Every founder hits this question eventually. You've been running sales yourself. It's working, sort of, but you're drowning. You need a sales leader. And within about 30 seconds of googling, you find two very different options with very different price tags and very different LinkedIn thought leaders arguing that their preferred model is the only correct answer.
Fractional or full-time?
I've been on both sides of this. I've hired full-time VPs of Sales. I've worked with fractional leaders. I've watched companies make the right call and the wrong call, and the wrong call is expensive in ways that go well beyond the monthly invoice. So here's what the data says, what the data doesn't capture, and how to actually make this decision without relying on whoever's selling you their services.
Data source: Based on analysis of 1,501 executive sales postings tracked weekly by The CRO Report. Full-time VP Sales compensation data reflects 656 VP Sales roles with disclosed salary information. CRO data reflects 42 roles. Fractional cost ranges are derived from market surveys, advisory firm rate cards, and direct conversations with fractional executives. Full methodology in the disclosure at bottom.
2 Out of 1,501: The Fractional Market Is Invisible on Job Boards
Let's start with the most striking number in the dataset.
We track 1,501 executive sales postings. Exactly 2 of them explicitly use the word "fractional." Two. That's 0.13%.
Now, 413 roles mention "contract" or "interim" in some capacity, which is a broader category that includes temporary assignments, parental leave backfills, and project-based work. But even that number overstates fractional demand on job boards, because most of those 413 are traditional contract roles with defined end dates, not the ongoing part-time engagement that "fractional" typically means.
This doesn't mean fractional demand is low. It means fractional hiring doesn't happen on job boards.
Think about it from the buyer's perspective. If you're a CEO looking for a fractional VP Sales, you don't post on LinkedIn Jobs. You ask your investors who they've seen work well at portfolio companies. You call a founder friend who used a fractional leader last year. You reach out to a fractional executive firm like Sales Xceleration or Wentworth Recruiting. You post in a Slack community for founders. The entire pipeline is referral-driven and network-driven.
This is actually the first important insight for anyone evaluating this decision. The full-time market is visible, liquid, and well-documented. We can tell you that VP Sales base comp averages $167K to $251K across 656 roles. We can break it down by stage, industry, and geography. The fractional market, by contrast, is opaque. Pricing varies wildly. Quality is harder to assess. And there's no centralized dataset to benchmark against.
That opacity benefits experienced fractional leaders (they can charge premium rates) and hurts buyers (you have less information to negotiate with). Keep that asymmetry in mind as we dig into costs.
The True Cost Comparison: It's Not Salary vs. Monthly Retainer
The most common mistake in this analysis is comparing a full-time VP Sales salary to a fractional VP Sales monthly rate and calling it a day. That comparison is wrong, because it ignores the 25-35% of additional cost that sits on top of every full-time hire.
Full-Time VP Sales: The Real Number
From our dataset of 656 VP Sales roles with disclosed compensation:
- Average base salary: $167,000 to $251,000
- Benefits load (health, dental, vision): $15,000 to $25,000/year
- Equity/stock (if applicable): Varies wildly, but $20,000 to $80,000/year in vesting value at growth-stage companies
- 401K match: $6,000 to $12,000/year (3-6% match on base)
- Payroll taxes (employer portion): ~7.65% FICA, plus state unemployment
- Recruiting cost (amortized): $30,000 to $60,000 if you use a recruiter (20-25% of base), spread over expected tenure
Add it up. A VP Sales with a $200,000 base costs the company $250,000 to $290,000 per year. At the higher end of the base range ($251,000), total employer cost pushes past $340,000.
| Cost Component | Low Estimate | High Estimate |
|---|---|---|
| Base Salary | $167,000 | $251,000 |
| Benefits (health, dental, vision) | $15,000 | $25,000 |
| 401K Match | $6,000 | $12,000 |
| Payroll Taxes | $12,800 | $19,200 |
| Equity (annualized) | $0 | $80,000 |
| Recruiting (amortized over 2 yrs) | $15,000 | $30,000 |
| Total Annual Cost | $215,800 | $417,200 |
That's the number your CFO cares about. Not the offer letter number. The fully loaded number.
And we haven't even mentioned the hidden cost of a bad hire. Average VP Sales tenure in SaaS is 18-22 months. If you hire wrong, you're looking at 3-6 months to realize it, 1-2 months to manage out, and another 3-4 months to find and onboard the replacement. That's 7-12 months of lost productivity on top of the cash you've already spent. The fully loaded cost of a failed VP Sales hire, including opportunity cost, is easily $500,000+.
Fractional VP Sales: The Real Number
Fractional VP Sales engagements typically price in one of two ways:
- Monthly retainer: $10,000 to $25,000/month for a VP Sales level leader
- Day rate: $2,000 to $4,000/day, usually for 2-3 days per week
Most fractional VPs work with 2-4 clients simultaneously, dedicating 8-15 hours per week to each. At $15,000/month (a common midpoint), you're paying $180,000/year for roughly 40% of someone's time.
For CRO-level fractional work, rates run higher: $15,000 to $30,000/month ($180,000 to $360,000 annualized). That reflects the broader scope (marketing alignment, customer success, revenue operations) that comes with the CRO title. We covered this in detail in our fractional CRO deep-dive.
The advantage here is obvious: no benefits, no equity, no payroll taxes, no recruiting fees, and (critically) no severance risk. You can scale the engagement up or down month to month. If it's not working after 90 days, you end the engagement. The switching cost is a fraction of unwinding a full-time hire.
The Cost Comparison by Company Stage
This is where the decision gets specific. The right choice depends entirely on where your company sits.
| Company Stage | Fractional VP Sales (Annual) | Full-Time VP Sales (Total Cost) | Recommendation |
|---|---|---|---|
| Pre-seed / Seed (<$1M ARR) | $120K-$180K ($10-15K/mo) | $215K-$270K (base $137-178K + benefits) | Fractional |
| Series A ($1-3M ARR) | $180K-$240K ($15-20K/mo) | $230K-$300K (base $137-178K + benefits) | Depends on team size |
| Series B ($3-10M ARR) | $240K-$300K ($20-25K/mo) | $260K-$340K (base $167-224K + benefits) | Full-time |
| Series C+ ($10M+ ARR) | $300K-$360K ($25-30K/mo for CRO-level) | $310K-$417K (base $221-291K + benefits) | Full-time |
The stage-specific base salary data comes directly from our dataset. Seed/Series A VP Sales roles average $137,000 to $178,000 base. Series B/C roles average $167,000 to $224,000. The full-time CRO roles in our 42-role CRO sample average $221,000 to $291,000 base.
Notice something in that table. At the low end, the cost gap between fractional and full-time is roughly $95,000 per year. At the high end, the gap almost disappears. A fractional CRO at $25,000/month costs $300,000, while a full-time CRO at $260,000 base with benefits costs $340,000. The premium for full-time is only $40,000, and you're getting 100% of their time instead of 40%.
The math gets more favorable for full-time as you scale. And that's the point.
When Fractional Makes Sense: Five Clear Scenarios
Fractional isn't a compromise. In the right situation, it's the better choice. Here are the five scenarios where the model works.
1. Pre-Product-Market Fit (You Don't Know What Works Yet)
If you're below $1M ARR and still iterating on your ICP, your pricing model, or your sales motion, a full-time VP Sales is a mismatch. You don't need someone to scale a process. You need someone to help you find the process. A fractional VP can run discovery calls, test messaging, build initial sales collateral, and help you figure out what your repeatable motion looks like. That's a 10-15 hour/week job, not a 50-hour/week job.
The risk of hiring full-time too early is that you get someone who's great at scaling and terrible at discovery. They'll want to hire reps, build territories, and implement Salesforce on day one. If you don't have a proven motion to scale, that energy is wasted.
2. The Bridge Hire (Your VP Left and You Need Coverage)
Your VP Sales just gave notice. Your pipeline doesn't pause for a 3-4 month executive search. A fractional leader can step in within a week, keep the team running, maintain deal momentum, and give you time to find the right full-time replacement without panic-hiring.
This is the scenario with the clearest ROI. The alternative (the CEO trying to run the sales team while also running the company while also conducting an executive search) is how bad things get worse.
3. Specific Project Work (Playbook, Process, Market Entry)
You need a sales playbook built. Or you're entering a new market and need someone to design the go-to-market. Or your sales process is broken and you need a diagnostic. These are 3-6 month projects with defined outcomes. A fractional VP can own them, deliver the work product, and hand it off to whoever runs execution.
4. The "We Can't Afford a Good One" Stage
Let's be honest about this one. A great VP Sales costs $200,000+ base. If your company can only afford $130,000, you'll get a mediocre full-time hire or a strong fractional leader. The mediocre full-time hire will build a mediocre team, install mediocre processes, and leave after 14 months when they realize the company can't pay market comp. The fractional leader will give you 40% of their time at a quality level you couldn't otherwise afford.
This isn't a permanent solution. But at the seed stage, 40% of a great sales leader's time is worth more than 100% of a weak one's.
5. PE/VC Portfolio Support
Private equity and venture firms increasingly place fractional sales leaders across their portfolio companies. One experienced VP Sales working with 3-4 portfolio companies simultaneously, implementing consistent sales processes, standardizing reporting, and coaching founding teams. The economics work because the fund is effectively sharing the cost across multiple investments.
When Fractional Doesn't Work: The Ceiling Is Real
The fractional model has a ceiling. And companies that don't recognize it waste time and money trying to stretch a part-time engagement beyond its limits.
You're Past $3M ARR With 5+ Reps
A team of 5 or more sales reps needs daily coaching, weekly pipeline reviews, deal strategy sessions, cross-functional alignment with marketing and product, and someone available at 3pm on a Thursday when a deal is going sideways. A fractional leader working 10-12 hours a week can't provide that. They'll do the strategic work, but the reps will feel the absence of a full-time manager.
The symptoms are predictable. Reps stop escalating deals because the VP isn't around to help. Pipeline reviews happen biweekly instead of weekly. Forecast accuracy drops because nobody is inspecting the data between the fractional leader's scheduled days. The team starts managing themselves, which sounds fine until you realize that self-managed sales teams don't self-manage toward quota attainment.
You Need Cultural Leadership
Sales culture is set by the person who runs the sales team. It's set in hallway conversations, all-hands meetings, the way losses get debriefed, the way wins get celebrated, the way underperformance gets addressed. A fractional VP who shows up two days a week doesn't have enough presence to shape culture. They can install processes and frameworks. They can't install a winning mentality.
If your sales team needs a culture reset, that's a full-time job.
You're in a Competitive Talent Market
Your reps know the difference between a full-time VP and a fractional one. Good reps want full-time leadership because they want coaching, career development, and someone who will go to bat for them on comp, territory, and promotion decisions. A fractional VP can't advocate for a rep's promotion in an exec meeting they're not attending. If you're competing for talent against companies with full-time sales leadership, the fractional model puts you at a recruiting disadvantage.
The Work Requires Institutional Knowledge
Some sales leadership work is relationship-dependent. Key account management, board-level customer relationships, deep partnership development. These require continuity and context that a part-time leader struggles to maintain. If your VP Sales is the executive sponsor on your top 10 accounts, they need to be available when those accounts need them, not on a pre-scheduled Tuesday and Thursday.
The danger zone: Companies that stick with fractional too long often end up in a worse position than if they'd hired full-time earlier. You've been paying $15-20K/month for a year ($180-240K), you still don't have a full-time leader, your reps have been under-managed, and now you need to hire a VP Sales to fix the problems that accumulated during the extended fractional engagement. You've spent almost the same money and you're further behind.
Red Flags in Both Models
Red Flags When Hiring Fractional
- No defined deliverables. "I'll work with your team on sales strategy" is not a scope of work. You should know exactly what you're getting: a playbook, a process redesign, a hiring plan, pipeline metrics, whatever. If the fractional VP can't define what "done" looks like, you'll pay monthly forever and struggle to measure whether it's working.
- More than 5 concurrent clients. Do the math. If a fractional VP has 6 clients at 10 hours/week each, that's 60 hours of client work per week. Plus their own business development, admin, and prep time. They're spread too thin to deliver quality work for any single client. Ask the question directly.
- No references at your stage. A fractional VP who's worked with Series C companies may not understand the chaos of a seed-stage startup. Stage fit matters as much as skill fit. Ask for references from companies at your stage and size.
- They're pitching themselves as a permanent solution. The best fractional leaders are honest about when you should hire full-time. They'll say, "I can get you from here to $2M ARR, and then you should bring in a full-time leader." If a fractional VP is positioning their engagement as open-ended and indefinite, they're optimizing for their revenue, not your outcome.
- No willingness to commit to a minimum term. Good fractional work takes 3-6 months to show results. If a fractional VP won't commit to at least a 3-month engagement, they may be planning to do surface-level work and move on before accountability kicks in.
Red Flags When Hiring Full-Time
- You don't have enough work for a full-time leader. If your sales team is 1-2 reps and your pipeline is 20 deals, a full-time VP Sales will spend 30% of their time doing VP work and 70% either selling (which you didn't hire them for) or creating busywork (which helps nobody). Before you commit $250,000+, make sure you have enough scope to justify it.
- You're hiring to avoid doing sales yourself. This is the founder trap. You hate selling, so you hire a VP Sales to make it someone else's problem. But if you haven't figured out the basic motion, a VP Sales can't either. They'll churn out in 6 months and you'll be back where you started, minus $100,000+ and 6 months of time. Our guide on transitioning from founder-led sales covers when you're actually ready.
- You're anchoring on a salary you can't afford. If market comp for a VP Sales at your stage is $175,000 and your budget is $130,000, don't hire a $130,000 VP Sales and hope for the best. You'll get a candidate who can't command market rate for a reason. Use the $130,000 for a fractional leader while you grow into affording a competitive full-time offer.
- The job description says "player-coach." This is a yellow flag in any context, but especially for full-time VP Sales hires. It usually means the company can't decide whether they need a leader or a rep, so they're trying to get both for the price of one. The best VPs won't apply. The ones who do are signaling that they're comfortable straddling roles, which often means they're not great at either.
- No clear first-year mandate. A VP Sales joining without a clear set of expectations for what they should accomplish in 90 days, 6 months, and 12 months is walking into a trap. If the company hasn't defined success criteria, they'll define it retroactively after the VP has been there a year, and it probably won't match what the VP was working toward. Both sides lose. See our piece on VP Sales first 90 days for what a strong mandate looks like.
How to Evaluate a Fractional VP Sales
Because the fractional market is network-driven and opaque, evaluating candidates requires a different approach than full-time hiring. You can't rely on structured interview processes or recruiter screening. Here's what to focus on.
Look for a Portfolio, Not a Resume
A fractional VP Sales should be able to show you specific results from previous engagements. Not "I helped a Series A company improve their sales process." Specifics. "I worked with a $1.2M ARR company selling to mid-market manufacturing. Over 4 months, we redesigned their outbound motion, implemented a qualification framework, and pipeline coverage went from 1.8x to 3.2x. They hired a full-time VP Sales 6 months later at $3.4M ARR."
If they can't talk about specific numbers and specific outcomes, they're a consultant, not a fractional operator.
Assess Stage Fit
The skills needed to help a pre-revenue company find its first 10 customers are completely different from the skills needed to help a $5M company scale to $15M. Ask specifically about companies at your revenue, team size, and stage. A fractional VP who's amazing at scaling won't necessarily help you find product-market fit, and vice versa.
Check Their Availability Model
How many clients do they work with simultaneously? What days/hours are they available? Can your reps Slack them with a question on a day they're not "on" for your company? What happens if a critical deal needs attention outside their scheduled hours? These operational details matter more than strategic credentials.
Define the Exit Criteria
A good fractional engagement has a built-in end point. Maybe it's "until we hire a full-time VP Sales." Maybe it's "until we have a documented playbook and 3x pipeline coverage." Maybe it's "6 months, then we evaluate." Whatever it is, define it before the engagement starts. Open-ended fractional engagements drift. Scoped engagements deliver.
Ask About Their Network
One of the undervalued benefits of a good fractional VP is their network. They've worked with multiple companies. They know recruiters, they know sales talent, they know what tools work at your stage. When it comes time to hire your full-time VP Sales, a good fractional leader can help you write the job description, source candidates, and evaluate them. That transition assistance is worth the monthly retainer by itself.
The Hybrid Model: Fractional to Full-Time Pipeline
The smartest companies don't treat this as an either/or decision. They use fractional as a stepping stone to full-time.
Here's how the pattern works in practice:
- Months 1-3: Fractional VP Sales at $12-15K/month. Build the playbook. Identify the ICP. Design the sales process. Help the founder close the first few deals using the new framework.
- Months 4-6: Fractional leader helps hire the first 2 AEs. Begins coaching the reps, running pipeline reviews, and refining the process based on real deal data.
- Months 7-9: Company has validated the motion. Revenue is growing. The fractional VP helps write the full-time VP Sales job description and sources candidates through their network.
- Months 10-12: Full-time VP Sales is hired. Fractional leader does a 30-60 day overlap to transfer context, introduce the new VP to key accounts, and ensure continuity. Engagement ends.
Total cost of the 12-month fractional engagement: roughly $150,000 to $200,000. But you've used that time to validate your sales motion, hire initial reps, and find the right full-time leader, all with lower risk than hiring a $250,000+ VP Sales on day one and hoping they can figure out a sales process that doesn't exist yet.
The overlap period (step 4) is important. The worst version of this transition is the fractional VP disappearing on a Friday and the full-time VP starting on a Monday with no context. Budget for 30 days of overlap. It's worth it.
What About Contract and Interim Roles?
We mentioned 413 roles in our dataset that reference "contract" or "interim" in some capacity. This is a different category from fractional, and it's worth understanding the distinction.
Contract VP Sales: Typically a full-time engagement with a defined end date. 6-12 months, 40+ hours/week, often W-2 through a staffing agency. The company gets a full-time leader without making a permanent commitment. Common during turnarounds, M&A integration, or when a PE firm needs sales leadership at a portfolio company but isn't ready to make a permanent hire.
Interim VP Sales: Similar to contract, but often implies the person is keeping the seat warm while the company searches for a permanent leader. Interim roles tend to be shorter (3-6 months) and come with an implicit understanding that the role will be filled permanently.
Fractional VP Sales: Part-time, ongoing, with multiple clients. The distinction is that fractional is explicitly designed as a part-time model, not a temporary full-time one.
The cost profiles differ:
| Model | Time Commitment | Typical Cost | Best For |
|---|---|---|---|
| Full-Time (permanent) | 100% | $210K-$340K+/yr | Scaling past $3M ARR |
| Contract | 100% | $250K-$400K/yr (premium for no benefits/equity) | Turnarounds, M&A, PE portfolio |
| Interim | 100% | $200K-$350K/yr | Bridge between permanent hires |
| Fractional | 30-50% | $120K-$300K/yr | Pre-PMF, project work, early stage |
Notice that contract roles often cost more than full-time permanent roles. That's because the contractor carries their own benefits, doesn't get equity, and accepts the risk of the engagement ending. They price that risk into their rate. If you're considering a contract VP Sales at $300,000+ for a 12-month engagement, you might be better off hiring permanent and paying the severance risk, unless you're specifically in a situation (turnaround, integration) where you don't want to make a long-term commitment.
The Decision Framework: Five Questions to Ask
Strip away the marketing from fractional executive firms and the bias from recruiters who only make money on full-time placements. Here are the five questions that actually drive this decision.
1. What's your current ARR?
Below $2M: fractional is almost always the right call. Between $2-3M: it depends on the next four questions. Above $3M: you should be full-time unless you have a very specific reason not to be.
2. How many reps need daily management?
0-2 reps: fractional works fine. 3-4 reps: getting tight. 5+ reps: you need a full-time leader. This isn't about the reps' skill level. It's about the math of available coaching hours. A fractional VP with 10 hours/week for your company can do meaningful 1-on-1s with 2-3 reps. They can't do it with 6.
3. Is your sales process validated?
If yes, you need someone to execute and scale. That's a full-time job. If no, you need someone to experiment and iterate. A fractional leader is well-suited for the experimentation phase, especially if you're not sure the current approach will survive contact with the next 50 prospects.
4. What's your cash runway?
A full-time VP Sales is a fixed cost that's hard to unwind quickly. If your runway is 12-18 months, committing $250,000+ of it to a single hire is a significant bet. Fractional gives you variable cost that you can adjust as revenue comes in (or doesn't). If runway is tight, fractional preserves optionality.
5. Can you attract a good full-time candidate?
Be honest about this. If your company can pay $175,000+ base with meaningful equity and you have a compelling growth story, you'll attract strong full-time candidates. If your budget is $120,000 base with no equity in an industry nobody's excited about, the full-time talent pool at that price point is thin. Use that $120,000 for an experienced fractional leader instead of settling for a full-time hire you'll replace in a year.
The bottom line: Full-time VP Sales (656 roles in our data) average $167K-$251K base, with total employer cost of $210K-$340K+. Fractional VP Sales run $10K-$25K/month ($120K-$300K annualized). CRO-level fractional goes to $15K-$30K/month. Only 2 of 1,501 postings are explicitly fractional, because the market is entirely network-driven. The right choice depends on your stage, team size, process maturity, and runway. For most companies, fractional is the right starting point, and full-time is where you should end up.
Frequently Asked Questions
How much does a fractional VP Sales cost compared to a full-time VP Sales?
A fractional VP Sales typically costs $10,000 to $25,000 per month ($120K-$300K annualized), while a full-time VP Sales costs $210K-$340K+ when you include benefits (25-35% on top of $167K-$251K base salary from 656 roles in our dataset). The key difference: fractional costs are variable and can be adjusted month to month, while full-time costs are fixed and include health insurance, equity, 401K, and severance risk. At the low end, a fractional VP at $10K/month saves roughly $90K/year vs. a full-time hire. At the high end, costs converge.
When should a startup hire a fractional VP Sales instead of full-time?
A fractional VP Sales makes the most sense in three scenarios: pre-product-market fit (when you need sales process design but don't have enough pipeline to justify a full-time leader), bridge periods (between a VP departure and finding the right full-time replacement), and specific projects (building a sales playbook, entering a new market, or fixing a broken process). If you're below $2M ARR, have fewer than 3 reps, or haven't validated your ICP, fractional is usually the smarter first move.
Why are there so few fractional VP Sales roles on job boards?
Only 2 out of 1,501 executive sales postings in The CRO Report dataset explicitly mention "fractional." This is because fractional hires don't go through traditional job boards. They flow through personal networks, advisory firms, fractional executive platforms, and VC/PE operating partner referrals. The job board market almost exclusively represents full-time demand. If you're looking for fractional talent, you won't find it on LinkedIn Jobs or Indeed. You'll find it through investor intros, founder communities, and firms that specialize in fractional placement.
At what company stage should you switch from fractional to full-time VP Sales?
Most companies should transition from fractional to full-time VP Sales when they cross $2-3M ARR, have 4-5 reps who need daily coaching, and have a validated sales process that needs to scale. The trigger isn't just revenue. It's operational complexity. When your fractional leader is consistently maxing out their contracted hours and you're losing deals because nobody is available for a Thursday afternoon pipeline review, you've outgrown the model. Our data shows Series A VP Sales at $137K-$178K base and Series B/C at $167K-$224K base for reference on what that full-time hire will cost.
What are the red flags when hiring a fractional VP Sales?
Watch for these warning signs: no defined scope of work or deliverables (you're paying for time, not outcomes), more than 4-5 concurrent clients (they're spread too thin), unwillingness to commit to a minimum engagement length (good fractional leaders know it takes 3-6 months to see results), no references from companies at your stage, and a sales background that doesn't match your market. The biggest red flag: a fractional VP who presents themselves as a permanent solution. They should be honest about the model's limitations and tell you when it's time to hire full-time.
Get Weekly Sales Leadership Intel
The CRO Report newsletter tracks hiring trends, comp data, and leadership models across 1,501+ executive sales postings. Updated weekly with new data.
Subscribe FreeMethodology & Disclosure: Full-time compensation data comes from 1,501 executive sales job postings tracked weekly by The CRO Report, including 656 VP Sales roles and 42 CRO roles with disclosed salary information. Stage-specific base salary ranges (Seed/Series A: $137K-$178K, Series B/C: $167K-$224K) are derived from postings tagged by company funding stage. Fractional cost ranges ($10K-$25K/month for VP Sales, $15K-$30K/month for CRO) reflect market surveys, published rate cards from fractional executive firms, and direct interviews with practicing fractional leaders. Benefits cost estimates (25-35% of base) are based on Bureau of Labor Statistics employer cost data and industry benchmarks. The "413 contract/interim" count reflects keyword matching for "contract," "interim," "temporary," and related terms. The "2 fractional" count reflects exact-match keyword search for "fractional" in posting titles and descriptions. Updated February 20, 2026.
The CRO Report is run by Rome Thorndike, VP Revenue at Firmograph.ai. 15+ years in B2B sales leadership including Salesforce, Microsoft, Snapdocs, and Datajoy (acquired by Databricks). MBA from UC Berkeley Haas.