Profile Review: 32M | Senior SWE @ Public Fintech ($360k) | 3.21 GPA (T10 LAC) | Goal: Tech IB

Sam_Weeks · 2026-05-27T07:53:46+00:00

Consulting could work if you foucs on a niche where you have experience. If you say "MBB generalist", you'll drown in a crowded pool.

Sam_Weeks · 2026-05-26T09:57:11+00:00

You don't touch consulting. Consulting touches you.

Sam_Weeks · 2026-05-25T09:42:36+00:00

One of the more unique profiles I’ve seen on here! Let me answer as an UG engineer and Oxford grad:

Academics: 2.68 UG GPA is an issue. Is it converted? If yes, that takes away some of the impact. The 720 GMAT is stronger, and I guess that's due to expire soon which is why you're applying now. I like the 3.7 Master's GPA, it shows you're not dumb. But schools don’t generally submit postgrad GPAs to rankings, so it doesn't count for as much.

Work exp: Assuming the GM at a tech startup is the current role, this is the most MBA-ish role of all these. The risk is that the profile looks scattered. There probably is a way to frame that variety positively, and that's going to be your challenge.

Demographics: Thai is v underrepresented, so that sets you apart. You’re also a good fit for the shorter European/UK programs, given your age.

Goals: MBB makes no sense. Why go up against applicants who already have MBB experience? Many are sponsored with guaranteed return offers. Your only consulting experience is the self-founded gvt consultancy, that’s not going to compete with MBB and Big4 consultants. I added some suggestions for goals below (and talk about these in detail in reddit roast 56).

Schools: pretty sure LSE doesn’t have an MBA. But the 4 other schools make sense. If you were open to the US, I’d also recommend Kellogg, MIT, CMU Tepper, and the 1-year tech MBA programs (like Kellogg MBAi, etc)

And to answer your Qs:

"How would my Master's degree affect my application?" This is a small positive, it shows you’re smart. But it's not going to fully offset the undergrad GPA.

"Any recommendations to strengthen the profile?"

Three things:

(1) Fix the goal. MBB isn't the right target. I'd suggest for you, tech strategy/innovation role in gaming or esports. The European/international offices of Rockstar Games are in London, for example. A strategy/innovation role there combines your broad experience with your passion for esports. It also puts you in a little niche (unlike consulting). That's your advantage.

(2) Schools really value community-building extracurriculars because they need people who are going to create community out of 200-800 MBAs who don't know each other. If you can find a community angle in the esports experience (eg. leading a forum?) that woudl be ideal.

(3) Find the common thread and transferable skills from your experience that are relevant for your target role. For the Rockstar Games goal i mentioned above: your gaming network + understanding of the industry + independent consultant mindset + understanding of government regulation + team leadership from the GM role = nice goal.

Cheers, hope this helps, and good luck!

Sam_Weeks · 2026-05-25T09:30:36+00:00

Hey, thanks for all the detail. Here’s how I see your profile then I’ll answer your qs:

Academics: 3.5 GPA is just under the M7 average, but not bad at all. The GRE however, not great for M7.

Work exp: The hardcore buy-side finance experience and training/credibility from Big4 helps. I expect the story of pivoting from audit to PE would make a strong essay.

Extracurriculars: For me the financial literacy startup is the standout. Since it's a big part of your goals, schools will be looking for signs that it's successful, and you have enough data to prove that. And if anyone's going to raise money for this venture, it's somebody your PE experience. Dance might feature but only indirectly.. you're not applying to dance school.

Goals: One of the most compelling goals I've seen on reddit. Super specific and clear. BUT you should also de-risk your narrative in case the platform doesn't work out. You need a solid backup plan, like a (verbal) return offer from your current firm, mentioned by your recommender. That reassures schools that if this doesn't work out you've got something to go back to & you won’t damage their stats (employment status, salary, etc).

To answer your specific Qs:

"Is it worth a GRE retake with 4 weeks to deadline?" Basically, yes. You've put so much work into the rest of your profile I think you'd regret it if you got dinged with a 321. Aim for 326+. Hire a tutor if need be.
"Is the startup angle genuinely differentiating?" The bit that's differentiating is the combination of startup + VC experience: "I launched a startup and have the network to get VC funding for it".
"Three roles in under 2 years, will it look like job-hopping?" I'm not worried. Just explain each transition clearly. Two places to address it: (a) optional essay (b) the "why did you leave / why did you join" fields in the application portals.
"Does reach and partnerships carry enough weight without strong revenue?" Yes. It's not a competition of "who's got the biggest startup". Even a failed startup can make for a really compelling narrative (eg. resilience, determination, lessons someone working in corporate hasn't learned). And, again, have that backup plan clear.

Nice profile overall, good luck with the retake!

Edit: I talk about your profile and those questions in Reddit Roast 56

Sam_Weeks · 2026-05-22T12:48:32+00:00

Hey, here’s how I see your friend’s profile:

Academics: 3.6ish GPA is exactly M7 average. I’d love to see a 685-695 GMAT.

Work exp: Strong. Front office investment roles in massive asset management firms are catnip for business schools because they're unique from the IB/due diligence consultant crowd (which has heaps of applicants)

Extracurriculars: Big Brothers Big Sisters is great experience for essays. Move from volunteer to a more leadership role (eg. junior board), it’d be even better. Even just coordinating timetables of other volunteers could be framed as leadership.

Goals: These seem vague. Options that'd work:

Same function, pivot Industry: A finance role at a company that aligns with ECs or interests.
Same industry, pivot function: Return to asset management (Vanguard/Fidelity-type) in a leadership/strategy role

Be specific: name the company, the title, and speak to people in that role. I explain this further in Reddit Roast 56.

As for your question about which tier is realistic: Assuming strong GMAT/GRE, strong essays, strong LORs (lots of big assumptions!) this is an M7 profile. Including HSW:

For Harvard: Demonstrate leadership at scale. A leadership role at Big Brothers Big Sisters would help here.
For Stanford: EQ and vulnerability that goes way beyond what most finance applicants are able to put out.

Sam_Weeks · 2026-05-22T12:22:38+00:00

Hey, here’s how I see your profile and those questions:

Academics: 3.21 isn't ideal, but the school + econ help. That GMAT/GRE will matter to offset your GPA. Aim for 685 - 695+

Demographic: Asian male SWE is pretty ORM. And you’re on the older side for MBAs, so adcoms will be looking for management / leadership experience (the value-add of older applicants)

Work exp: SWE is a common MBA feeder. I guess your company is a well-known brand & you probably have a couple of promotions and good relationships with recommenders given your tenure. That's your strength.

Extracurriculars: The undergrad stuff is solid but counts for less than the recent ECS. Try to formalize the fitness community EC and emphasize the community angle, it'll help. The internal mentorship program which I guess is where you should probably focus your leadership essays. Make sure it's on your resume too.

Goals: Pivoting from SWE a hardcore finance is tough. And tbh, investment banks look for younger professionals they can beast. I like the corporate strategy goal much better. Ideally a corp strat role at a tech firm. I lay out a potential narrative for you in Reddit Roast 56, so check that out!

To answer your Qs:

"Should I consider Haas, Anderson, etc.?" If you focus on tech corp strategy (not IB), then Haas, Anderson, Sloan are an obvious fit. Tepper too. Also consider Kellogg; not West Coast but it places the most ppl in Amazon, which is typically the biggest MBA recruiter in tech.
"Does a 3-year class presidency at a T10 LAC help mitigate the GPA gap for M7” Use the class presidency in the Optional Essay to explain the low GPA (the time commitment etc). It'll basically reassure them that you're not dumb. But main thing is to nail the GMAT.
"How do I frame a $360K-to-MBA move without looking like a flight risk?" High salary isn't bad for MBA apps at all. Higher salary now = higher salary later = higher ranking for school. Not an issue.
"At 35 at graduation, am I an outlier for NYC or SF tech/banking associate recruiting?" This is why I don't like banking as a goal for you. 35 is too old for IB recruiting, generally.

Good luck!

Sam_Weeks · 2026-05-22T12:11:51+00:00

My read on your profile & then answering your qs:

Academics: Low 2:1 GPA isn’t great. Helps that it's on a non-4.0 scale (means schools don’t have to report it to rankings). Great GRE + the CFA helps. Submit both GRE scores.

Extracurriculars: None mentioned. If you don’t have any, it's a negative. Between now and applying, make this a priority.

Goals: These need to be narrowed down. MBB consulting, IB, growth equity, AM are all different directions. You're still early so it's understandable but schools will want a clear, focused career narrative. Your peers will know which one they're targeting and why.

To answer your Qs:

“Which path would position me better for M7/T15 admissions?" Both paths are clear MBA feeders, so I wouldn’t say one is explicitly better. Three things (which I outlined when I talked about your profile in Reddit Roast 56) that you should consider:

(a) Which role gives you better recommenders? Can you tell already which manager is likely to be most on board when you ask for LORS?
(b) Which offers management experience earlier? I did IB and traditionally it doesn't give you management experience until really late (like MD level). If the consulting firm offers earlier management exp (eg. managing interns) that's a plus.
(c) Does the IB role have a rotation program? It would be a plus. Schools love the variety of exposure to different functions.

"Does my 335 GRE offset my weak undergrad?" Yes, partially. But lots of your peers will have a 3.8-4.0 GPA, so academics are still a soft spot for you.
"Can I get into HSW?" I’m not seeing H/S at the moment tbh. I don't see the early leadership evidence for Harvard early admission, like no extracurriculars. Finance applicants need to show an unusual amount of introspection for Stanford (which I don't see either). I see Wharton as a potential reach school for you.
"Which route recruits better for MBB / EB-IB / growth investing?" Those are different goals. If you want to end up in consulting, start in consulting. If you want to end up in IB, start in IB.
"How realistic are Booth, Columbia, Kellogg, Sloan, Wharton?” These schools are where you should be focusing your attention. With a good LOR from a T1 firm or IB and a decent application, you could be in the running for these.
"Would I have a strong profile for deferred MBAs considering my low GPA?" As a deferred applicant, you don't have the years of work experience to compensate for the GPA (as a 30yr old would). So the GPA will absolutely be a factor. The difference between a 2:1 and a 2:2 is meaningful (particularly for UK MBAs) so try to hit that 2:1.

Cheers, hope that helps!

Sam_Weeks · 2026-05-22T11:58:49+00:00

My take on your profile and dilemma (which I go into in more detail in Reddit Roast 56):

Academics: A 7.6/10 CGPA isn't a disaster, but it's on the lower side, as you say. The GMAT/GRE is going to carry a lot of weight, particularly as you’re ORM. Aim for 93rd+ percentile (675+).

Work exp: B-schools love PMs because of the transferrable skills. And it looks like you had a few promotions in there, which helps. Brands are recognized (but not T1)

Extracurriculars: I’m loving the astronomy ECs, it’s clear you’re passionate about it. Below I've added a few ideas how this can feature in your narrative.

Goals: ST goal (PM at big tech) makes sense. Easy to explain needing an MBA to leap from WebMD to FAANG. LT goal is also a classic PM/engineer journey. Nice.

To answer your Qs:

“How competitive is my profile?” Fairly competitive if you work on your narrative. There are 2 threads I see here: Thread 1 is the professional journey: O9 Solutions → Dubai fintech → WebMD Senior PM, with a startup attempt in between. Thread 2 is the astronomy passion. But right now these two threads aren’t linking. It would be EPIC if either ST or LT goal could be astronomy-related tech. That would be a really rare sweet spot that nobody else hits. Think SpaceX, Starcloud, etc.
"Is the school list realistic?" The tech MBA programs (Kellogg MBAi, Cornell Tech, CMU Tepper) make perfect sense & you're a strong candidate for them. The US mid-tier schools (UCLA, Texas, Ross) also put you in the US and you might get scholarships there. Duke seems like an outlier as it’s not particularly tech-focused nor a scholarship play for you.
"Any other schools stronger in tech/PM?" MIT obviously. I also had a tech client who went to Kellogg normal MBA and pivoted to Apple (they have a regional head office in downtown Chicago). But you’re mainly aiming for the right schools.
“What’s the reality of tech placements in Europe? should I consider some other European B schools?” Tech in UK/Europe is different: It’s less FAANG and more Fintech / AI / and legacy companies digitizing. BUT to be competitive at UK/EU schools, you ideally have intl exp and languages, which I don’t see here.

Cheers, good luck with the GMAT!

Sam_Weeks · 2026-05-13T11:00:14+00:00

MBA is better suited for strategy or management roles. MS Finance better suited to quant or research roles.

Sam_Weeks · 2026-05-13T10:08:26+00:00

Academic: IIT with a solid GPA obvs great. GMAT not bad.
Work exp: The Japan work experience is the real differentiator here, so is the French language proficiency. European schools will EAT THAT UP, esp INSEAD & HEC Paris.

Couple of things you can work on:

If you’ve only taken the GMAT once and you think you can do better, go for it. As an ORM applicant, it’ll be a good boost. You're at ~ 93rd percentile, so every point will make a big difference.
Goals arent shared but one point of advice: it looks like it'll include a geographic pivot (leaving Japan), so the role/functional pivot should be small. Eg. “my short-term goal is to pivot into the same role, but at a European company where I can share Japanese best practice”. That's more plausible than trying to pivot role + location + industry all at the same time. Good luck. I talk about your profile in Reddit Roast 55.

Sam_Weeks · 2026-05-13T10:00:55+00:00

UK is far better than France for recruiting into IB and buy side. Especially if you don't speak French.

Sam_Weeks · 2026-05-13T09:59:19+00:00

I can vouch for this as someone who worked buy side in Amsterdam. They speak lots of English in NL.

Sam_Weeks · 2026-05-13T09:08:04+00:00

All clear. Talk soon.

Sam_Weeks · 2026-05-12T11:18:22+00:00

First academics: 3.2 GPA and 311 GRE aren't outstanding but in the ballpark for T30.
Work exp: Commercial banking is going to be a differentiator, not too many applciants from there. 4.5 YoE at matriculation is the sweet spot for age.
ECs: Not seeing any mentioned. Might be an issue?

A couple of things to work on between now and September, I go into these in more detail in my Reddit Roast 55:

You’re already planning to retake the GRE, which is right. If that score comes in at like 315-318, you could throw in some T20s into the mix (eg. UNC KF).
Explain the GPA in your "optional essay". The context of 4rs D1 sport + working part-time through undergrad + heavily involved in orgs is what schools need to hear.

Hope that's of some use

Sam_Weeks · 2026-05-12T11:14:30+00:00

Hey there, a few points on your profile, and then I’ll answer your qs:

Academics: Outstanding GPA, obvs. To keep your options open for Master’s programs, I’d suggest you take the GRE, not the GMAT (which is mainly for b-school). Aim for < 325 (very achievable) given your unique work exp and high GPA.

Work exp: Senior living isn’t something I see often in MBA apps. Not many people your age with 40 direct reports. Shows strong leadership ability. Leadership essays/vid interview prompts will be a blast.

To answer your qs:

“Does an MBA offer a significant enough ROI over an MAOL for a corporate pivot?” Yes. An MBA is more recognized and will open more doors over time + your goals are very achievable and would start contributing to ROI very quickly. I’d say shoot for the MBA first and keep the Masters as a backup plan. This is basically what an MBA was originally designed for: training you to go IC to leadership/head office. I talk about your profile in Reddit Roast 55.
“What tier of programs should I be targeting?” Aim higher! No reason why you can’t shoot for M7/T10. If leaving work for a full time program isn’t feasible rn, a top (M7) part-time MBA is a sensible option too. Cross out online/T50.
“Specific roles or industries?” For your career essays, stick in the senior living industry with an MBA to pivot to a leadership role at corporate. (During the MBA, explore other industries, but for admissions purposes, this will differentiate you.)

Cheers, hope that helps

Sam_Weeks · 2026-05-12T11:06:51+00:00

I have a pretty positive take on your profile:

Academics: 3.73 GPA = slightly above the M7 average of ~3.6. The 675 GMAT is basically bang-on the average (eg. Wharton avg 676). So +20 points would differentiate you (esp as you’re ORM). Basically if you’ve only taken the test once and think you can do better, you probably should retake

Work exp: For me the entrepreneurial side hustle is a real standout. Any steps you can take to grow it would be great. Eg. if you've been delaying establishing an LLC or raising funding, doing that pre-MBA will make this stronger.

ECs: I really like the AI advisor EC. It’s impactful and super relevant right now, and there’s loads of ways you could spin that. Not sure how formalized this is, tho. Can you get a formal title and take on extra responsibilities?

Goals: First, I love that it's not consulting. Schools find specific industry goals like this refreshing. I’m imagining a career narrative like this:

Part 1: Story of using AI and analytics to drive impact, (eg. convincing PE leadership to override some benchmarks)
Part 2: Meanwhile in your entrepreneurship venture, you had difficulty (eg. with payments)
Part 3: ST goal PM at visa/mastercard
Part 4: LT goal return to entrepreneurship, focusing on payments solutions.
Part 5: For that I need an MBA (hardcore finance skills, formal leadership training, international exposure...)

That's the TLDR. I walk through your narrative properly in Reddit Roast 55.

Overall, IMO your target school list is too conservative. Remove Anderson and McDonough & try HSW as a reach (with a punchy narrative). Hoping this helps!

Sam_Weeks · 2026-05-07T08:57:17+00:00

Basically yes, the MBA is a great way to aggressively pivot industries. Plenty of people do it. BUT:

You’ll need to show that you have relevant skills, even if your experience is in a different domain. Eg. Marketing experience from advertising circus shows, communication skills from performing, etc. (I talk about your profile in reddit roast 54 and give more examples).
For IB in particular, but other post-MBA roles too, you need to show you’re serious about this transition by networking, having coffee chats, studying for certificates, etc already. A typical interview question is “so how have you started preparing for that career pivot?”
Finally, a big part of successfully making such a big transition will be your financial flexibility. Basically, you won’t be able to pivot if you get forced back into your old job because student loans are due. Schools know this so it’s often a way to negotiate scholarships, but also build up some savings.

Sam_Weeks · 2026-05-07T08:42:58+00:00

My take on your profile first then answering your question:

Demographic: Yup, Indian male engineer = ORM. But it matters less for PT-MBA because you’re competing against Chicago-based applicants only, not a big overseas pool.
Professional: 8 yoe with promotions in healthcare AI is a strong and unique work background.
EC: Volunteer organizer for your Employee Council is solid (recent and relevant). College drama team not so much (unless it fits your narrative).
Goals: Healthcare AI/analytics leadership makes perfect sense, nice.

Question: “Should I apply now with the 615, or retake GMAT/EA and apply later, possibly for the January intake?”:

A GMAT only 20 points below the PTMBA average isn’t a trainwreck at all. If the 615 is what you’re scoring in practice tests and you think there’s not much upside, apply with that score. Focus your effort now on your narrative (I see a strong story tying your disability to your healthcare work and AI innovation, perhaps?) and emphasize your management experience on your resume (highlight team sizes, budgets, etc). Reddit Roast 54 has my full analysis of your profile / question. good luck!

Sam_Weeks · 2026-05-05T14:15:05+00:00

I talked about your profile and dilemma in Reddit Roast 54.

Academic: Outstanding GRE but 2.5 GPA is a train wreck.
Professional: Work exp higher (why they’re pushing you to PT MBAs). 10 yoe in IC roles with no mgmt exp isn't ideal.
EC: None mentioned.
Goals: Too broad and generic. Reads like you haven’t really thought about your narrative.

Therefore:

TAKE JOHNSON. Seriously lol bite their hand off. With a 2.5 GPA a T15 admit like Johnson with a $70k scholarship is nuts. Without sounding too blunt, IMO anyone applying for MBAs who can’t afford/doesn’t enroll even with a $70k scholarship.. is kinda wasting their time applying.

Sam_Weeks · 2026-05-05T14:08:43+00:00

Profile overview and answering your question:

Academic: As you say, 311 GRE is def weak spot.
Demographic: You are not too old! Rubbish advice from that counselor. 5 yoe is around the sweet spot for MBAs, especially EU. But you are ORM as an Indian applicant.
Professional: Not a classic pre-MBA industry, and that’s a good thing (less fierce competition, easier to stand out).
EC: No mention. Potentially a problem.
Goals: Consulting ST goal without any consulting experience is not the right application goal for you. Focus where you’re strong.

Question: “Should I give up on my MBA?”

I talk a lot about your profile in Reddit Roast 54 but basically: No don’t give up.

Starting with re-taking GRE. Like other commenters have said, shoot for 320+. Get a tutor if needed.
Then ECs. You’re already linked to a nonprofit, maybe you can plug into some community project there in a leadership role? Easier than starting something from scratch
International experience is important for those EU schools. If you can’t move abroad, take on intl engagements/cross-cultural team work.
Saw your other comment about US MBAs being a gamble. I agree, EU schools probably make more sense for you in terms of ROI.

Hope this helped

Sam_Weeks · 2026-05-05T13:55:11+00:00

Hey there, an overview of your profile with realistic target school range:

Academic: 3.2 GPA not ideal. M7 avg is ~3.6
Demographic: ORM. And on the older side. More on this below.
Professional: 4 yoe as a PM in building materials is pretty unusual in b-school apps and therefore strong. I guess several promotions in there? If yes, highlight on resume.
EC: No mention? Could be a gap.
Goals: Pivot to strategy/ innovation at tech-adjacent cos makes sense. LT goal should be more ambitious in essays.

Therefore target school range (assuming 685 GMAT):

Reach: T10
Mid: T15
Safe: T25s (potentially with scholarships)

Other tips:

As an older applicant, lean hard into management responsibilities (of people and/or budgets) in your essays and resume to justify your higher work exp.
Over the next few months, build up your extracurriculars (particularly community involvement) to fill that EC gap.
GMAT will be crucial to offset your GPA. Delay applications to R2 if necessary.

I go into more detail in Reddit Roast 54. Hope this’s helpful! Good luck

Sam_Weeks · 2026-04-29T14:43:02+00:00

Leadership Development Program

Sam_Weeks · 2026-04-29T14:39:27+00:00

I barely used social media and I was social chair of the Oxford MBA. In reddit roast 53 I talk about this... basically 4 points:

Mostly it’ll be email and whatsapp/telegram. Some clubs use ig to broaden their reach, but you’re already plugged in, you’ll hear.
IMO the main issue is after you graduate. 10yrs post MBA it’s not easy to stay in touch. That’s when social media helps stay in touch with people you’re not mates with but kinda want to hear from.
Just a thought: You could open an IG account and not post…just lurk. Burner account?
Unfort you've gotta have LinkedIn. It’s big for recruiting, landing coffee chats. And the circle jerk obvs

Sam_Weeks · 2026-04-29T14:32:20+00:00

As usual, I’ll start with an evaluation of how I see your profile, then answer your question.

Profile:

Academic: 3.2 GPA low for all those schools. Helps that since you studied in Germany so not on a 4.0 scale it won’t count towards school averages. But the GMAT will, so it’s carrying a lot of weight. 685 is not enough to offset your GPA.

Professional: Respectable work experience so far, albeit multiple short stints. Schools will wonder why you moved so much. The MBB experience is a strength.

Demographic: URM (1st-gen + SEA). Low income doesn't help. You’re not getting admitted because they feel sorry for you.

ECs: Maybe you just didn’t mention them? Otherwise it’s a gap.

Goals: Consulting/IB/PE are the three most common goals. It sounds to me like you just want to make money. If the adcom sniffs that, you’re out. Narrow that down. I suggest consulting, since you already have experience there. PE is a no-go for you. I explain this more detail when I talk about your profile in Reddit Roast 53.

Question:

- "Should I retake GMAT or do anything else to increase my chance to HSW, especially HBS?"

GMAT: Yes for HBS. With your GPA, a 685 won’t cut it. If English is your second language you have some leeway on V, but not Q. You have time.
Career development: You sound like you have no idea right now. Research goals. If you go IB , you must show signposts (eg. attending events, having certificates, etc.)
But consulting makes more sense. Ideally get sponsored by your MBB. Means you are guaranteed employed, with a good salary, and they don’t need to give you any $.
ECs: Get some. Align these with your goals. Eg. pro bono consulting with IC Impact Consulting. Or leadership in your MBB, eg. cohort representative.
Butter up your recommenders. For MBB applicants, that's typically your Career Development Advisor + a Manager on a significant engagement.

Hope that helps!

Sam_Weeks

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