System Design Series: Taro Playlists [Part 5] - Data Model

You can [find the full system design doc here](https://docs.google.com/document/d/15WaM8Ojan82g0m2mtz6kC2Hiyj0Q6VbjfqRmVNDI3qw/edit?usp=sharing) - Feel free to use it as a template for when you're designing systems at your job!

The concrete details are covered in the doc linked above, so this summary will focus on the "meta" context behind this part and additional commentary:

- Always define the data model if applicable. It is the "core operating unit" of your system - Everything revolves around it. That's pretty much what CRUD is: You have some data model and the entire ecosystem revolves around manipulating it properly.
- Define the table/collection(s):
  - What is its name?
  - What does it represent? If you can include a visual aide on how it's actually rendered for the user, that makes things a lot clearer.
- Define the fields on your model:
  - What is its name/key?
  - What is its type?
  - Is it required?
  - What does it represent? This should include information on what kind of key it is (e.g. primary key) if applicable.
- Illustrate the model to make it really clear. JSON is really good at doing this as it's very readable. There are many free incredible JSON formatters online (Alex used them all the time to make project specs).

The Key To Avoiding The Performance Improvement Plan (PIP)

Getting hit with a performance improvement plan (otherwise known as a "PIP") is one of the worst things that can happen to you as a software engineer. This makes avoiding a performance improvement plan one of the most important things for you to do, especially in the currently layoff-rich economy.

Here's the core points from the video.

- Your performance review rating should never be a surprise: Regularly check in with your manager to figure out how you're trending to avoid the dreaded PIP.
- On top of asking for constructive feedback regularly, you shouldn't be afraid to ask every 2-3 months if you're on track to get the rating you want once the formal performance review happens. The clearest way this manifests is a hypothetical rating: *"Would you give me at least a \[Meets Expectations\] for my performance so far?"* This is the most powerful way you can stay in sync with your manager.
- Make it clear with your manager that you'll take any hypothetical rating with a grain of salt, so they're more comfortable giving it to you. If you're brave enough, you can even ask them to err towards the lower-end so you don't overset expectations.
- Keep your eye on the ball: Keep referencing the expectations plan you made at the beginning of the cycle and evolving it as necessary.
- Turn it up at the later end of the cycle. Humans have bad memory: It's unfair, but recency bias is huge. Try to land your bigger wins just a few weeks or months before the formal performance review process starts.

Related resources:

- ["What's the difference between a low performer software engineer and a high performer?"](https://link.jointaro.com/QHkWNXoJV5Y9VYvH9)
- ["How do I help my manager (who is also my mentor) be a better manager and mentor?"](https://link.jointaro.com/eG5c6usaJNY9wopP8)

What To Do If Your Manager Doesn’t Care About Your Work

This clip explores a common frustration where employees feel ignored by their managers, even when providing regular updates. The root cause is usually a misalignment in perceived project importance.

- **Perceived neglect often stems from misaligned priorities**: If your manager appears disengaged, it's likely because your project isn't among the top priorities they are focused on.
- **Managers typically operate with a clear project hierarchy**: In teams with many contributors, managers mentally stack-rank initiatives. Only a few projects (typically the top 1–2) receive the lion’s share of attention and resources.
- **Impact matters more than effort**: You may be doing good work, but if it’s not on a high-impact initiative, it won’t attract your manager’s attention or advocacy.
- **You have two options**:
  1. **Switch to a higher-priority project** that better aligns with team goals.

  2. **Build a compelling case** for why your current project should be elevated in importance—explain its impact, urgency, and strategic value.
- **Visualizing impact can help**: The graph referenced (a power law curve) illustrates that a small number of projects generate most of the value. Aim to work on—or reframe your work as—one of those high-leverage efforts.

An Often Forgotten Part Of Tech Pay - Don’t Mess Up Your Taxes!

This video segment offers **critical tax advice for high-earning employees in big tech**, particularly in the U.S. It emphasizes the importance of understanding how taxes work with equity compensation to avoid severe financial consequences.

- **Set your withholding percentage close to your actual effective tax rate**, which for many tech workers is around 30%. This helps avoid massive surprise tax bills—sometimes exceeding $100K—during tax season.
- **RSUs (Restricted Stock Units) are taxed as income when they vest**, not when they’re sold. If the stock value drops after vesting, you’re still taxed at the higher initial value, creating a potential mismatch between tax owed and actual value retained.
- **Default withholding settings are often too low**, especially on platforms like E\*TRADE (commonly set at 22%). If not adjusted, this can lead to underpayment and steep penalties later.
- **If RSUs lose value and you’ve under-withheld**, you may be forced to sell more shares than expected just to cover your tax liability.
- **Some intentionally under-withhold to invest the difference**, but this is risky and should only be done with a clear financial strategy in mind.

Become A Debugging Master [Part 1] - How This Course Works

Most software engineers groan when they get hit with a random bug task while they're in the middle of feature development. However, this is actually the completely wrong reaction reaction to have - It should be the opposite! This course is here to teach you why bugs are a deeply underrated growth opportunity and how you can become amazing at fixing them fast.

Here are the core parts of the lesson:

- Your instructor [**Rahul Pandey**](https://www.linkedin.com/in/rpandey1234/) walks you through his extensive 10+ year Silicon Valley background with rapid career advancement, ending up as a high-performing Staff Engineer \[E6\] at Meta. Most importantly, he talks about how becoming a debugging master led to him getting to Meta E6 and boosting his total compensation to $800k+!

- We walk you through the course objectives. By the end of the course, you will:

  - 🧠 Learn how to **properly** **prioritize** debugging

  - 📋 Understand the **necessary prep work** before the fix

  - 💡 Develop a **mental framework** to fix any bug

  - ✅ Understand **the difference** between good and bad fixes

  - 🏆 Be able to **get maximum credit** for debugging

Joel Spolsky's wisdom: <https://www.joelonsoftware.com/2000/04/06/things-you-should-never-do-part-i/>

How To Build A Strong Manager Relationship (From An Ex-Amazon VP)

The relationship you have with your manager is the most important one in your professional life. So why do so many tech workers **make obvious mistakes** when dealing with their manager?

In this session, Ethan will share strategies and tips to:

1. Build trust with your manager, even if you've had challenges in the past

2. Drive your professional development and earn investment

3. Navigate difficult conversations and manage up effectively.

[**Ethan Evans**](https://www.linkedin.com/in/ethanevansvp/) managed teams of 800+ while a Vice President (VP) at Amazon. Across 15 years, he grew from manager to Vice President, providing executive leadership for multiple $500M+ businesses. In that process, he's managed hundreds of people directly across dozens of changes in his own management chain.

Ethan is now a career development expert and teacher. Watch his courses on Taro:

1. [**Managing Up: Build Effective Relationships With Your Boss**](https://www.jointaro.com/course/managing-up-build-effective-relationships-with-your-boss/)

2. [**The Growth And Promotion Recipe - Magic Loop**](https://www.jointaro.com/course/the-growth-and-promotion-recipe-magic-loop/)

3. [**Make The Most Of A Layoff: Maximize Your Severance Package**](https://www.jointaro.com/course/maximizing-a-severance-package/)

Learn more:

- Watch the [**interview series with Ethan about eng management on YouTube**](https://www.youtube.com/watch?v=V8McoEVUiYQ&list=PLMrAfqhZjqfIkD-0p0tJ_zqvPnBdYsixT&index=4).
- Ethan's live cohort-based course "Stuck at Senior Manager" is open for enrollment now: [**https://maven.com/ethan-evans/break-through-to-executive**](https://maven.com/ethan-evans/break-through-to-executive)
- Taro members get a discount to join [**Ethan's Level Up community**](https://levelupwithethanevans.substack.com/taro25)

Grow From Junior To Mid-Level Engineer [Part 1] - How This Course Works

Congratulations on breaking into tech as an engineer! Let's get you off to a great start. Here are the core parts of the lesson:

- Your instructor [Alex Chiou](https://www.linkedin.com/in/alexander-chiou/) walks you through his extensive 10+ year Silicon Valley background with rapid career advancement, ending up as a high-performing tech lead making $750k at Robinhood. More importantly, he goes through how he was able to grow his mentees to lightning fast promotions, particularly at Meta where he grew 10+ junior engineers (E3) to mid-level engineers (E4) in just 1 year!

- You'll understand what it means to be a junior vs. a mid-level engineer in the market, including the interview space

- We walk you through the course objectives. By the end of the course, you will understand:

  - 💡 Truly understand the **difference** between a junior engineer and a mid-level engineer

  - 🛠️ Learn to **code** like a mid-level engineer

  - 💪 Know what it means to be truly **independent**

  - 🧠 Have the right **mindset** to act as a mid-level

  - ✅ Define a clear **roadmap** to mid-level

If you haven't already, we recommend taking the overall promotion course here: [Nail Your Promotion As A Software Engineer](https://www.jointaro.com/course/nail-your-promotion-as-a-software-engineer/)

Maximize Your Productivity As A Software Engineer [Part 6] - Social Pressure > Work Pressure

Too many software engineers focus on finding something cool to work on instead of finding cool people to work with. This lesson teaches you:

- Why a supportive team is far more valuable and effective when it comes to making you productivity compared to working on something shiny like genAI
- Tactics you can use to apply social pressure to yourself and enforce productivity

Learn how to find a good team here: [\[Taro Top 10\] How To Find A Good Engineering Team And Company](https://www.jointaro.com/playlist/FWqTGeZYrXFohCOU38sR/)

Grow From Mid-Level To Senior Engineer [Part 10] - Code Review

Writing code is great, but so is reviewing code. In fact, being great at reviewing code is more impactful than being great at writing code 90%+ of the time! This lesson teaches you:

- How the writing code vs. reviewing code dynamic changes as you get to senior
- Why senior engineers tend to review more code than they write
- How senior engineers expand their code review scope while mid-level engineer code review scope tends to be more constrained with a real-life example
- The difference between a senior engineer code review comment vs. a mid-level engineer code review comment

Get better at code review with our masterclass: [\[Masterclass\] How To Do Amazing Code Review](https://www.jointaro.com/lesson/rhRFh49oouaUDhWUvkQb/masterclass-how-to-do-amazing-code-review/)

Master The Behavioral Interview [Part 25] - Go Deeper: Follow Through

To find events like mock interview meetups: <https://www.jointaro.com/events/>

Join Alex's Group Office Hours to get additional support: <https://www.jointaro.com/p/alex-chiou/>

Start a discussion in the Taro Forum and get incredible career advice: <https://www.jointaro.com/questions/create/>

Go through case studies by level to understand the expectations at each one: [\[Taro Top 10\] Understanding Engineering Levels](https://www.jointaro.com/playlist/e9rjATPbSyvRPsukXiHn/)

Take these courses as well:

- [\[Course\] Effective Communication For Engineers](https://www.jointaro.com/course/effective-communication-for-engineers/)
- [\[Course\] Nail Your Promotion As A Software Engineer](https://www.jointaro.com/course/nail-your-promotion-as-a-software-engineer/)

**UPDATE:** We have shut down Taro Networking as a feature. Sorry for the inconvenience 🙏

Master The Behavioral Interview [Part 24] - Challenge Yourself, Do Great Work

Behavioral interviews are fundamentally an exercise in storytelling. This means that in order to pass these interviews as a software engineer, you need great stories to begin with. This lesson teaches you:

- The 2-step process to become absolutely incredible at behavioral interviews
- The most common mistake software engineers make with their mentality when it comes to growth
- How to get better at coding, even if you're unemployed

For more resources on becoming a better software engineer:

- [\[Course\] Level Up Your Code Quality As A Software Engineer](https://www.jointaro.com/course/level-up-your-code-quality-as-a-software-engineer/)
- [\[Course\] Build Side Projects With 500k+ Users: Coming Up With An Idea](https://www.jointaro.com/course/build-side-projects-with-500k-users-coming-up-with-an-idea/)
- [\[Taro Top 10\] How To Create Scope As An Engineer](https://www.jointaro.com/playlist/EWIo3USNcsgXbCs5PS0h/)
- ["What are the Core skills a SDE should be consistently developing?"](https://www.jointaro.com/question/Hs8VJtUb6bfTPjUgbj96/what-are-the-core-skills-a-sde-should-be-consistently-developing/)

Working With Your Manager

Your manager is the most important person for your career progression. If they don't support you, you will not get promoted. This means you should allocate sufficient time and attention to this relationship when you first join.

Rahul's suggestion for the bare minimum interaction during the first few months at the company:

- Weekly (or biweekly) recurring 1:1 meeting
- 30+ minutes

Two tips to ensure you get sufficient value out of the manager relationship:

- Let them know you’re eager for feedback
- Add structure to the interaction by writing things down and following a template for each meeting

If your manager frequently cancels 1:1s with you, use the running 1:1 doc with an agenda as a defense mechanism. People will think twice about canceling something if they know it's important to you.

Why Most Companies Suck At Onboarding

You should not expect a good onboarding process at your company. Helping new employees ramp up is a good example of something that is *important but not urgent*. Tenured employees likely don't remember what it's like to be new.

While many companies will have insufficient or non-existent onboarding, the other end of the spectrum is also unfortunate: larger bureaucratic companies will have excessive onboarding, with months of training before you can do anything productive.

Even if the company has good intentions, building a solid onboarding plan is a hard problem: the tech industry's rate of change is very high, with people, tools, and technologies changing every year. Naturally, documentation and processes around onboarding become outdated.

Despite the difficulties, poor onboarding can be seen as an opportunity for new employees to have an immediate impact.

Ace Your Tech Interview As A Software Engineer [Part 38] - Go Deeper, Follow Through

You made it! By completing this course, you have attained the necessary wisdom to avoid the many, many failure modes software engineers so often fall into when searching for a job. This video teaches you:

- Why completing this course is actually just the beginning of your job search success
- The Top 5 overall learnings from this course
- The exact difference between struggling job seekers and successful ones
- How you can follow through with the knowledge gained from this course and actually apply it to your job search

If your job search dilemma isn't covered by this course, start a community discussion here: <https://www.jointaro.com/questions/create/>

Taro regularly hosts events to get your resume reviewed, pair up for mock interviews, and deep-dive into system design problems. You can find those events here: <https://www.jointaro.com/events/>

**UPDATE:** We have shut down Taro Networking as a feature. Sorry for the inconvenience 🙏

How Rigid Should You Be With Your Coding / Content Schedule?

As a 17 year veteran of Amazon, Steve understands seasonality. Q4, the holiday season, is crunch time. There’s a huge pressure on Amazon employees to keep up with demand, and engineers will routinely spend long hours to ensure stability and quality.

The key to doing sustained creative work is to lean in and lean out of periods of intense work, at the right times. Amazon employees know that Q4 will end, and therefore, the crunchtime will end within a few months.

Similarly, for content creation or writing code, **it’s important to segment your schedule into chunks where you can create a deadline or “crunch time”.**

Another perspective is to think about quantity vs quality. For your side projects or content creation endeavors, it’s worth being rigid for a bit (“a commit everyday” or “a video every week”), but it’s also worth changing the routine after some time.

Burnout happens when people don’t see an end in sight from a stressful period. 

- [Learn about burnout](https://www.jointaro.com/lesson/xsbM1ctL9HYa6d7E9ejh/the-silent-killer-of-too-many-software-engineer-careers-burnout/)
- [Avoid burnout](https://www.jointaro.com/question/CfPvvtIW02MxVwR1fnP4/how-can-i-avoid-burning-myself-out/)
- [3 Mistakes Engineers To Avoid (from an Eng Director)](https://www.jointaro.com/lesson/lhj2batcsdMiEOSKOGLo/3-mistakes-too-many-software-engineers-make-from-a-director-at-airbnb/)

Connect with Steve: 
- [Taro](https://www.jointaro.com/profile/aZJL3ucq9dQnscO09F4JDRkgPo72/)
- [YouTube](https://www.youtube.com/@ALifeEngineered)

"Why is Taro named Taro?" - 9/13/2022

- Here are the 3 main constraints we had on a name:
  - It should be short (4-8 characters).
  - There should be a good domain for it, ideally a ".com" website URL.
  - It should have positive associations.
- The reason it took 3 months to find a name for our product and company after we quit our jobs is because we spend the first 3 months thinking about what idea we wanted to do.
- "Tech Career Growth" is a wonderful name for our free community, but it's not a great product name as it's too long and too literal.
- We took ~3 weeks to decide on a name. Here was our process:
  - Come up with guiding principles for the name (covered above)
  - Brainstorm a bunch of names (100+)
  - Narrow it down to ~8 based on the above principles
  - Make a deck with the final candidates, weighing pros and cons
  - Have a couple rounds of discussion/debate to pick 1 name
- You can think of "Taro" as a similar play to "Apple". Doesn't really describe what the product is, but it's a food with positive associations and a short name.
- The logo is a "T" and has additional symbolism by looking like roads. Our goal with Taro is to help you **navigate** your career!

[Part 1] Meta Intern Success Series - Internship Program Overview

- The Meta software engineer internship program is very legit. It resembles the experience of working as a full-time Meta engineer as closely as possible, complete with calibrations and a formal manager.
- The program is also hard. The pass rates that got mentioned around the company were 50 to 75%. It's one of the harder software engineer internships to get a return offer from as the goal is to perform at E3 MA. If this is your first software engineer internship or you have only interned at companies weaker than Meta prior, the high bar can be overwhelming.
- However, the reward is tremendous. Meta is an incredible company to work at and amazing as a career starter. Meta is also one of the highest paying companies for the entry-level band (E3), and the signing bonus for return offer interns is sky-high (60k to 100k).
- 4 outcomes for Meta software engineer interns:
  - No offer: As mentioned before, many interns will unfortunately be here. The numbers after this correspond to the percentage of the "surviving" pool.
  - MA (70%): "Meets All Expectations", which is a regular return offer. The vast majority of successful software engineer interns get this. 
  - EE (25%): "Exceeds Expectations", which is given to very strong interns.
  - Rockstar (5%): For interns that completely crush it and are very close to functioning as a mid-level engineer (E4).
- Internship schedule (assuming standard 12 week length):
  - Weeks 1-3: Onboarding
  - Weeks 5-6: Mid-cycle review
  - Weeks 10-11: Final calibrations (return offer is decided here)
  - Weeks 11-12: Relax and have fun. Only your performance from Weeks 1 - 10 is counted towards your final review
- As a software engineer intern, you formally report to an intern manager (IM), which is shown on the org chart. On top of the IM, you will have 1-3 other peers who will review your diffs and help you. During calibrations, feedback from your IM and these peers will determine your final rating.

For more expert internship advice: [Full SWE Intern Advice Playlist](https://www.jointaro.com/topic/software-engineering-intern/)

The Best Gift You Can Give Yourself When It Comes To Productivity

Which of these is the best gift you can give yourself when it comes to productivity?

True or false: Phones are great productivity tools as they allow us to accomplish almost anything in a really convenient way. This is why we should make sure that we always have our phones close by as we are working.

Where should you have your phone when you are trying to do deep work?

Between flow state and context switching, which is the safer option to invest into to make yourself more productive?

One of the best ways to improve your productivity is to block off chunks of time where you can focus without having to context switch.

Engineer Your Ideal Tech Career [Part 11] - Michael Novati: Becoming A High-Level IC

Next, [Michael Novati](https://www.linkedin.com/in/michaelnovati) chats about his impressive career advancement and passion for high-level IC work. Michael progressed from a new grad engineer to Staff engineer at Facebook within 3 years, and then Senior Staff after.

He reflects on the key steps he took to progress quickly, common misconceptions people have about being a high-level IC, and the types of people who may love this work longer-term.

Looking for mentorship from tech’s top engineers + personalized job hunt assistance and interview prep? [Formation.dev](http://Formation.dev) can provide you unlimited career coaching, technical mentorship, personalized practice, and mock interviews. Join us here: <https://formation.dev/partners/taro>

Worksheet: [Formation - Coding Your Career](https://firebasestorage.googleapis.com/v0/b/tech-career-growth.appspot.com/o/courses%2Fslides%2FFormation%20Career%20Direction%20Worksheet.pdf?alt=media&token=f6344b78-529a-411e-a449-7a34a8d55fc8)

Come Up With 500k+ User Project Ideas [Part 7] - The Alex Formula

Repeated excellence is the key to any very successful tech career. Alex has accomplished this time and time again with around a dozen side projects that have 10,000+ users, and he's here now to spill the beans. This lesson teaches you:

- The exact playbook Alex uses to repeatedly build successful apps with several thousand users
- The "Honer vs. Innovator" philosophy when it comes to understanding engineer types
- Why you should (probably) stop trying to be Steve Jobs and go hard down the innovator route
- How honers are often incredibly underrated and can still achieve stellar career outcomes
- The ideal place to be on the honer &lt;-&gt; innovator spectrum when it comes to side projects

Tech Career Growth Videos

Our instructional videos provide software engineers with insights needed for career growth. Masterclasses go incredibly in-depth on a specific tech topic while case studies are real examples from established engineering leaders.