What a $500k grant proposal looks like
austinhenley.com
austinhenley.com
You get extra credit points if you're active in visiting other universities and giving talks on the annual job circuit. You tend to do well if you advisors are well-connected. You have to sprinkle a bit of fad-ish topics into your research if even if it's a stretch to do so.
I suppose that it has always been so. And now looking back, I don't find huge fault in that you should be able to connect your research with larger ideas. Or that people in richer environments with more information are generally more successful.
But having tried to be on the faculty track before, from a middle-tier university, I never knew these things. Or the professors I was around never told me those unofficial factors. And I thought it very unfair that the judges allowed those factors to creep into their consideration without making it clear to everyone that those were important. If giving talks in person is important, tell people at least.
I naively (I guess) thought that the strength of what you wrote in the application/grant document dominated. Maybe it does for some fields or if reviewers are diligent about understanding the blinders they wear and their availability bias.
Well, anyway, I left the field all the same. No regrets, but I wish these fields would improve their explicit processes about it.
I do note with some amusement now in industry, that basically I am able to approve spending of $500k for certain things with approximately a 30 minute conversation with leadership (with appropriate justification and documentation)...
Not a single thing about the writing process, or how to frame your ideas, or anything like that.
I know that's not how grants are always awarded, but as a junior faculty member it's hard to know what to make of that, when a university-sponsored workshop is structured around those issues.
It's difficult for me to wrap my head around this all most of the time, to convey to an outsider what bothers me so much about the whole thing, or to even articulate it to myself. I can make comparisons to certain things (Theranos, cryptocurrencies, or economic bubbles) but it's very abstract and fuzzy and imperfect. So much of it seems empty to me, or false.
Landed said grant on first submission.
I didn't keep track of most of my cohort from that program, but the ones I have had been fairly successful. Mostly, I think the benefit was structured time and an available "red team" to read it (one contract research organization I've worked with had one of these, and it was an amazing experience) etc.
One really key thing for me was to reach out to senior colleagues in the same area (definitely not just at the same university) to get multiple examples of what successful grant applications look like. There's a bunch of text in the grant call, but the panel are going to be senior in-area academics who may know what a good application looks like, but won't necessarily be able to articulate all the rules.
Everyone I know finds writing proposals hard. So much of writing papers is being careful about citing prior work and not over-claiming for your results, but for grant proposals we are basically forced to make big claims about things that we have not done. However, it's worth noting that no one on the panels or at the grant agencies see research proposals as binding promises to do certain work: they mostly all want you to follow the science and change course if you spot something better.
Part of it's perfectly rational: faced with two competently written but not directly comparable proposals, knowing that one of the proposers is less of a mystery than the other is additional information about their ability to deliver, and part of it's humans being humans.
Ironically I'd see much of crypto and other investment bubbles as the opposite cognitive bias (who cares about the gaps in our knowledge, this number is going up faster than that number?)
HN maybe isn't the best forum to explain all of this but I'm quite jaded at this point with academics.
I don't want to come across as too negative either, as implying nothing works or there is no progress or something like that, but there's a huge disconnect between what I see personally in scientific circles in actuality vs the nominal narrative in terms of how ideas are taken up, how consensus is reached, what happens to accurate but dissenting perspectives, and how credit accrues. Some of it is common to our time, but some of it I think is amplified or something in the academic community.
I also realize at some level my experiences are not universal, but that there are a lot of people who feel the same (apparently) maybe just underscores my point.
When someone like Peter Higgs is saying he wouldn't be employable today (https://www.theguardian.com/science/2013/dec/06/peter-higgs-...), scientific institutions should be paying closer attention and doing something about it.
Compared to, say if I was a paper clip salesman. What makes money and what loses is far more obvious. In addition, if the plan lost money, its immediately obvious and can be stopped
I used to think that academia was up to merit, during my teaching days
The only and I mean only reason I ever got a grant is because I called the asshole and asked him to craft it
for me
Established groups definitely get a bit of a pass with "Well, surely Professor So-and-So will sort this out" that an early career person won't. And environment does come into play in terms of whether or not a university has the ability to manage a grant, and yes, large universities basically get an auto-pass there, but it's something people talk about.
But I will say that even for established people at large universities, you do have to stick the content. A ton of recent cycles have been dominated by "Hey, we do COVID research now!" from groups that never did infectious disease research before, and a lot of those got clobbered in review.
But I also do my best to teach my students about the "soft factors" of academia - there are a lot, and they are, by and large, hidden.
Your last point isn't lost either - I occasionally get a little bitter when I translate funding rounds on Hacker News into grant-equivalents.
Sounds a bit like any job:
* Cross train in other departments
* Demonstrate your functionality/team’s functionality to other groups through talks, white papers, ‘internal consulting
* You do well when your boss does well, make your boss look good
* Buzzwords and trends make the world go round
"Communicate all your ideas using narrative form. Embed your ideas in motifs, illustrate them with visual icons. Explain their worth by using existing context."
The reason buzzwords and zeitgeist terminology works is because they're a shorthand to understanding a topic, and a linker to existing context.
It's important to consciously understand how that works though.
I don't know about the academic side, but for corporate grants this part:
> sprinkle a bit of fad-ish topics into your research if even if it's a stretch to do so.
Does work, but only if the core thing you're tackling isn't as meritorious as what the reviewer is used to seeing. So, for example, one grant I wrote for a hardcore AI startup that had huge data engineering issues on a shoestring budget. Former Stanford, Google, etc folks. I didn't need to pull in anything. I just straight wrote the claim (retrospective grant applications are called claims) and we got a big cheque. Most of the work was meticulously going through their pull requests and estimating hours that were research vs traditional software development.
As an aside, I make around $5k per day with this type of work because I get pulled into the most technical claims and I'm very good at it, but I don't enjoy it as much as software development so I only take stuff that I think needs my help.
university overhead 53%, so that leaves $250K. Over five years that works out to basically $50K/year
That needs to cover 1 month summer salary plus the salary and the tuition for a single student, and the travel to conferences, and the experiment ...
and that is a "prestigious" CAREER award only few people get ... no wonder the author jumped ship
The indirect cost rate is decided by the federal government based on data by the universities, so it's accounted for in the grant award amounts. So it's not as nefarious as it sounds.
Consider the building. Some rich people donate enough to pay for its construction. The university didn't pay anything. Moreover, that's a tax-deduction for them, so the Feds are effectively paying for part of it.
Now some sponsored research is to take place in that building. You guessed it, the university charges rent to the research grant. Remember that the university didn't pay for the building....
You don’t pay for the building, but a bunch of Vice Associate Provosts get paid to do something and the union janitors make a living.
Economists can map this crap to direct and indirect labor hours generated and other economic metrics. At some level we do this stuff as a type of work program. Somebody calculates how many hotel nights and cheeseburgers are consumed for each construction dollar spent, etc.
The "efficiency" here is that the university gets paid for an asset that it didn't pay for.
Except for the small problem that research contracts with orgs, some for profit, that don't have an educational mission, such as SRI, BBN, etc, follow the same model (absent the donated buildings).
So for a $500K grant, 53% overhead really means about 34.6% of $500K. The university's cut is $173K, which is 53% of the PI's budget of $327K.
A postdoc with overheads (postdocs make decent salary of around 100k + overheads similar to OP) budgets at about 150k per year. So with the most prestigious, biggest award the non-human researchers can get, you can barely fund one guy for 3 years. There is an ongoing exodus because this is insanity.
The only place I've ever encountered with an overhead rate above 100% was Scripps, and that's because they have to maintain research vessels.
At many universities large capital expenditures over some threshold ($5K for my institution) have no overhead. Also a lot of that money is supposed to go toward supporting students and that money is well spent.
- As mentioned by several people, your math is a little off, and indirects are not a flat tax, there's a calculation for what is eligible for being charged indirect costs and at what rate.
- The CAREER award is prestigious because it is a signaling mechanism - it's directly funding a particular PI more than it is a project. It's...sort of like being picked for a YC round in that respect.
- NSF funding is designed, philosophically, around smaller awards by and large, compared to say the NIH. The average "Oh, this'll make sure you get tenure" award for NIH-funded fields is an R01, which has a direct budget of about $1.25 million.
It took 2 weeks to craft this grant proposal. Assuming the average academic has a 30% hit rate and the average grant provides funding for ~1 year... then this translates to roughly 30 weeks per year. A somewhat extreme example, but I wouldn't be surprised if these numbers get worse as you move to lower tier universities - and better for higher tier universities.
Would it be better to simply grant lab's to researchers with a general research plan on a 3-5 year cadence?
We are already taking the societal risk of employing a professor and giving them grant money - at least we can get the productive side of the money we spend.
A mentor of mine is able to fund most of her students, save for maybe their final year, on TA-shps.
I'm in a purely research department - if I don't have funding for the full time, I don't have students.
The part about finding >10 typos is pretty much my nightmare, and I appreciate the candor with which you share that and other parts of your experience.
53% overhead works out to be 34% of the total money.
I've written grants with many industrial partners (companies you would recognize). All have had much higher overhead rates. Normally these rates are kept secret, but here's a fun memo from the Federal Transit Administration talking about 127% overhead rates! https://www.transit.dot.gov/funding/procurement/third-party-...
The DoD gives as an example a rate of 125%!
> For example, in recovering the indirect costs associated with particular contracts during the year, each dollar of engineering direct labor worked on a contract is burdened with an engineering overhead of 125.95 percent.
https://www.dhg.com/portals/0/headers/industries/government-...
This puts universities in some context: https://www.healthra.org/wp-content/uploads/2018/08/Nature_K...
You'll see that non-profits and hospitals tend to have far higher rates. This doesn't include industry though. Which would be far higher.
For DOT engineering design firms and environmental firms, a typical overhead rate is 165%-ish, I've seen ranges from 125% to 250%. Over 180% is considered "high".
https://osp.finance.harvard.edu/files/univ_july_2021_signed_...
But I'm not that confident. Would love to hear from business owners.
But I'm not sure whether the company would count just an employee's salary as non-overhead costs. I'm fuzzy on the details of how overhead is usually calculated.
But he said:
> That is my billing rate to the government is 2.8 times my hourly rate as determined by my salary.
Doesn't that mean that the government pays a total of 2.8x his salary, so overhead would be 180% (+100% salary = 280% total)? Or what mistake did I make here?
And this is where it's weird, because 65%, 180%, and 280% are all valid, but different, ways of looking at it.
Because you get 35% of the money, the company gets 65%. i.e. 65% of your billable hours are overhead.
Or, the company gets 180% of what you get. Or, you could say your overhead rate is 180%.
Or, you charge the government 280% of what you get paid. Which is the effective end result.
Why does your salary define the overhead rate for the entire company?
all_expenses / total_hours_worked_by_all_employees = average_rate
all_expenses / direct_hours_worked_by_all_employees = direct_rate
direct_rate / average_rate = overhead_rate
my_hourly_rate * overhead_rate = my_billing_rate
There's more nuance on what are qualified expenses and what are direct hours and things like that, but the government has formulae, and they determine your billing rate - or at least the overhead that turns into the billing rate.Now, of course, my company can't pay me $1000/hour which turns into $2800/hour invoices to the government because then we'd be too expensive and never win the contract. So there is downward pressure on salaries because of that, and it prevents us from hiring superstars because their hourly rate will be too high. So that's one reason the government doesn't really get the A team working for them.
The data center where my nodes for HPC are kept? Indirects.
The salary of the folks who review and submit the proposals, manage the budgets, and make sure we're complying with neat things like human subjects protections? Indirects.
Journal subscriptions? Indirects.
Direct costs cover remarkably few things.
I think the telling thing is that, even at that rate, companies often find working with us to be cheaper than working with another industry partner. Our pricing just tends to spook people because it comes in a big chunk just labeled "Indirects" rather than snuck into all the other budget lines.
Highway robbery.
I love these kinds of breakdowns. It's very useful to help communicate successful models in people's crafts.
Time to move to a WeWork? WeWork All Access - $3600/year. Or at home for "free" if no real lab is needed.
> cost of business office staff to process the paychecks
Time to move to Direct Deposit? For a grand total of $0!
> cost of a bunch of CPA and auditors to make sure you're following all the federal regulations about how the money can be spend
Let them spend it however for free? or hire a CPA for a couple days. No need for $173k worth of CPA time per grant.
> At institutions where a large fraction of the work going on is grant funded if you didn't do it this way you can't really make your institutional budget balance.
Based on the math, they either need to invest into automation or it seems like a dying industry.
Also, do you know what a clusterfuck it is if someone screws up accounting, payroll, or legal? Those systems are Byzantine and you really do need an expert to navigate them legally.
Institutions don’t take the risk that an individual might take.
I'm interested if there's a single company that employs that many people you can point to that pays $0 to handle payroll.
The problem with this is the universities rely on this funding to stay afloat, so there's a tail wagging the dog problem. Basically the evaluation of scientific merit then derives from a decision as to whether or not it can procure money from the federal government.
That in turn is driven by all sorts of factors:
https://journals.plos.org/plosone/article?id=10.1371/journal...
I don't want to argue that grants are bad but I do think the system is broken. Everyone passes the buck to the federal government in this kind of shell game, and then the federal grant system becomes the [near] monopoly over scientific decision making.
The analogy I tend to use in my head is that it's like if your state gave out grants to fund plumbing projects, and people realized that these grants paid more than the actual costs for the project. You have a plumbing project, get the plumber to get a grant for you, and pocket the difference. So people stop hiring plumbers on the basis of the work they do per se, and instead hire them on the basis of their ability to procure state grants. That's kind of what the system works like now.
Do industry grants have larger overhead? It doesn't matter one way or another. That's a different issue. Two wrongs don't make a right either.
> I was offered the award, but I declined it. Then I resigned from my faculty position and joined industry.
OK, we all want to hear more about this right? OP spent a lot of time preparing an application for a very prestigious academic-career-making grant, succeeded in getting it... and then quit!
I shared a bit more detail here: https://austinhenley.com/blog/leavingacademia.html
Like, I have enough money to afford a house and take my kids on vacation from time to time. So having lots of money is something I idly wonder about sometimes, but no critical need is going unmet by its lack.
Conversely, if you have a prestigious position, most likely everyone around you does too. For example, I'm a professor, and yes, it makes my mom proud. But all of my colleagues and many of my friends are professors, too. So in terms of day-to-day life, it just doesn't matter much.
I think everyone wonders about what might have been. But you can really only make one choice at a time, and so even if you had chosen differently you will still wonder what might have been.
He looked into the abyss long enough for it to look back.
Not that I necessarily blame him, fairly burnt out on academia myself currently.
Not getting a CAREER award can really set one back, both in time wasted applying but then having to compete with those who have them. I often felt like the NSF asks for so much these days, including excessive (and possibly unrealistic amounts of) K-12 outreach. I am always curious if you go back after 5 years, how many of the winners actually did everything they promised in the proposal.
Whenever someone tacks on way more requirements than could possibly be met, there is a natural prioritization. If after 5 years you didn't deliver on the core idea - then the NSF probably won't care that you completed all of the k-12 outreach. If you hit the research objectives out of the park, then they are going to demand you max out the k-12 outreach.
And the NSF would not be checking on whether people actually did those things, or take back the money if they weren't fulfilled, so basically (I felt at the time) it was incentivizing people to lie about their intentions. I didn't feel good about making up such stories. So I guess I lost out to those who were willing.
If you're going to put in requirements like this, I think you'd better follow up and make sure people don't take you for fools and say what you want to hear but not do it later.
(edit to add: my experience is based on having been through this 15 years ago, so it's probably to be taken with a grain o salt)
> And the NSF would not be checking on whether people actually did those things, or take back the money if they weren't fulfilled, so basically (I felt at the time) it was incentivizing people to lie about their intentions. I didn't feel good about making up such stories. So I guess I lost out to those who were willing.
On what are you basing these assertions? As part of an NSF funded research project with an outreach component, we definitely had to deliver on it and I had to write about it in our annual reviews. If we had failed to deliver on our promises in a perfunctory of fictitious way, we definitely would have been in jeopardy of having our funding pulled.
The NSF doesn't have to take back money because they don't give you all of the money up front. They can refuse to give you the rest of your funding, and then good luck on your next NSF grant proposal.
- Story telling is everything. It seems this is a huge lesson never taught in grad school.
- Technical details sometimes work against you. The author is absolutely right that getting the general thought process across is crucial.
- Who you get on your review committee tends to significantly skew the outcome. Can make or break your chances.
- I have known a lot of groundbreaking work funded by other money for these exact reasons. Sometimes good science is too far afield for people to understand. An anecdote i like from recent times is how Eric Betzig built the super res microscope. Here's the background.
https://arstechnica.com/science/2015/04/quitting-failures-a-...
TLDR: he won the Nobel...
The sad truth is $500k for a career grant seems like a lot when you're in the university, but when you get out and see where else money is being spent you realize how poor academia really is.
In non-blind proposals, pre-communication is the key.
It's not just about the $500k, it's about the freedom to do your project your way from start to finish. I can't get $500k from any investors to do my work; their number one question is what's their ROI, which is not even in the universe of my concerns. The last thing I ever want to think about is how to profit from my research.
Another choice is to join a company and then convince that company my idea is worth while. If I get the greenlight to go ahead that's great, but then I'm still always living under the threat of being fired or the project getting canned. Any University is happy to have a CAREER recipient, and your award is portable between institutions.
And sure you'd possibly be able to convince your company to sponsor a project you're interested in leading, but the for something like $500k you'd better have a good business case for it, and I can't imagine them approving something that would last 5 years unless it really aligns with their business goals. In order to get the clout to actually ask for this kind of project you'd also need to be at the company for a while, whereas something like a CAREER award is intended for early-career faculty. Imagine going up to your boss and saying: "You know that job you hired me for? I'd like you to keep paying me my regular salary, but I'd also like $500k to work on my own pet project about 70% of the time from September to May, and 100% over the summer. Oh, and I'd like to do this for the next 5 years."
The NSF Career grant affords you the latitude to pursue your research interests, but those are inevitably aligned with the academic process as you are in pursuit of tenure. So you need to publish and you need to produce publishable work- very unlikely you will choose only high risk moonshot projects as your likelihood of receiving tenure is directly correlated to those publications. Furthermore, your statement that the NSF or the university is not an investor, is also flawed imo. The NSF specifically asks for impact as it ties the money it allots a research to economic impact to the US- as it should since it is tax payer money. I.e your investor is the US. A similar argument can be drawn to the university that provides you startup lab funds- their long term goal is to receive publications/ patents/ prestige they can the monetize against through either selling those ideas/ receiving royalties or donations go their foundations. As you become a more famous researcher you also attract more masters students who pay a good deal of money to go to school there. They are in fact your investor only expecting a different ROI...
As for companies- how much do you think an engineer or ml researcher costs per year to a company especially the caliber in a Phd lab? 500k expense is pretty small. your assumption that a company wont give you 500k to fo work is an illusion- they do it's just not hard cash, they spend on resources that you use. An average PhD level base salary at a Fang - 200+k plus bonus/ equity closing on over 300k?
So the real question is pick your poison.
To the first point, starting in 2017 the Career solicitation dropped the tenure track requirement. I’m not tenure track and I have no aspiration of perusing tenure.
Your point is taken about there being “investors” no matter what, but the expectations of those groups couldn’t be any more different. NSF is happy if you spend your money on grad students. The idea of building a research program that is attractive to paying masters students is a far different prospect from building a profit making venture. I’m quite comfortable talking about and demonstrating the broad impacts of my work, but those impacts don’t include making investors a boatload of money in terms of selling a product. That’s just not in the cards. And to put a finer point on it, I’m much more comfortable with my investors being the general American public and my country as opposed to principally rich people.
To your second point, I agree that it costs a lot for a company to hire an ML engineer as an employee. But I would say it is not typical for a a researcher with maybe only a couple years of experience post grad school to be offered $500k to work on any project of their own choosing for 5 years (or more, let’s just be clear that $500k is like the minimum you’re even aloud to request for a career award).
I mean, maybe that is happening, I’ve honestly never heard of that. Does anyone here have that kind of arrangement, or have you heard of anyone who has been able to pull that off? Would be very interested to know how to approach a company to convince them of that. Pay me a salary, give me $500k, let me work on whatever I want for 5 years at my own direction, and that would sound comparable to the kind of freedom you get with a career award.
This hits me every now and again.
But your first point is huge, and one thing we've been working on with our program's grant writing class. Students phone in their specific aims pages to go write their approach sections, which is what they're working on, and that's a huge mistake.
Don't get me wrong, I'm sure it's a great proposal and I am sure the author put in a lot of work and thinking and I am sure he deserved to win, but that's simply not enough nowadays.
Sure that system could still be gamed but at least it would be a bit better (imo). The downside is that you cannot have the "what did you do before that merits getting the grant section" but that could come in the second round or something. It can probably be ignored, too because it doesn't matter that much if the research design is solid (imo).
The researchers essentially rank the proposals and decide the outcome:: proposals at the top of the ranking will be funded until money dries out.
Researchers do not know how to evaluate grants the way the NSF wants them to do it. Researchers know how to review papers but not NSF proposals. The broader impacts expectations of the NSF are as obscure to the researchers in the panel as for everyone else. At a panel, after discussing the scientific merits of the proposal, the NSF officers asked the researchers in the panel for broader impacts in the proposal. The first day, the researchers kept pin-pointing (what they thought could be) broader impact items that the NSF officers rejected. As time went by, researchers in the panel started figuring out what kind of broader impacts the NSF officers expected, and could use it to push proposals they liked because of the science. Broader impact sections of the proposals were used to supercharge an already interesting proposal based on the science.
While 15-20 researchers may be in the panel, a few of those will be leading the discussions because of character and interest of looking at these proposals. If these researchers have integrity, the panel will do a decent job. I am sure it is highly dependent on the panel, but the ones I participated in, I thought we did a decent job, maybe with an inclination towards funding young PIs who never got funded before. But networking with NSF officers didn't help any PI; the science dominated the ranking.
Polished broader impact statements appear naturally in tier 1 universities that have many examples and templates of previously funded proposals. Most of it is window dressing; of course there are genuine initiatives but that's not the norm. Asking for diversity statements or whatnot will favor applicants from the alumni and PIs of the Stanfords and Harvards who can network with their peers to gather existing successful statements. After a few generation of sharing these statements, the polishing gets really really good and looks quite serious. It's fairly easy to write broad impact statements with 5 funded examples, much harder when you have none and nobody to talk to (does requiring diversity statements in applications actually hurt diversity candidates? Who knows, studying that question would likely not get funding).
Successful proposals read really well, so well that you wonder how much of the proposed research is already solved. That is a strategy used to write some proposal: when the NSF deadline comes, pick your 1 or 2 most significant unpublished working drafts and write a proposal on the results. Some results you know you already have, others could be interesting generalizations that are within reach, and add to the mix maybe one sexy moonshot. Because you had the paper underway, the story and notation are things you already thought about for a while, and the resulting proposal looks pretty good. If the proposal gets funded, you already have some results to show; good job.
Source: academic who also got CAREER the first time, somewhat burnt out by all these games. Don't get me started on academic awards (the ones with a famous name attached to it)--but let me just say that staying away from those will delay the burnout, a bit; those games are much more rigged than NSF panels.
I agree, when doing something like this it's hard to know what it should look like in order to be recognised professionally and having a template or example is a huge huge help.
I once heard a researcher on NPR being interviewed about the ethical considerations of Deep Fake research and their answer was (parphrased) "I don't think about these things, I just do the science. The ethical impacts are for others to think about" and I jaw hit the floor.
Today we see the unintended consequences of various technologies finding confluence in the public sphere, and the impacts are reverberating across society. Now more than ever researchers have to be cognizant of the broader societal impacts of their work.
0% or negative overhead?
No teaching?
Longer Sabbaticals?
Fewer admin duties?
Be left alone to do research?
0% or negative overhead? - While indirect cost return, which is where I get some of my overhead back, is awesome when you can negotiate it, indirects are not the boogeyman HN likes to make them out to be. For government grants, these are known factors. For private industry, lower overhead rates can often be negotiated. Same for foundations, etc.
No teaching? - This depends entirely on the person, but generally, reduced teaching obligations help if you're interested in research. There are people who are passionate about teaching and don't want to give that up. There are people who are in purely research positions (like me) and maybe voluntarily teach a single graduate seminar once every other year. Many of both groups love their jobs.
Longer Sabbaticals? - There is some research showing that faculty who don't take sabbaticals are more likely to leave. I'd suggest instead of "longer" more frequent. An opportunity to "clear the deck" so to speak.
Fewer admin duties? - wistful, longing expression
Be left alone to do research? - This is probably our #1 request, but how to actually make that happen is something of an open problem.
I imagine researchers must actually be doing multiple grants in parallel or have other main jobs to earn decent money because if they only do this one thing at a time I have no idea why someone would choose this life of poverty when they could be making solid six figures building practical things.
And yeah, most professors try to have multiple programs going. This one would have funded one student for a few years
Keeping a $100,000 scientific software developer on staff, at 10% hit rates (not out of the ordinary for the NIH), means writing a million dollars of grants per year.
And if one of them is successful, that salary is 40% of the total budget for a non-modular R01.