[HN Gopher] Why Innovation Prizes Fail
       ___________________________________________________________________
        
       Why Innovation Prizes Fail
        
       Author : ohjeez
       Score  : 95 points
       Date   : 2022-04-30 17:59 UTC (2 days ago)
        
 (HTM) web link (www.worksinprogress.co)
 (TXT) w3m dump (www.worksinprogress.co)
        
       | anon946 wrote:
       | There are lots of problems with the way research is currently
       | funded. But replacing the current system completely, or mostly,
       | with prizes has an issue that I've not seen discussed, and that
       | is the social/organizational aspects of it. In order to fund the
       | work (that might lead to winning), a pool of money will be
       | needed. Where does that pool come from? One way would be tax the
       | winners. If, say, 1 in 20 efforts wins, this tax will need to be
       | quite high. If too high, however, then you've essentially negated
       | the "prize" aspect of it.
       | 
       | Then, within the institution, there will need to be internal
       | competitions as to see which proposal(s) gets the funds to go
       | after a prize.
        
       | sidibe wrote:
       | But when they're effective it can be really effective. DARPA
       | self-driving challenges really jump started that field for a few
       | million dollars. Even if people were working on it already, the
       | competitions got Sergey Brin and others obsessed enough with the
       | idea to spend billions per year on it much earlier than they
       | would have.
        
         | ModernMech wrote:
         | Notably, the DARPA grand challenges funded the competitors
         | _before_ the competition. If you tell me you 'll give me $100
         | million to solve global warming, I'll say "great, I'd love to
         | try and get that money, but I'll need $1 million to get
         | started". If the answer is "no startup funding, you have to
         | show me the thing first before any money is given", then I'm
         | not even going to try.
         | 
         | In the DARPA had two tracks for their competition, with
         | competitors in one of the tracks being granted $1 million to
         | fund their entries. Now, you had to qualify to get that funding
         | so a reputation and some prior work was needed, but the
         | consolation prize was you were able to advance your career
         | whether you won or lost. That is why it worked. You can't just
         | dangle a giant carrot at this level and expect people to bite
         | if it's a zero-sum game.
         | 
         | Let's say I invest millions and years of my time to get the
         | $100 million prize, and someone gets it right before me. What's
         | my consolation prize? If it's absolutely nothing, then I'm not
         | going to risk my career on that bet, and probably the person
         | who would actually crack that egg won't either. Moreover, they
         | might still try but it will be through tested funding channels.
        
           | zozbot234 wrote:
           | > Let's say I invest millions and years of my time to get the
           | $100 million prize, and someone gets it right before me.
           | What's my consolation prize? If it's absolutely nothing, then
           | I'm not going to risk my career on that bet
           | 
           | Isn't that exactly how startups work? A $100 million prize is
           | reaching into baby unicorn territory (a fully grown unicorn
           | is "only" $1B in value), so why wouldn't the prospect of
           | winning the grand prize be enough to attract funding?
        
             | ModernMech wrote:
             | If you squint, but really academic incentive structures are
             | such that this isn't an attractive bet. There's really no
             | scenario where you can shoot for the $100 million without
             | getting interim funding from grant agencies. And if that's
             | what you're doing, you'll need to publish and conduct
             | research in the usual way. Which begs the question, if
             | everyone shooting for the $100 million is doing research as
             | usual, what's the $100 million really incentivizing?
             | 
             | The DARPA grand challenges recognized that this incentive
             | structure doesn't work well. What they did instead was they
             | held 3 smaller prizes instead of one large one. This meant
             | that development was incremental over 5 years, which they
             | also funded.
             | 
             | What they did in those 5 years was take driverless cars
             | from running off the road into rocks in the middle of the
             | desert in 2003; to converging on an architecture that could
             | reliably navigate an urban environment by 2007, an
             | architecture which is now the basis for all commercial
             | driverless car efforts. If they had offered just a single
             | lump sum for a demonstration of such a car, I think the
             | entire industry wouldn't be where it is today.
        
             | danielmarkbruce wrote:
             | Startups often take venture funding. So, would a VC fund a
             | shot at a $100 mill prize? Probably not. It's not big
             | enough.
        
         | melling wrote:
         | The author completely left out Lindbergh crossing the Atlantic
         | too.
         | 
         | https://www.herox.com/blog/428-history-of-challenges-the-ort...
         | 
         | I haven't investigated the effectiveness of modern DARPA
         | Challenges but they seems like a good value for our defense
         | dollars, where we spend trillions.
        
         | mdorazio wrote:
         | What? The 2004 and 2005 challenges participants were basically
         | all university teams (i.e., the teams were students &
         | professors who didn't need the prize money in the first place).
         | The participants in those teams then went on to leadership
         | roles in the various self-driving startups, but they didn't
         | start there.
        
           | HWR_14 wrote:
           | > the teams were students & professors who didn't need the
           | prize money in the first place
           | 
           | Weird to phrase it as "need". I look forward to your proposal
           | for replacing supply and demand determine wages with ones
           | based on number of dependents.
        
           | melling wrote:
           | Not sure what argument is being made here. The DARPA Grand
           | Challenge was an incredible success
        
           | sidibe wrote:
           | I didn't suggest it was corporate teams. But I think it was
           | the competitions that led these companies to start working on
           | it when they did and caused the startups to spawn and get
           | funding.
        
           | zip1234 wrote:
           | Does pitting these teams directly against each other to
           | achieve a specific purpose advance the field better than
           | letting them do their normal research thing?
        
             | lief79 wrote:
             | In this case, it made it clear what was possible with the
             | currently available technology and some focus. That
             | certainly drove more funding into self driving vehicles, as
             | they no longer seemed like pure science fiction.
        
       | m0llusk wrote:
       | This is ignoring that the main competition to prizes are large
       | scale research efforts from governments, labs, universities, or
       | some combination of these. Relative to institutional research
       | prizes have a good record, though the best way to see that is to
       | look at more specific and better run awards rather than what Elon
       | Musk and the Prince of Whales are doing with their spotlight
       | time.
        
         | netizen-936824 wrote:
         | Personally I would love to know what the Prince of Whales does
         | with his time. That sounds fascinating
        
           | [deleted]
        
         | yvdriess wrote:
         | Not competition as much as complementary or even necessity.
         | Institutional funding funds enables people to have a career in
         | research. A career that allows them to build up the necessary
         | expertise in order to have a stab at the research prize. As
         | with development programs, such prizes tap into an existing
         | reservoir of know-how.
        
           | bluGill wrote:
           | I could do research. I'm smart enough and all that. (we can
           | argue about who is smartest and all that, probably
           | institutions are right to not come knocking at my door trying
           | to hire me - but in the end if somehow I ended up at a
           | university I could do at least okay at research) My day job
           | is not doing basic research though, so it would take me some
           | time to come up to speed on the important hard problems that
           | researchers are working on. Then more time to contribute.
           | 
           | There is nothing unique about me above. There are a lot of
           | smart people around who are not doing research. Basic
           | research is important to progress humanity, but for every
           | person in basic research thousands are needed in the more
           | applied areas to take known research results and apply them
           | to life thus making our life better.
        
           | cycomanic wrote:
           | Maybe I misunderstand you but institutional funding does
           | almost never enable research. Almost all research funding
           | comes from competitive grants. So "researchers" in research
           | institutions spend most of their time looking for funding. I
           | was talking with a colleague the other day and he said the
           | head of a research group is essentially running a startup,
           | except you're constantly in the search for funding phase
           | without the prospect of it ever becoming self-sustaining. The
           | process is completely broken.
        
             | yvdriess wrote:
             | > The process is completely broken.
             | 
             | I agree. Personally, it's a big reason why I went to
             | industry to do research.
             | 
             | > Maybe I misunderstand you but institutional funding does
             | almost never enable research.
             | 
             | Mostly disagree. Two reasons: other institutional funding
             | sources (e.g. teaching positions, personal or company
             | grants, fundamental research grants, ...) and post-docs or
             | profs hustling to shelter phd students from most of that
             | overhead.
             | 
             | Despite the incredible inefficiencies inherent in
             | competitive research grants, research labs can scrap
             | together funding with some form of continuity.
             | 
             | What you do get often is an 'accordion effect', where a lab
             | can swell in numbers on the coattails of few successful phd
             | students and series of impactful papers, but at some point
             | there's a crunch when it cannot lock in the same number of
             | new research projects.
        
             | ModernMech wrote:
             | > I was talking with a colleague the other day and he said
             | the head of a research group is essentially running a
             | startup, except you're constantly in the search for funding
             | phase without the prospect of it ever becoming self-
             | sustaining.
             | 
             | Your colleague is right that being a PI in a research lab
             | is a lot like being a startup founder. But we shouldn't
             | take that to mean that research labs _should_ be startups,
             | with goals like establishing a profitable revenue stream
             | that will assure a self-sustaining operation. That 's just
             | not the purpose of research, and trying to make it as such
             | would change the kind of research being done.
             | 
             | The other thing is that like a startup, research labs get a
             | significant chunk of "startup capital" in order to get
             | their research agenda off the ground. Depending on the
             | agenda, this can range from 10s of thousands to a million
             | dollars or more.
             | 
             | Third, there is other institutional funding that goes
             | beyond that. It's true that most funded research is through
             | grants, but at the same time it's hard to get grants
             | without some prior research results. That's where
             | institutional funding comes in -- to give you a little
             | boost to bootstrap some results that you can then take to a
             | funding agency.
             | 
             | > So "researchers" in research institutions spend most of
             | their time looking for funding.
             | 
             | I think I know why you put "researchers" in scare quotes,
             | and that is because of a common perception that "research"
             | is limited to the technical work of running an experiment
             | and writing papers (please correct me if I'm wrong). But I
             | disagree with this view, and instead I consider research as
             | also including getting the money.
             | 
             | Why? It has to, because getting the money involves setting
             | clear research objectives, communicating those objectives
             | to others in an understandable way, forging alliances with
             | other researchers, navigating regulatory obstacles, hiring
             | competent research personnel, designing research
             | experiments, and most importantly managing the project over
             | a decade or more without the whole thing imploding. _That_
             | is research, because if you don 't do those things you're
             | just doing a "project". Getting something into the world
             | and getting buy-in from external agencies is important
             | precisely because there is no revenue stream and no
             | customers who provide feedback to your venture.
             | 
             | Sitting down and doing the coding, running experiments, or
             | even writing the paper is important to the scientific
             | research process, but it's still just a part of it.
             | Certainly it's not enough to be considered "proper"
             | research, distinct from securing funding.
             | 
             | > The process is completely broken.
             | 
             | You're not going to find a lot of disagreement that the
             | process is broken. But one thing I've often found is that
             | those who are part of the process and those who are outside
             | of it think it's broken in different ways. Sometimes people
             | outside of the process suggest to fix it in ways that will
             | make things worse or are not actually a problem. Sometimes
             | the solution proposed would in fact likely cause more
             | problems that those outside the process can't anticipate,
             | or were fixes to problems that have already been patched.
             | 
             | It's a lot like systems engineering -- when you go to a new
             | codebase and start changing legacy code that looks wrong
             | because you know a better way of doing it. Well... maybe
             | it's not wrong but that way for a reason, and you just
             | don't know it yet.
        
               | cycomanic wrote:
               | > > I was talking with a colleague the other day and he
               | said the head of a research group is essentially running
               | a startup, except you're constantly in the search for
               | funding phase without the prospect of it ever becoming
               | self-sustaining.
               | 
               | > Your colleague is right that being a PI in a research
               | lab is a lot like being a startup founder. But we
               | shouldn't take that to mean that research labs should be
               | startups, with goals like establishing a profitable
               | revenue stream that will assure a self-sustaining
               | operation. That's just not the purpose of research, and
               | trying to make it as such would change the kind of
               | research being done.
               | 
               | I agree that research should not be about creating a
               | profitable business stream. This is not what I meant to
               | say. I meant that this creates a constant pressure to
               | find funding, you essentially can never switch off, and
               | you never get to a stage where you can say, ok now I can
               | focus only on research for a while. It also creates an
               | absurd incentive of not taking risks, because if things
               | don't work out you are likely not getting funding again
               | because of the gap in your research output.
               | 
               | > The other thing is that like a startup, research labs
               | get a significant chunk of "startup capital" in order to
               | get their research agenda off the ground. Depending on
               | the agenda, this can range from 10s of thousands to a
               | million dollars or more.
               | 
               | This is highly dependent on the country and university,
               | but it should also be said that even a 1M startup does
               | not last very long if you are an experimentalist (it
               | often just barely pays to equip your lab with the
               | essentials).
               | 
               | > Third, there is other institutional funding that goes
               | beyond that. It's true that most funded research is
               | through grants, but at the same time it's hard to get
               | grants without some prior research results. That's where
               | institutional funding comes in -- to give you a little
               | boost to bootstrap some results that you can then take to
               | a funding agency.
               | 
               | I think this is were experiences will differ dramatically
               | between countries. For example in Sweden academics have
               | to find ~50% of their own salary (+80% overhead), some of
               | this can come through extra teaching or adminstrative
               | duties. In Germany a professor in engineering will
               | typically get 1-2 PhD student salaries with their
               | position. What I know is typically done is that you apply
               | for a grant were you have done significant work already
               | (also helps with the feasibility) and then use that grant
               | to do research to apply for the next grant. Institutional
               | funding plays a very minor role typically.
               | 
               | > So "researchers" in research institutions spend most of
               | their time looking for funding.
               | 
               | >I think I know why you put "researchers" in scare
               | quotes, and that is because of a common perception that
               | "research" is limited to the technical work of running an
               | experiment and writing papers (please correct me if I'm
               | wrong). But I disagree with this view, and instead I
               | consider research as also including getting the money.
               | 
               | Actually this was not meant to be scare quotes, I put the
               | quotes because researchers is such a broad term (there
               | are a researchers in industry or the big national
               | research labs, where much of what I said does not apply
               | to the same degree).
               | 
               | > Why? It has to, because getting the money involves
               | setting clear research objectives, communicating those
               | objectives to others in an understandable way, forging
               | alliances with other researchers, navigating regulatory
               | obstacles, hiring competent research personnel, designing
               | research experiments, and most importantly managing the
               | project over a decade or more without the whole thing
               | imploding.
               | 
               | I don't know where you are but most research grants
               | projects I'm aware of don't last for 10 years (5 is
               | already considered long, 3 is much more common for ones
               | I'm aware of). That said, I think the list of
               | responsibilities is crazy, because generally you can not
               | hire anyone to help out with any of those, and there are
               | the administrative and teaching duties that are on top of
               | that. No wonder that most academics work well over 60h
               | per week.
               | 
               | >That is research, because if you don't do those things
               | you're just doing a "project". Getting something into the
               | world and getting buy-in from external agencies is
               | important precisely because there is no revenue stream
               | and no customers who provide feedback to your venture.
               | 
               | See and there I disagree. The above responsibilities
               | actually lead to the least risk taking possible. If you
               | constantly need to convince people that what you're doing
               | is great, based on somewhat arbitrary metrics which
               | typically do not reflect the actual importance of the
               | research, then you get academics optimising for short
               | term metrics.
               | 
               | >Sitting down and doing the coding, running experiments,
               | or even writing the paper is important to the scientific
               | research process, but it's still just a part of it.
               | Certainly it's not enough to be considered "proper"
               | research, distinct from securing funding.
               | 
               | I agree, project management designing a research project
               | etc. are important parts of aspects of research. However,
               | getting research funding should be a means to an end.
               | What I often observe is that obtaining research funding
               | becomes the end goal, largely because of necessity.
               | 
               | >> The process is completely broken.
               | 
               | > You're not going to find a lot of disagreement that the
               | process is broken. But one thing I've often found is that
               | those who are part of the process and those who are
               | outside of it think it's broken in different ways.
               | Sometimes people outside of the process suggest to fix it
               | in ways that will make things worse or are not actually a
               | problem. Sometimes the solution proposed would in fact
               | likely cause more problems that those outside the process
               | can't anticipate, or were fixes to problems that have
               | already been patched.
               | 
               | I should clarify, I'm writing this from the inside I am a
               | research academic, have attracted significant funding
               | etc.. I also agree that outside solutions are often very
               | much missing the mark, in particular solutions from
               | communities like HN who often look for quick technical
               | solutions for social problems.
               | 
               | >It's a lot like systems engineering -- when you go to a
               | new codebase and start changing legacy code that looks
               | wrong because you know a better way of doing it. Well...
               | maybe it's not wrong but that way for a reason, and you
               | just don't know it yet.
               | 
               | The issue I have is that we have seen in fact seen strong
               | changes in research funding over the last decades. The
               | ratio of competitive vs non-competitive
               | (institutional...) funding has increased strongly in most
               | western countries I'm aware of. At the same time
               | reporting responsibilities and the importance of metrics
               | has become bigger as well. All this based on the
               | reasoning that there needs to be accountability for the
               | money the government spend on research. I think we are
               | seeing the failures of these changes now.
        
               | ModernMech wrote:
               | > It also creates an absurd incentive of not taking
               | risks, because if things don't work out you are likely
               | not getting funding again because of the gap in your
               | research output.
               | 
               | I think the root problem here is not that money is needed
               | to do research, but that negative results don't advance
               | an academic career and actually hinder the ability to get
               | future monies. It's a very hard landing if you take too
               | big of a risk.
               | 
               | Honestly I think needing to constantly get external
               | approval for one's research is a very helpful forcing
               | function for academics, who in my experience can be
               | quite... nose down in their work to put it mildly. How
               | can a researcher evaluate the actual importance of their
               | research without larger buy-in from the public? Certainly
               | many think whatever they are working on is of the utmost
               | importance for the world, and they all have quite a long
               | story to tell you how.
               | 
               | > I also agree that outside solutions are often very much
               | missing the mark, in particular solutions from
               | communities like HN who often look for quick technical
               | solutions for social problems.
               | 
               | That's exactly what I was reading into your words, my
               | apologies.
               | 
               | > All this based on the reasoning that there needs to be
               | accountability for the money the government spend on
               | research.
               | 
               | But what's the alternative? We all agree research takes
               | money, and money is limited. We have more research to do
               | than we have money to spend on research. Therefore we
               | can't research everything, and must instead choose how to
               | allocate our limited funds. I suppose at this point we
               | could say that research funds are allocated by a lottery
               | where no one proposes anything. Some people feel the
               | current funding model is akin to a lottery. But I don't
               | think we really live in a world where allocating lots of
               | public money to unseen projects is going to fly. The only
               | alternative then seems to be that researchers should put
               | forth a description of their proposed research agenda so
               | we can discern one project from the next...
               | 
               | You see where I'm going with this? Every attempt I've
               | seen to revamp the funding process inevitably reinvents
               | it, or tries to turn it into a corporate profit-seeking
               | model. We already have that, so I don't think we need to
               | duplicate it in another context.
        
         | ape4 wrote:
         | *Prince of Wales ;)
        
       | [deleted]
        
       | paulpauper wrote:
       | It's just bad economics bad incentives. The costs vastly exceed
       | the payoff from the prize.
        
         | danielmarkbruce wrote:
         | This. The prizes are crazy low. If you want a good team to work
         | on something, consider what that good team is giving up.
        
       | photochemsyn wrote:
       | _Last year Elon Musk announced $100 million to come up with ways
       | to remove carbon dioxide from the atmosphere._
       | 
       | I'm not sure why the author is convinced this approach won't
       | work, but there is certainly a better option for any country that
       | wants to address the situation, and it's been done in many other
       | areas. Establish federal funding agencies devoted to the goal,
       | and use those funds to establish dedicated research departments
       | at leading universities, which employ professors and technicians
       | who bring in grad students and postdocs to work in their labs.
       | The result has been very successful in areas like cancer research
       | - childhood leukemia has gone from a almost uniformly fatal
       | disease to one with a 90% survival rate. Why? How many
       | universities have some kind of NIH-funded 'Center for Cancer
       | Research'?
       | 
       | However, you won't find any such comparably funded centers for
       | renewable energy research at leading universities, because the US
       | government won't fund them through the obvious agency, the DOE.
       | DOE budgets make for interesting reading, because it becomes
       | clear that the history of the DOE - from Manhattan Project to
       | Atomic Energy Commission to 'DOE' - rather reveals it was set up
       | mainly to deal with the nuclear weapons program, and the vast
       | amount of highly toxic waste it generated. The DOE foray into
       | 'clean coal' initiated around 2000 has been one of the most
       | fraudulent 'scientific' programs ever run in the USA, from bogus
       | nonsense like 'FutureGen' on down. They were characterized by
       | 'public-private partnerships' which allowed DOE partners (coal
       | and oil corporations) to hide the data about their gross failures
       | behind proprietary claims. Literally billions of taxpayer dollars
       | have been poured into these rat holes with nothing to show for it
       | for over 20 years. Case in point:
       | 
       | https://en.wikipedia.org/wiki/FutureGen
       | 
       | This leaves countries who have invested heavily in basic R&D in
       | the solar/wind/storage sector well ahead of the USA. China is
       | certainly the leader in solar, having mastered large-scale
       | production of monocrystalline silicon wafers for high-efficiency,
       | durable PV. Germany and Japan are in a similar position.
       | Australia, even with its heavy reliance on coal, has long funded
       | innovative solar research. The US government instead has devoted
       | itself to funding fraudulent fossil fuel games (whatever CO2 gets
       | captured at DOE-financed plants has almost universally been used
       | for enhanced oilfield recovery, and much of it just gets boiled
       | back off to the atmosphere during crude oil processing).
       | 
       | I don't know why the author didn't mention any of this, but if
       | you're going to base an article on a line about Musk's $100
       | million effort, you might want to dig into that history, right?
       | As far as Musk's approach, here's the latest update on how that's
       | going:
       | 
       | https://grist.org/technology/elon-musk-funded-carbon-removal...
       | 
       | However, if the USA really wanted to get on top of this and move
       | towards a rapid transition to renewable energy (read: 3%
       | reduction in fossil fuel production and consumption per year,
       | with an equivalent growth in renewable energy to meet demand), it
       | would probably need a new funding agency outside the DOE/NNSA,
       | with a budget comparable to that of NIH, i.e. $30 billion a year.
       | Given that the USA is almost as much of a petro-state,
       | economically speaking, as Russia and Venezuela are, I don't
       | really expect much progress on this from our fearful political
       | 'leaders' (who are, in reality, more like corporate middle
       | managers).
        
         | SiempreViernes wrote:
         | > I don't know why the author didn't mention any of this, but
         | if you're going to base an article on a line about Musk's $100
         | million effort, you might want to dig into that history, right?
         | As far as Musk's approach, here's the latest update on how
         | that's going
         | 
         | From the criteria: "[...] and that they have a pathway to
         | scaling up to 1 million metric tons removed per year. (The most
         | conservative estimates say the world will eventually need to
         | remove 1.5 to 3 billion metric tons of carbon per year.)"
         | 
         | So 100 MegaUSD for someone to deliver something with the only
         | the potential of being a 1 promille solution: not sure if this
         | strikes me as super promising.
        
           | sebzim4500 wrote:
           | Isn't 100 million usd to fix 0.1% of global warming actually
           | a pretty amazing return? I would imagine most solutions cost
           | a lot more than 100 billion in total.
        
             | mbbutler wrote:
             | It's $100M to develop tech that would allow carbon to be
             | pulled out of the atmosphere at the price of $100-$500 per
             | ton of CO2. Even if the tech is successful then it would
             | still cost $100B-$500B per year to pull out the 1 bilion
             | tons of CO2 by 2050 that the IPCC has built into their
             | models.
        
             | SiempreViernes wrote:
             | It's _not_ 0.1% of global warming, it 's 0.1% out of ~1/60
             | th of all emissions we need to eliminate.
             | 
             | See figures SPM.5 and SPM.7 of the "Mitigation of Climate
             | Change" IPCC report for a picture of how much needs to be
             | cut to reach a stable state, and how much Carbon Capture is
             | estimated to contribute.
        
           | photochemsyn wrote:
           | The seed money approach is not a bad approach. This would
           | allow small research groups that the US government has
           | decided to starve for cash to continue their work for a few
           | years, and it also creates a bit more of a incentive, i.e,
           | successive funding rounds. The approach does look more like a
           | VC route than a federal agency approach, which has some
           | benefits. The stories about how it takes six months and half
           | a dozen reviews at a government agency to purchase some
           | inexpensive lab equipment that was needed yesterday are not
           | entirely apocryphal.
           | 
           | This approach seems interesting: > "Heirloom, a company
           | working on capturing CO2 directly from the air, recently made
           | headlines after raising $53 million in venture capital. For
           | the XPRIZE, Heirloom teamed up with a company called Carbfix,
           | which specializes in turning CO2 into stone. Carbfix is
           | already demonstrating its technology at a working carbon
           | removal facility in Iceland."
           | 
           | Note also that there's a real tie-in with SpaceX here, which
           | runs rockets on a variety of fuels, i.e. RP1 which is
           | essentially highly refined jet fuel, and methane, CH4.
           | Mastering carbon capture and conversion technology, i.e.
           | running processes like CO2(atm) + H20 -> C + H -> CH4, long
           | chain hydrocarbons (RP1), would be critical to synthesizing
           | fuel on Mars for example, which has an atmosphere of CO2 and
           | apparently, water ice in the subsurface. This could also make
           | SpaceX independent of fossil fuels: imagine a giga-scale
           | carbon capture and methane synthesis factory in Texas
           | providing all the fuel Starship needs.
           | 
           | Also, in a fossil-fuel free world, international air travel
           | would require jet fuel, and that's possible with DAC and
           | water-hydrogen, via a modified Fischer-Tropsch process, first
           | used with coal gas / steam as inputs.
        
             | mbbutler wrote:
             | The tech for Direct Air Capture (DAC) is already quite
             | efficient at removing CO2 from the atmosphere (80%+
             | depending on the particular process). At best, new
             | innovation on the chemistry of the removal process can only
             | increase the efficiency by 25%.
             | 
             | The real issue with DAC is that it is incredibly difficult
             | to innovate around the fact that CO2 in air is just
             | immensely dilute. You need to process enormous amounts of
             | air to remove an appreciable amount of CO2 and, even worse,
             | as the plant operates and recirculates processed air, the
             | local air around the plant becomes more and more devoid of
             | CO2 leading to a decreased amount of CO2 captured per unit
             | volume of air.
             | 
             | The only real improvement that I could see occurring in
             | this space is coming up with a process that creates less
             | back-pressure against the fans pumping in unprocessed air
             | which could bring down the energy cost per ton of CO2
             | removed. But even in that case the back pressure created by
             | a DAC process is normally caused by flowing air through a
             | porous catalyst, which is essential for high efficiency. So
             | there's a trade-off there as well.
             | 
             | Ultimately I am not very sanguine about DAC and I have been
             | disappointed to see news agencies reporting as if DAC is
             | even in the top 10 technologies most important to reduce
             | carbon emissions.
        
               | photochemsyn wrote:
               | Staggered extraction cycles, where each round leads to a
               | 10X increase in concentration, is one option. If you look
               | up how D2O (heavy water, where the hydrogens are replaced
               | by deuterium) is produced, the first step is often done
               | that way. The initial stage is the concentration of HDO
               | from H2O, which is naturally found at about 1 part in
               | 3200. 400 ppm CO2 is 1 part in 2500, so it's comparable.
               | 
               | Proof-of-process for Starship fueling would be generating
               | a stream of pure CO2 from air at a rate sufficient to
               | feed into a methane production facility (which would
               | require a similar stream of hydrogen from water
               | processing) to produce around 500 tons of liquid methane
               | in a reasonable amount of time. Possible?
        
       | baybal2 wrote:
        
       | xyzzy21 wrote:
       | I'd also say that the strategic problem space is seldom located
       | where the tactical problems space is that "solves" the strategic
       | problem. And we can not know where or how far away the latter is.
       | You see this a lot when you study the history of technology. What
       | often happens is "Survivorship Bias" - you don't hear about all
       | the other attempts that didn't work - so the historic narrative
       | tries to form a story where "They knew all along" and that's
       | seldom substantiated by actual history or facts.
        
       | rhdunn wrote:
       | The issue I have with this type of thing is that it is difficult
       | to work on the goal if you don't already have the funding to do
       | so. This then incentivises institutions like Universities that
       | can front that cost to work on it, and disincentivises
       | independent people from getting together to work on the problem,
       | or from hiring people to help out on the project.
        
         | Ozzie_osman wrote:
         | This could work in certain sector, like drug discovery.
         | 
         | Right now, a drug company (like Pfizer) will spend a billion
         | dollars, then if successful, they have a patent and have to
         | recuperate their investment before expiration (meanwhile,
         | patients and their insurance providers are paying the premium,
         | and those who can't, can't get the drug). But (depending on
         | where you stand politically), these drugs have some public
         | good, and it could be more direct to award prize money, then
         | remove any restrictions on the drug after discovery.
        
         | anon946 wrote:
         | Also, a sustainable model, even at large universities, would
         | need to have a source for funding the up-front work. Most
         | obvious source would be to tax the prize money. Long-term, I'm
         | not sure what the end-game would look like, but I have a lot of
         | doubts.
        
       | TuringTest wrote:
       | Why innovation prizes fail? Because past performance isn't
       | indicative of future results.
       | 
       | You may want to incentivize discoveries by financing proven
       | talent, but that approach ignores the fact that being successfull
       | has an important component of luck.
       | 
       | There's a recent economic model [1] studying the effects of sheer
       | luck in acquiring wealth; and it shows that the richest people
       | end up being those who accumulate a streak of lucky breaks,
       | independently of their talent (above a minimum).
       | 
       | The model predicts that the best strategy for getting talented
       | people to deliver results is giving a small amount of funding to
       | everyone equally. This way, you maximize the chances that someone
       | will start a project with the right approach, AND that are least
       | some of them will have the lucky breaks required for it to
       | flourish.
       | 
       | [1] https://www.inc.com/chris-matyszczyk/so-youre-smart-but-
       | your...
        
         | credit_guy wrote:
         | "Our simulation clearly shows that such a factor is just pure
         | luck," say the researchers.
         | 
         | Yes, but remember, Fortune favors the prepared.
         | 
         | I was very lucky many times in my life, but I didn't follow
         | that with work and grit. Elon Musk and Jeff Bezos did. So they
         | are where they are, and I am where I am.
        
           | fuzzer37 wrote:
           | > Elon Musk and Jeff Bezos did
           | 
           | Elon Musk was born into an already wealthy family and failed
           | his way upward.
           | 
           | Jeff Bezo's wife was already a millionaire when he started
           | Amazon
           | 
           | Neither of them had "hard work" or "grit", despite the
           | whitewashing both of them have done of their rags-to-riches
           | story. They are where they are because of generational wealth
           | and familial connections.
        
             | exolymph wrote:
             | There are a million and one rich kids with generational
             | wealth and familial connections. Yet not all of them turn
             | into Elon Musk or Jeff Bezos. Luck is assuredly a big
             | component of success, always, but saying things like Musk
             | "failed his way upward"... lol no
        
         | gowld wrote:
         | > The model predicts that the best strategy for getting
         | talented people to deliver results is giving a small amount of
         | funding to everyone equally.
         | 
         | How does that protect against people squandering the funding?
         | They need some incentive to try to achieve something with it.
         | That's what an innovation prize offers -- a _reward_ for
         | performance.  "future performance" is the candidate's problem,
         | not the funders.
         | 
         | This is how sports and stock markets work, relatively
         | effectively.
        
         | kawaiikouhai wrote:
         | https://blogs.scientificamerican.com/beautiful-minds/the-rol...
         | 
         | This is a far superior summary of the aforementioned study. It
         | also explains how the computer-simulated experiment was
         | conducted
         | 
         | >All agents began the simulation with the same level of success
         | (10 "units"). Every 6 months, individuals were exposed to a
         | certain number of lucky events (in green) and a certain amount
         | of unlucky events (in red). Whenever a person encountered an
         | unlucky event, their success was reduced in half, and whenever
         | a person encountered a lucky event, their success doubled
         | proportional to their talent (to reflect the real-world
         | interaction between talent and opportunity).
         | 
         | The issue with this study I always had was how contrived an
         | unlucky event (halves success) was. Do these parameters
         | actually map to the real-world? If anyone with actual chops in
         | this field could comment on this, it would certainly be very
         | helpful.
        
         | tgflynn wrote:
         | > Why innovation prizes fail? Because past performance isn't
         | indicative of future results.
         | 
         | That's largely true but not very relevant because most
         | innovation prizes are independent of past performance. Your
         | criticism might be applicable to one of the solutions the
         | author proposes (essentially grants to people pursuing ideas,
         | which presumably would be based on past performance) but not to
         | innovation prizes as such.
        
         | guhidalg wrote:
         | I think the challenge with implementing this approach is
         | overcoming people's bias for rewarding success. At the extreme,
         | some will pull socialism/communism arguments out of their ass
         | to justify why it's not a good idea to equally distribute
         | funding and it's superior to give more funding to the [lucky]
         | proven innovators.
         | 
         | I don't have a solution except to run a brainwashing campaign
         | on funding sources to convince them that luck is a thing (maybe
         | put it as "luck needed = 1 - risk") and that multiplying many
         | risky experiments increases the probability that one of them
         | will get lucky.
        
           | TuringTest wrote:
           | _> I think the challenge with implementing this approach is
           | overcoming people 's bias for rewarding success._
           | 
           | Those are not incompatible. You can have your Noble Prices
           | for recognizing and publicising outstanding achievements,
           | without any expectation that they will create any further
           | equivalent outcome.
           | 
           | And at the same time, have a general talent program financing
           | anyone who applies, expecting most of it to be non-refundable
           | losses, but with the expectation that a couple of them here
           | and there will pay off and recoup the cost of the entire
           | program. Isn't this what first-round VC is in essence?
        
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