Latest / The Career Change Podcast with Fexingo: Switching Fields, Bootcamps, and Reskilling / How Bootcamp Grads Can Ace Technical Take-Home Assignments
Transcript
- Lucas: You spend three weekends polishing your GitHub portfolio, you've got a solid project with clean code and a live demo, and then a recruiter sends you a link to a take-home assignment that could take another eight to ten hours. That moment — when you realize the interview process just got real — that's what I want to talk about today. Luna: Yeah, the take-home test. It's basically become the new whiteboard for a lot of companies, especially in fintech and mid-stage startups. But bootcamp grads tell me they feel like they're racing against people with computer science degrees who've done this kind of thing for years. Lucas: Right, and the research backs that anxiety up. A 2025 survey from the hiring platform Codility found that seventy percent of hiring managers say they reject take-home submissions not because the code was wrong, but because of poor organization, unclear instructions, or a complete lack of testing. The bar is not perfection — it's professionalism. Luna: So it's less about solving the problem perfectly and more about showing how you think. That actually feels fair, in a weird way, because bootcamp grads are trained to be pragmatic. Lucas: Exactly. And I want to walk through a specific case. A friend of mine — let's call him Mark — graduated from a twelve-week full-stack bootcamp about a year ago. He applied to a fintech startup that processes peer to peer payments. Their take-home was straightforward: build a small API that handles transaction logging and balance retrieval, with some basic authentication. Sounds simple, right? Luna: Classic. And I bet the twist was that the real test was in the details. Lucas: Exactly. Mark submitted a working API. It passed the basic tests. But he didn't get a callback. He asked for feedback, and the hiring manager said the code was fine — but the submission felt rushed. No README, no test coverage, no explanation of trade-offs. He was competing against candidates who treated the assignment like a mini open-source project. Luna: Ouch. That's the kind of feedback that stings because it's fixable. So what did Mark do differently the next time? Lucas: He created a checklist. And I think it's worth sharing because it's not about being a genius — it's about being methodical. First, before writing a single line of code, he wrote a short requirements doc. Just a paragraph restating what they asked for and listing his assumptions. That forced him to clarify any ambiguity early. Luna: That's smart. Because a lot of take-home prompts are intentionally vague to see how you handle ambiguity. Lucas: Exactly. Second, he wrote modular code from the start. Instead of one big file, he split it into routes, services, and data-access layers. Third — and this is the one most people skip — he included a minimal test suite. Not exhaustive, just two or three unit tests and one integration test that showed he knew how to test. Luna: So the tests act as proof that you actually ran the code and thought about edge cases. Lucas: Exactly. And then the cherry on top: a README with setup instructions, an example request and response, and a section called 'What I'd Do With More Time.' That section is gold because it shows you're aware of what could be improved — better error handling, rate limiting, logging, whatever. It signals maturity. Luna: I love that. It turns the submission from a finished product into a conversation starter. And for bootcamp grads, that's exactly the goal — you want the interviewer to have something to ask you about in the follow-up. Because the technical screen is often the next step, and you want them to be curious. Lucas: Exactly. Mark applied that checklist to his next take-home — for a different company, a small B2B SaaS firm — and he got the callback. He told me the interviewer specifically mentioned the README and the 'more time' section during the call. That section prompted a ten-minute discussion about trade-offs that showed he could think architecturally. Luna: So the take-home isn't just a coding test — it's a communication test. And bootcamps are actually great at teaching communication around code, because they emphasize pair programming and presenting projects. Lucas: That's a really good point. Bootcamp grads often have strong presentation skills from demo day and project pitches. That's an advantage. They just need to translate it into the written form. And it's worth noting that the time investment can be a real issue. Some take-homes are estimated at four hours but end up taking ten. So there's a practical question here: how do you handle that? Luna: Yeah, I've heard stories of people spending an entire weekend on a take-home, only to get ghosted. That's brutal. Lucas: And it's a real equity issue. People with more free time or fewer obligations can obviously put in more hours. But there's a strategy that can help: negotiate the deadline upfront. When you receive the assignment, reply and say something like, 'Thanks for this. I can commit to submitting within three days. If the time estimate is significantly more than four hours, could we discuss adjusting the scope or the deadline?' Luna: Does that actually work? I worry it might signal that you're slow or difficult. Lucas: Counterintuitively, the data suggests it signals professionalism. A 2024 survey from the hiring platform HackerRank showed that candidates who negotiated the time limit were twenty percent more likely to advance to the next round, because it showed they could manage expectations and communicate proactively. Hiring managers actually appreciate it. Luna: Wow, that's a great stat. So you're not being difficult — you're being smart about resource management. Lucas: Right. And if the company penalizes you for that, it's probably a red flag anyway. So let's talk about one more thing: how do you decide when to do a take-home versus when to walk away? Because not all assignments are worth your time. Luna: Yeah, I think there's a threshold. If the assignment feels like free labor — like building a full feature for their product — that's a problem. But if it's clearly a toy problem that demonstrates your skills, it's probably legitimate. Lucas: One rule of thumb: if the prompt is 'build a clone of our core product,' that's a red flag. But if it's 'build a simple API that handles X, Y, Z,' that's usually a fair assessment. And you can always ask whether they pay for the time. Some companies now offer a small stipend — like two hundred dollars — for take-home assignments. That's becoming more common, especially in fintech. Luna: And if they don't offer it, you can ask. The worst they say is no. But I think a lot of bootcamp grads are afraid to ask because they don't want to seem demanding. Lucas: Yeah, and that fear is understandable. But the companies that are worth working for are the ones that respect your time. And look, this is a topic we spend a lot of time on here, and we hear from listeners who say the practical advice has made a real difference in their job search. Luna: I think that's one reason people keep coming back — it's not just theory. And honestly, the reason we can keep doing this show ad-free and focused on exactly what you need is because a small number of listeners chip in to support it. Lucas: Yeah, it's really that simple. If you've gotten value from episodes like this one, you can help keep it going at buy me a coffee dot com slash fexingo. No pressure, no perks — just knowing you're helping others get the same practical advice. Luna: And it genuinely matters. So thank you to everyone who already does. Now, back to the take-home — one more angle I want to explore. What about the psychological side? Because a lot of people freeze when they see a blank editor. Lucas: That's real. And the fix is actually pretty simple: start with the README. Write the documentation first. Describe what the project does, what endpoints it has, what the data model looks like. That gives you a roadmap. Then implement piece by piece. You're basically test-driving your own code with the docs. Luna: That's brilliant. It's like writing the essay outline before the essay. And it gives you something to show even if you don't finish everything. Lucas: Exactly. If four hours in you've got a great README and a half-finished API, that's way better than four hours of scattered code with no explanation. The hiring manager can see your thinking. And sometimes that's enough to get you to the next round. Luna: So to wrap this up, the key takeaways: write a requirements doc, keep code modular, include a minimal test suite, write a strong README with a 'what I'd do with more time' section, and negotiate the deadline if you need to. Lucas: And remember, the take-home is not a test of how fast you code — it's a test of how well you communicate through code. That's a skill bootcamp grads absolutely have. You just have to show it. Luna: I think that's a good note to end on. Next episode, we'll talk about something a little different — how to handle the gap between finishing bootcamp and landing your first role. Stay tuned.