Why You Should Always Have Back-Burner Projects Before You Push Back, Know What You're Standing On Be the One They Can Count On How Much Are People Willing to Bet on You How to Get Leadership to Say Yes to Your Project Don't Let Your Best Ideas Die in Silence Be the Person Everyone Wants to Work With The XY Problem and How to Avoid It The Startup Hiring Lie Nobody Talks About You Won't Be Promoted Unless You Ask It's Not Enough to be Right; Learn to be Heard No One Ships Great Software Alone You Don't Win by Proving Others Wrong Appreciate Generously; It Costs Nothing, But Builds Everything Your Soft Skills Aren't Soft at All Before you form an opinion, experience it Why You Need Both Curiosity and Action to Thrive A Daily Worklog Changed Everything How We Handle Mistakes Defines Us Own Your Mistakes Don't Wait. Step Up. Temporary Fixes Are Permanent Why Interviews Are Biased And What Sets You Apart Saying 'This isn't my problem' is actually the problem How to Write Effective OKRs Never Lose a Battle due to Miscommunication When In Doubt, Code It Out How to Follow Up Without Annoying People Lead Projects That Land, Execution Over Everything Abstract Thinking Will Define Your Next Decade We Engineers Suck at Task Estimation Shiny Obect Syndrome in Tech Comfort and Competition - Know When to Switch Gears Paper Notes - On-demand Container Loading in AWS Lambda Paper Notes - SQL Has Problems. We Can Fix Them Pipe Syntax In SQL Paper Notes - NanoLog - A Nanosecond Scale Logging System Don't Wait, Learn - The Best Resource is Mythical Paper Notes - WTF - The Who to Follow Service at Twitter The Unexpected Benefit of Reading Random Engineering Articles Roadmaps Are Limiting Your Growth Stop Leaving Money on the Table - Negotiate Your Job Offer Never Bad-Mouth Your Past Employers Show You're a Culture Fit Quantify your resume, Know Your Numbers The Importance of Being Likeable in Interviews Questions to Ask Your Interviewer How to Build Trust Through Collaboration Do This, Once You Are Out of the Interview Cycle Stop Pitching Ideas, Start Pitching Projects Read Those Design Docs, Even the Ones That Seem Irrelevant The Best Engineering Lessons Happen During Outages Great Engineers Start Broad LLM Summaries are Ruining Your Learning Turn System Design Interviews into Discussions Title Inflation At Work, Find Your Own Projects 6 Simple Strategies to Cracking Any Tech Interview How to Remain Unblocked Solving the Knapsack Problem with Evolutionary Algorithms Generating Pseudorandom Numbers with LFSR Local vs Global Indexes in Partitioned Databases Partitioning Data - Range, Hash, and When to Use Them
When to Change Jobs - The 3P Framework
Arpit Bhayani · 2024-10-19 · via Arpit Bhayani

Knowing when to switch roles or companies significantly impacts your career growth and trajectory, and I have a simple 3P formula that can help you find the right time to switch.

  1. Paisa (money)
  2. Power (core competency growth)
  3. Position (ladder growth)

At any company you are working at or switching to, you should get at least two of the three Ps. If you are getting fewer than two, it is time to switch.

  1. Paisa (Money)

Monetary compensation is often a primary motivator for a job change. Consider a switch if your current role does not provide enough or if the increments do not keep pace with industry norms. If the other two Ps outweigh your average salary, it might be worth staying at the current company.

  1. Power (Core Competency)

Power in this context refers to your growth in core competency and how close you are to becoming a subject matter expert in the domain in which you operate. Aim to become a really good engineer, and a good job will always present you with opportunities to become one.

Assess whether your current role challenges you, introduces you to new technologies, methodologies, or projects, and ultimately contributes to your professional depth and breadth. Again, if the other two Ps outweigh the lack of core competency, it might be worth staying at the current company.

  1. Position (Ladder Growth)

The third P, Position, involves your upward movement in the org ladder. Your official title matters, and it dictates the roles and responsibilities you have handled. Hence, an important criterion to decide if it is the right time to switch or not.

Assess if your current job provides a clear and actionable path for promotion and increases in responsibility. Stagnation can often lead to your future employer doubting your abilities and will negatively impact your career growth.

Again, if the other two Ps outweigh the lack of ladder growth, it might be worth staying at the current company. Most people remain at an L5 at Google is an example of this.

I always evaluated my situation every six months and over-optimized for two of the three Ps. For example,

  1. at Practo, I optimized for Power and Paisa
  2. at Amazon, I optimized for Position and Paisa
  3. at Unacademy, I optimized for Position and Power
  4. at Google, I optimized for Power and Paisa

My entrepreneurial stint has been about optimizing for Position and Power with a hope for a high gain in the third P in the coming years.

To me, this has been a pretty structured framework to guide my thinking process, ensuring that my career decisions are both strategic and beneficial in the long run. Hope it helps you as well.