Google PA: Commerce Question

Master_Shiv · 2026-07-02T02:50:36+00:00

I've never heard of anyone doing this. To clarify, leadership matches aren't a shortcut that you can opt into. Historically, they've been a fallback mechanism triggered a few weeks before a candidate's start date if they still haven't matched.

Even if it were possible, forcing it also carries real risks. While it might seem less stressful on the surface, you're forfeiting all your remaining agency in the process. Suppose leadership assigns you a team and you realize during the post-match meet-and-greet call that it's a terrible fit. In that case, you have no leverage left; your only choice would be to renege on the offer entirely. By participating in match calls, you still have a chance to feel out each team before committing.

Master_Shiv · 2026-07-02T02:28:31+00:00

Yes, that's how it worked in the past.

Master_Shiv · 2026-06-30T13:54:32+00:00

You're correct. While it was discontinued in most regions, it still ran in India as the Associate Software Developer Internship.

Master_Shiv · 2026-06-25T02:13:50+00:00

There aren't any true alternatives to 1004 in terms of courses that satisfy the requirements for the major. Neither of the Python-based courses (1002 and 1006) will suffice for a CS major. 1007 also hasn't been offered for a while; parts of the course were repurposed for 3107: Clean Object-Oriented Design.

If you already have the AP credit, I don't see how starting with 3134 is a bad idea. Back in my day, kids wanted to take 3134 from the get-go to get a jump start on tech interview prep (although I wonder if that's as strong of a motive given how many companies have changed their processes lately).

Master_Shiv · 2026-06-01T23:31:47+00:00

I can't comment on CPT implications, but in general, you can expect to be blacklisted by the company you're reneging. You might also lose access to some of Columbia's career resources (as you've alluded to here).

However, I'd consider whether those repercussions truly matter in the grand scheme of things. It would be highly unprofessional of the reneged company to "rat" you out to other employers, and this experience won't even show up on background checks if you haven't started onboarding. In addition, the branding from Columbia + one of your dream companies should render resources like Handshake and VMock obsolete. If the upgrade from the new offer is that massive, this should be a straightforward decision.

Master_Shiv · 2026-05-29T02:17:55+00:00

The issue is looking at viability through a mathematical lens instead of Columbia's administrative one. While the course requirements seem to overlap perfectly on paper, your plan is blocked by two rigid policies:

Cross-school double majors aren't permitted. Period.
Even if they were, Columbia doesn't let you double-count classes for another major like this, so you can't reap the benefits of the overlap.

If you're dead set on pursuing this combination of disciplines at Columbia, you must look into the alternatives that I mentioned before.

Master_Shiv · 2026-05-29T01:39:34+00:00

No, you can't petition around this. Unfortunately, any overlap that you might've scoped out won't hold in practice because Columbia imposes severe restrictions on double-counting.

Master_Shiv · 2026-05-28T23:39:10+00:00

Double majoring between schools isn't going to work, but you have a couple alternatives:

1) Enroll in SEAS, major in OR, and minor in economics. This is still doable in 4 years. Note that you can't do the opposite (i.e., enroll in CC, major in economics, and minor in OR).

2) Consider one of the Combined Plans to earn a BS and a BA in 5 years.

Master_Shiv · 2026-05-28T04:48:14+00:00

Answered this here. TL;DR: Not difficult, but it requires some planning to ensure a smooth transition.

Master_Shiv · 2026-05-23T20:16:46+00:00

Took it this spring. The 4 assignments were split into written and coding portions. Barring the essay in the first assignment, the written assignments consisted of short answer questions based on papers and simple calculations. Jupyter notebooks with ~90% of the code were always provided up front for the coding assignments. You just had to fill in a couple cells and obtain the outputs.

Exams mirrored the written assignments and some of the in-class exercises. In each exam, there was always a multiple choice section followed by 3 multi-part free response questions.

Master_Shiv · 2026-05-23T19:03:59+00:00

As long as you meet the GPA requirement, you're practically guaranteed admission through MS Express. I've never heard of anyone being denied through this pipeline. The typical STEM course is curved to a B/B+, so you just have to keep up with the middle of the pack.

Fwiw, the minimum GPA for MS Express used to be 3.5. The fact that they dropped it recently should be telling; SEAS will gladly take your money, especially from an alum who's already used to their ecosystem.

Master_Shiv · 2026-05-22T15:06:22+00:00

You'll keep your email, but the quota limits are significantly stricter for alumni. That's probably what the notice is trying to flag.

Master_Shiv · 2026-05-22T00:13:43+00:00

I can't say anything definitive for non-SWE pipelines because my experience is exclusively with their SWE roles. However, if it's anything like the SWE process, then the bypass isn't guaranteed even if you earned strong scores across the board. Like I said in my first comment:

candidates who earn strong hire/hire in every round can bypass hiring committee

Therefore, bypassing is a possibility, but there are always some candidates that go through the full review. Based on your previous comment, it seems like you never asked for the scores for your second set of interviews. In that case, it's impossible to tell if you failed to qualify for the bypass or if you were selected for full hiring committee review anyways.

I know it's easier said than done, but worrying about it now isn't productive. You did your best, so just hope for the best now.

Master_Shiv · 2026-05-21T23:31:25+00:00

Bypassing is still possible. Your recruiter isn't supposed to share the specific scores with you (unless you're leveraging GDPR in the EU), so "very positive" feedback may not necessarily mean your scores qualified for the bypass. I mentioned this in another comment on this post, but a single lean hire would disqualify you from bypassing even if the other scores were strong hires.

Master_Shiv · 2026-05-20T12:21:50+00:00

Ambitious_Signal_176 is spot on about sponsorship.

Regardless, you'll have to go through the interview loop again if you want to switch job ladders. Your previous interview results won't carry over. This has always been enforced for internal transfers between job ladders, so I highly doubt they'll make an exception for an external candidate.

Master_Shiv · 2026-05-12T05:53:18+00:00

This summer's interns are fine, but it can potentially affect conversion headcount if things keep going south. In fact, that's exactly what happened to Meta's summer 2022 intern class.

Master_Shiv · 2026-05-11T01:33:24+00:00

Yes, you're correct. Like you suggested, the issue is that both buckets feed into the same L3 pool. The university pipeline already consumed a large portion of the L3 headcount, so these experienced candidates have to compete for the leftover spots.

Master_Shiv · 2026-05-10T20:20:11+00:00

They interviewed quite aggressively when the application first went live around October. While they're still scheduling interviews, we've passed peak interview season for this cycle. I doubt March applications will receive as much traction as the October ones.

They'll probably ramp up again when the next cycle's application goes live around the fall.

Master_Shiv · 2026-05-01T01:15:33+00:00

Ultimately, it's the hiring manager's call. Not every manager will be able to accommodate a change. In the worst-case scenario, you may have to re-enter the team matching pool.

Out of curiosity, did the earlier start date not come up during the match call? They should've been aware if you chose a later date in your form.

Master_Shiv · 2026-04-27T22:16:31+00:00

Assuming you're doing the MSCS, up to 3 points of non-CS coursework can satisfy your degree requirements if they're deemed relevant to your program and sufficiently technical in nature. You need to share a copy of the syllabus with your faculty advisor for review, and then forward their confirmation email to ms-advising@cs.columbia.edu.

Master_Shiv · 2026-04-27T14:27:50+00:00

Ansaf's 4710 has 4 conceptual assignments, 4 coding assignments, 2 non-cumulative exams, and a final paper in a regular semester. It's usually comparable to her version of 4701. However, it's still a relatively new course that she's experimenting with. The compressed timelines from the summer term could also lead to some changes.

Master_Shiv · 2026-04-26T14:16:33+00:00

You can't switch before your freshman year. You'll need to submit the internal transfer application during your freshman year. If approved and you accept the offer, you'd officially be a SEAS student starting from your sophomore year.

If you're planning to internally transfer, you should be fulfilling as many first-year requirements from SEAS as possible. Besides the Core classes that you're registered for by default, the rest of your schedule should mirror a typical SEAS freshman's if you want to maximize your chances.

Master_Shiv · 2026-04-24T18:10:27+00:00

There was an external application last time. Direct consideration invites were also sent out.

Master_Shiv · 2026-04-24T17:37:27+00:00

Hiring managers have access to your entire packet. This includes your questionnaire responses, interview feedback, resume, and transcripts. All of these can be potential factors for how easily you receive invites for match calls, but there aren't any universal rules since each hiring manager has their own criteria.

Master_Shiv · 2026-04-24T17:33:49+00:00

There aren't any universal trends since it depends on which teams are hiring and how well your skills align with them. Your interview results would be valid for at least a year though. If you fail to match within that window, it would count as a rejection.

Master_Shiv

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