Maximizing a Severance Package 6/9 - The Mind of the Manager

- Connect with [Ethan on LinkedIn](https://www.linkedin.com/in/ethanevansvp/)
- Taro members get a discount to join [**Ethan's Level Up community**](https://levelupwithethanevans.substack.com/taro25)

Introduction

In this course introduction video for *Master the Machine Learning Interview as a Software Engineer*, we are welcomed by an experienced ML engineer who shares his background and outlines what we’ll gain from the program. Designed for both newcomers and seasoned professionals, the course aims to provide a structured, practical approach to mastering ML interviews.

- We’ll learn how to approach machine learning interviews strategically instead of randomly studying disconnected resources.
- We’ll understand the differences between various ML roles (e.g., ML engineer vs. ML infrastructure vs. AI engineer) and tailor our preparation accordingly.
- We’ll be guided through what strong performance looks like in each interview round—coding, system design, modeling, and behavioral.
- We’ll gain actionable preparation techniques that work for both current ML practitioners and software engineers transitioning into the field.
- We’ll get insights into how interviewers assess candidates at different seniority levels, so we can align our responses to those expectations.

If you want to learn even more from Yayun:

- Book 1 on 1 career guidance with her here: <https://calendly.com/your-friend-yayun/1on1>
- Follow her on LinkedIn: <https://www.linkedin.com/in/yayunjin/>

DSA Crash Course [Part 67] - Fibonacci Approach

In this lesson, Alvin explains the fundamentals of dynamic programming by applying dynamic programming to fibonacci:

> Write a function *fib* that takes in a number argument, *n*, and returns the *n*\-th number of the Fibonacci sequence.
>
> The 0-th number of the sequence is 0.
>
> The 1-st number of the sequence is 1.
>
> To generate further numbers of the sequence, calculate the sum of previous two numbers.
>
> Solve this recursively.

```
fib(0); # -> 0
```

```
fib(1); # -> 1
```

```
fib(2); # -> 1
```

```
fib(3); # -> 2
```

```
fib(4); # -> 3
```

```
fib(5); # -> 5
```

```
fib(35); # -> 9227465
```

If you need additional support taking these DSA skills and actually applying them, take [**Alvin's**](https://www.linkedin.com/in/alvin-zablan-b73a92117/) *complete* data structures and algorithms course on [**Structy**](https://structy.net/?utm_source=taro). You can try out the concepts yourself in their interactive code editor and learn advanced DSA patterns like stack exhaustive recursion.

Use [**this link to get 20% off**](https://structy.net/purchase?promo_code=taro20) the entire Structy DSA learning experience.

Follow Alvin on LinkedIn: [**https://www.linkedin.com/in/alvin-zablan-b73a92117/**](https://www.linkedin.com/in/alvin-zablan-b73a92117/)

Maximize Your Productivity As A Software Engineer [Part 13] - Decomposition

When you get a huge project as a software engineer, it's easy to get overwhelmed and just sort of... do nothing (or close to it). This lesson teaches you:

- What a well-decomposed project looks like with a concrete example
- How decomposing projects hacks your brain to make it more motivated and productive

To dive deep into tactics on decomposing projects, check out our in-depth explainer: ["How do I make software less overwhelming?"](https://www.jointaro.com/question/YseMPDw538jhyS1MWlTs/how-do-i-make-software-less-overwhelming/)

Learn from the code quality course here: [\[Course\] Level Up Your Code Quality As A Software Engineer](https://www.jointaro.com/course/level-up-your-code-quality-as-a-software-engineer/)

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 🙏

Level Up Your Code Quality As A Software Engineer [Part 14] - How To Handle Migrations

There is term called "promotion-driven development" where software engineers propose big refactors and migrations to look good but don't fully follow through. This is especially common in Big Tech. This lesson will teach you:

- How to do code migrations properly
- How to judge the quality of a codebase based off of its consistency and how "good, modern code" can actually be harmful to the health of the codebase overall
- The mental and operating model behind how new engineers code, which is especially important if you're a tech lead (never forget this!)

Grow From Senior To Staff Engineer [Part 15] - Why Have Archetypes?

Growing from junior (L3) to senior (L5) is largely foundational. This stops being the case when you get to staff. This lesson teaches you:

- What staff engineer archetypes are and how they help conceptualize the path to staff
- How to quickly and easily understand what each staff engineer archetype does
- A framework you can use to learn from the staff engineers in your team, particularly with what archetype they embody

Learn more about Talk & Observe: 

- Rahul's dedicated YouTube video: <https://www.youtube.com/watch?v=VV0nvusnqT4> 
- From the onboarding course: <https://www.jointaro.com/course/the-complete-onboarding-guide-for-software-engineers-succeeding-when-youre-new/the-talk-and-observe-framework/>

Maximizing a Severance Package 9/9 - Summary

Watch Ethan's other course on Taro about [Managing Up](https://www.jointaro.com/course/managing-up-build-effective-relationships-with-your-boss/) and [The Growth And Promotion Recipe](https://www.jointaro.com/course/the-growth-and-promotion-recipe-magic-loop/)

Follow ups:

- Connect with [Ethan on LinkedIn](https://www.linkedin.com/in/ethanevansvp/)
- Taro members get a discount to join [**Ethan's Level Up community**](https://levelupwithethanevans.substack.com/taro25)

Asking For A Promotion: The Wrong Way vs. The Right Way

We all want more money and a higher title. However, it's important to remember that it's not your engineering manager's primary goal to give you those things. When it comes to the promotion discussion, it's crucial to frame it in a mutually beneficial way.

Here are the core points from the video:
- **Do not**: Frame promotion as something that you inherently deserve from being on the team for a while, making the entire conversation seem like an exercise purely for *your* benefit.
- **Do**: Show your loyalty to the team and make it clear that investing into your growth and promotion is mutually beneficial. Your goal is to have more impact and empower the team - The money and title are more of a secondary benefit you'll happen to achieve along the way.

Related resources:
- [[Taro Top 10] Software Engineer To Engineering Manager (IC -> M Track)](https://www.jointaro.com/playlist/oz0mnJvHHgM8NfVF7rgp/)
- [[Masterclass] What Software Engineers Should Look For In Their Engineering Manager](https://www.jointaro.com/lesson/oeY7ncZhzJ5NO6dij5e7/masterclass-what-software-engineers-should-look-for-in-their-engineering-manager/)
- [[Taro Top 10] Getting Promoted Faster In Tech](https://www.jointaro.com/playlist/eZOEUatYEe7BBAZByuha/)

How to Crack System Design Interviews - Part 3: Building The Basic Design

After gathering requirements, we move on to creating a basic design for the system. This allows for flexibility and gives the interviewer insight into our strengths and areas for growth. Here's how we approach this stage:

- **Request-driven design:** We let the flow of requests through the system guide our design choices, identifying necessary components and databases along the way.
- **Leverage existing technologies:** We utilize familiar technologies and design patterns, treating them as black boxes that can be explored further if the interviewer wishes.
- **Maintain a balanced level of detail:** We provide a high-level design without being too vague, mentioning specific technologies and protocols where appropriate.
- **Expose relevant APIs:** We identify the necessary APIs for the system and consider whether multiple services and databases are needed.
- **Offer multiple options:** We demonstrate our understanding of trade-offs by suggesting multiple technologies or protocols and discussing their potential benefits and drawbacks.

[Gaurav Sen](https://www.linkedin.com/in/gkcs/) has conducted 1000s of system design interviews while working at Uber and building his [YouTube channel](https://www.youtube.com/@gkcs) to 500K+ subscribers. His platform [InterviewReady](https://interviewready.io/?_aff=JOINTARO) combines video explainers, live Zoom classes, and an automated System Design Judge.

Effective Communication Guide [Part 6] - Communicating In A Remote World

- What is lost in a remote work environment when it comes to communication?
  - **Volume:** A lot of ad-hoc communication ("water cooler chats") can't happen anymore.
  - **Depth of presence:** When you're on a video call, it's mainly just your face that's visible. In an in-person meeting, especially 1 on 1 meetings, your entire body is visible, which lets you express a lot more via your body language.
- **If you're comfortable, have video on during calls** - Use your facial expressions to really show that you're listening and truly hearing what the other person or people have to say.
- **Book 1 on 1s very aggressively** - 1 on 1 meetings are the core building block behind strong relationships. In an in-person environment, you will build relationships naturally through other means like team lunch, but since those are lost in a remote environment, you need to lean on 1 on 1s far more.
- **Get really good at technical writing** - In a remote world, especially with teams distributed across multiple time zones, a lot more communication has to happen asynchronously.
  - Project updates are very important in particular. It's much harder to stay aligned when everyone is apart.
  - If you aren't already, try to write a project update for your work every 2 weeks or more.

Grow From Mid-Level To Senior Engineer [Part 9] - Code Quality

Mid-level engineers are usually very solid at coding, but what most don't realize is how high the ceiling truly is when it comes to code quality. This lesson teaches you:

- The difference in code quality between junior, mid-level, and senior engineers
- What a senior engineer level pull request looks like

Become a code quality master by taking our course here: [\[Course\] Level Up Your Code Quality As A Software Engineer](https://www.jointaro.com/course/level-up-your-code-quality-as-a-software-engineer/)

20 Years Of Fighting Procrastination [Part 2] - The Right Mentality For Productivity

Many engineers think their lack of productivity is a motivation issue, so they start off by focusing on that. However, this is usually not the right way to go. Here are the core points from the lesson:

- Action creates motivation, not the other way around—starting small builds momentum
- Progress triggers a positive spiral: productivity → feeling good → more productivity
- You only need discipline for the first 5 minutes—after that, the task usually becomes easier

Nail Your Promotion As A Software Engineer [Part 17] - Technical Complexity

In order to get promoted, especially to senior levels and beyond, you need to work on technically complex problems. But here's the tricky party: How can you as a software engineer determine if a problem has enough technical complexity? This lesson teaches you:

- A simple framework to determine the technical complexity of a task
- The classic system design principal of *"Dumb client, smart server"* and how it relates to technical complexity
- How product and infra teams differ when it comes to their scope and how it affects promotion

How To Know If You’re Doing Well

Your goal while onboarding is to connect your work to the bigger picture of what your team/org/company is working on, and build your own ideas around priorities.

**Signs that you're helping people**:

- Are you adding value? Are you able to help people newer than you?

- Are you able to improve the onboarding process and get feedback from coworkers about the changes you're making?

- Are you able to understand and contribute to code reviews?

**Signs that you're not doing well**: 

- You're not engaging with people on the team
- You're not getting assigned any work of value, even when you propose ideas
- You need constant support for the work you're doing

Growth And Promotion 2/6: Author Intro

This video covers the course outline and Ethan's background:

- The career growth recipe: explaining the magic loop.
- Beyond the basics: Advanced tactics for high performers, guidance for leaders.
- Prioritization: How to make time to focus on your growth, specific steps to ensure that you do the most valuable work
- Summary: re-iterating key points.

Starting at Amazon as a Senior Manager, then Director, then Vice President, Ethan has had decades of experience at top tech companies. This career growth course is developed from his own knowledge and input from his extensive network of fellow coaches and executives.

- Connect with [**Ethan on LinkedIn**](https://www.linkedin.com/in/ethanevansvp/)
- Taro members get a discount to join [Ethan's Level Up community](https://levelupwithethanevans.substack.com/taro25)

Course Introduction: The Ultimate Guide To Navigating A Performance Improvement Plan (PIP)

You’ve probably heard about a PIP, a Performance Improvement Plan. You might be in danger of one, you’re going through one right now, or you’re about to join a company with a widespread PIP culture.

There’s no getting around it: **PIPs are scary.** Receiving a PIP means that there is a perceived deficiency in your performance, and something needs to change. It’s obvious why you might feel tremendous anxiety or fear around a PIP: your job is at stake.

Simply put, **a PIP is one of the most stressful things you can go through as a tech employee**. 

A quick online search reveals tons of discussion in forums about PIPs. It’s easy to get the impression that a PIP is a hopeless situation, and anyone who is unfortunate enough to receive one should simply give up. This is simply not true: whether you’re on a PIP or not, there is a path forward.

The objective for this course is to provide a structured way for you to identify what you can (and should) do to get the best outcome for yourself.

I’m Rahul, the course instructor. I’ve been an engineer at various-sized companies for a decade before I left to start Taro. I was an Engineering Manager and Staff Engineer at Meta (Facebook for the OGs), and before that I worked on Android at Pinterest. I graduated from Stanford with a Bachelor’s and Master’s degree in Computer Science, and my first job after graduation was founding engineer at a failed startup. 

In researching this course, I talked to dozens of engineers who have received PIPs, along with several managers who have delivered PIPs to their reports. You’ll hear some of their stories in the section dedicated to case studies (from companies like Amazon, Meta, Pinterest, MassMutual, and MongoDB). What became clear from chatting with so many employees is (1) there’s far too much stigma around a PIP and (2) there’s not enough support for people who have received one. This course aims to change that.

In addition, we’ve combined our own personal experience with dozens of hours of online research (we mostly ignored anonymous trolls in forums…).

I’ll occasionally refer to engineers throughout this course, but pretty much all the content is applicable to any type of tech worker (Product Manager, Data Scientist, Designer, etc). Software Engineers are not the only job function that must deal with a PIP!

Final note: my goal with this course it to be hyper-practical; this should be useful to you. I’ll be sharing best practices that have worked for many tech workers, but we can’t cover exact details across all companies in all geographies. I’m not an employment lawyer and I have never worked in Human Resources. You may want to get consultative help if your situation is unique. 

Connect with Rahul: 

- [Taro](https://www.jointaro.com/p/rahul-pandey/)
- [LinkedIn](https://www.linkedin.com/in/rpandey1234/)
- [YouTube](https://youtube.com/rpandey1234)

Read more about PIPs: 

- <https://jointaro.com/topic/performance-improvement-plan>
- <https://www.jointaro.com/blog/breaking-down-the-tech-company-mark-of-death-the-pip/>

PIPs and Interviews: The Ultimate Guide To Navigating A PIP

The PIP is as big a deal as you make it out to be. This is the key insight as you interview at other companies: **Don’t share information** **that hurts you.** 

In the same way that you wouldn’t share your previous salary or your compensation expeditions in the interview, you also shouldn’t share past performance struggles. You don’t get points for transparency. The thinking should be that you only share information if it helps you with the job interview. In particular, you should *never mention that you got PIP-ed*.

Instead, use neutral phrasing like “*I’m super excited about this company. I deeply resonate with the mission and people.*” Or *“The previous role wasn’t a good fit”*

Ace Your Tech Interview As A Software Engineer [Part 22] - Behavioral Interviews

Behavioral interviews are omnipresent across software engineer interviews. They are also excellent at filtering out problem candidates. This lesson teaches you:

- When you can see behavioral interviews
- What the purpose of behavioral interviews is
- Why software engineers often underappreciate and underrate behavioral interviews, leading to their failure
- Why behavioral interviews are the *most important interview round in any hiring loop*
- The 3 core principles you should always have in mind when answering a behavioral interview question

To master the behavioral interview, follow the resources here: [\[Taro Top 10\] Behavioral Interviews](https://www.jointaro.com/playlist/IPFmEPUhAmizNe9ZUWV5/)

Alex's blog post about behavioral interviews: [Software Engineer Interview Guide - Behavioral Questions](https://www.jointaro.com/blog/software-engineer-interview-guide-part-2-behavioral-questions/)

Rack Up Small Wins

A promising sign for a new employee is if they can have a quick win, no matter how small. This means you want to avoid ambiguous or complex projects.

Ideas for quick wins:

- Share something your learned
- Update docs and tell people about it (not to brag, but to invite feedback)
- Improve wikis by adding screenshots: e.g. a screenshot or video of the setup flow
- Fix a "papercut," e.g. a misspelling in the code or a minor bug

Notice that many of the ideas above don't even involve committing code!

Talk link: [Don't Walk Away from Complexity, Run! (Venkat Subramaniam)](https://www.youtube.com/watch?v=d6CYdTOLW8I)

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.