Analysis · Research paper, read from Europe

MIT's aerospace entrepreneurship paper, read from Europe

The short version. Sixteen MIT students interviewed more than fifty founders, investors, operators and defence acquisition officers, and published 108 pages of argument about entrepreneurship in aerospace. Four things in it are worth a European founder's afternoon. One: government is still roughly 70% of space spending — about $137B in 2025, against just over $58B of private capital — and their formulation of it is the sharpest we have read: private capital sets direction at the margin, public money still sets the scale. Two: the value is moving to layer two and three — lifecycle services, manufacturing software, ground segment, integration — not the rockets. Three: their honest ceiling on AI, which recovers a quarter to a third of the knowledge retiring engineers take with them, and none of the political knowledge. Four: the paper is explicitly written through a US lens, so every instrument it names has to be swapped for its European equivalent before any of it becomes actionable here. The paper is free: mit-aliens.space.

Who wrote it, and why the US lens matters before anything else

MIT ALIENS stands for Aerospace Leaders, Investors, Engineers & Students: sixteen people across MIT AeroAstro, MIT Sloan and Wellesley College, with prior time at SpaceX, Blue Origin, NASA, Boeing, Rocket Lab, Stoke Space and the SETI Institute. The paper came out of Prof. David Mindell's course 16.445, Entrepreneurship in Aerospace and Mobility Systems, and its method is the reason it is worth reading at all: more than fifty primary interviews with people the authors say have cumulatively raised over $1 billion, including acquisition officers in the US Army and Space Force. The authors are blunt that this is not a neutral survey — "we are not neutral observers" — and that Part 4 is opinion they are willing to defend.

They are equally blunt about the boundary, and we are going to hold them to it throughout: the paper is written "primarily through a US lens", the US is 55–60% of the global space economy today, and readers elsewhere "should weigh them against their own national context". Every figure below is in US dollars, as published. We deliberately do not convert any of it into euros, and we do not mix it with the euro figures from ESA's Report on the Space Economy 2026 — two different scopes, two different currencies, and mixing them is how a wrong number gets into a pitch deck.

What travels across the Atlantic unchanged is the analysis. What does not travel at all is the plumbing: SBIR, OTAs, Space Development Agency tranches, FOCI, ITAR. A European founder who reads the paper and starts looking for the European SBIR Phase III will not find one.

The number that should reframe a European funding plan

Private capital deployed over $58 billion across more than 400 companies in 2025, up 72% year-on-year. That is the headline everyone quoted. The paper's own reading of it is more useful in three ways.

First, the rebound follows a slump: private funding peaked around 2021, fell through 2022 and 2023, and is roughly flat since 2018 once the cycle is smoothed. A +72% year is not a new baseline. Second, government still accounts for roughly 70% of total space spending — about $137 billion in 2025. Private investment has grown at about 12% a year since 2009 against government's 4–5%, but in absolute terms both added something like $50–65 billion over the period; private simply started from a far smaller base. Third, and this is the line to keep: private capital now sets direction at the margin; public money still sets the scale.

For a European team that ratio is not a curiosity, it is the shape of your funding plan. Europe's public share of space spending is higher than the US figure, not lower — ESA's own 2026 report puts Europe's public space budget at €13.5B and growing while private investment on the continent contracted. So the sequence that works here is the one the numbers imply: institutional money as the anchor, private round as the follow-on from a de-risked position. If your plan says "raise a seed, then look at grants", the plan is inverted, and the MIT paper's US data says so even more strongly for Europe than for the market it describes.

One more thing worth stealing from their capital chapter: non-dilutive money works as a signal, not only as cash. Stoke Space has raised over $1 billion, and its first capital was a modest SBIR award that de-risked early technology and, just as importantly, demonstrated traction to investors. The European ladder with the same signalling effect runs through ESA Kick-Start, GSTP and InCubed, EIC Pathfinder and Accelerator, the Seal of Excellence, and national agency contracts — see our European funding instrument map for what each one actually pays and at which TRL.

Four drivers, and where a European team can credibly stand

The paper organises the opportunity around four drivers and makes one claim about them that founders under-use: the most interesting companies sit at the intersection of two or more, not inside one.

Driver What the paper claims The European translation
Capital duration The right capital now exists — multi-billion funds with stated 15–20 year horizons — but it is concentrated in a small number of vehicles. Founders who raise elsewhere "inherit a problem the field has partially solved". Fewer such vehicles here, and the long-duration money is disproportionately public: ESA and national programmes, EIB venture debt, EIC. Specialist European space funds exist but the pool is thinner — which raises the value of the non-dilutive anchor.
Dual-use convergence US DoD space spend $94B in 2023 heading for $251B by 2035; Space Force requesting $71B for 2027; Golden Dome $40B allocated against a $542B 20-year lifecycle budget, with an independent estimate as high as $3.6T for full scope. Structurally the same shift, different institutions: EDF and EUDIS, national defence-space lines, EU space security under DG DEFIS. Our own read of the European side is in the defence-driven space security shift.
Lifecycle economics The aftermarket is where the profit pool forms — and the paper is careful about which orbits that is true in. Jurisdiction-neutral. Europe has real positions here already (Astroscale's European operations, ClearSpace, D-Orbit), and ESA's own clean-space and IOS lines are the anchor customer.
AI-driven design and operations Aerospace still runs on "paper binders and verbal handoffs", so integration layers and data infrastructure are a large founder opportunity; the two bottlenecks are compute and the absence of a regulatory landscape. Also jurisdiction-neutral, and the least capital-intensive entry point for a small European team. The regulatory vacuum is the same vacuum; the standards rooms are different ones.

The investor chapter puts the same point more bluntly, and it is the single most useful paragraph in the paper for the kind of company most European space teams actually are: the space economy "is no longer a bet on rockets". The authors tell investors to look at what the standard ecosystem maps under-represent — spectrum management, manufacturing software, MRO and on-orbit servicing, the integration infrastructure between commercial constellations and defence customers, and workforce- and standards-adjacent businesses. "They are the layer-two and layer-three businesses, the ones that benefit from launch costs falling without having to drive that fall themselves."

On-orbit servicing: four regimes, not one market

The servicing chapter is the strongest analytical work in the paper, mostly because it argues against its own thesis. The bull case is the aviation precedent: GE Aerospace's installed base of 70,000 engines drives an aftermarket worth roughly 70% of company revenue, inside an aviation MRO market of about $90B in 2024 that should nearly double by the mid-2030s. The orbital population that could support an analogue went from about 1,400 active satellites in 2015 to more than 11,000 by 2025, with another 18,000 projected by 2030 and an estimate of 43,000 launches by 2035 representing $665B of build-and-launch activity.

Then they take the analogy apart. Aviation's aftermarket dominance rested on three conditions — enormous per-unit cost, ground access for servicing, and mandated inspection cycles — and none of the three transfers cleanly to orbit. What you get instead is four regimes:

Regime Asset Why servicing wins or loses
Always-serviceable High-value GEO Servicing is more valuable when the satellite costs more than ~$242M and the servicer less than ~$140M. About 70% of GEO satellites die of fuel exhaustion, not subsystem failure — the hardware still works.
Government-anchored Medium LEO / MEO Modelling on a classified LEO system found lifecycle cost reductions up to 28% and roughly an order-of-magnitude gain in payload availability.
Replacement-wins Cheap LEO smallsats A ~$1M satellite relaunched at ~$2,700/kg beats any servicer. Here space behaves like consumer electronics, and cheap launch reinforces that.
Emerging-serviceable Constellations above ~10,000 satellites Fleet-level economics start to dominate per-unit economics, and the winning service may be debris removal, fleet rebalancing or controlled deorbit rather than repair.

Two numbers to price before anyone pitches this. A servicer typically has to serve three to five customer satellites before its own cost amortises — a 2010 NASA Goddard finding, and the reason a 2012 refuelling deal collapsed despite a willing customer. And almost nothing now in orbit was designed to be serviced: no standardised docking interfaces, no refuelling ports, no modular subsystems. Serviceability is a design revolution sitting upstream of the service business, which is why standards work (CONFERS in the paper's account) gates the market.

The commercial-timing advice is the part European teams should copy: defence is the bridge market. Commercial operators wait for pricing data, insurance models and repeated demonstrations; defence customers already value manoeuvre, on-orbit logistics and refuelling. So the first viable product "probably won't look like aviation MRO. It will look like manoeuvrability, asset recovery, or mission flexibility, sold to a customer who already values those capabilities."

The honest ceiling on AI

The paper's treatment of AI is unusual because it quantifies what AI cannot do. The problem it addresses is tacit knowledge: much aerospace manufacturing expertise lives with experienced technicians and was never documented — machine-specific parameters, sequencing decisions, informal troubleshooting — and in some cases retirees have been recalled to perform tasks understood by only a few people. Roughly 43% of aerospace-certified businesses have fewer than 25 employees, so the knowledge is spread thin across a base that never consolidated the way the primes did.

Their estimate of what AI recovers, by category:

  • Procedural knowledge — step sequences, parameter settings, vendor-specific quirks, inspection rules of thumb: 30–50%, and only if the capture work happens while the people carrying it are still on the floor.
  • Pattern-recognition judgment — the felt sense that a process is drifting, or that a supplier's delivery commitment is performative: 10–20%, and only in narrow domains where the pattern can be exposed to sensors.
  • Social and institutional knowledge — who decides what, which contracts are flexible, the political map of a customer organisation: essentially none. It transfers human to human or not at all.

In aggregate: a quarter to a third of the problem. AI plus reshoring plus education plausibly covers two-thirds over fifteen to twenty years, and the authors call the remaining third permanent loss. This is one of four claims they say they will defend hardest — that the industrial base is a workforce and tacit-knowledge problem rather than a supply chain problem, and that instruments treating it as the latter will keep underperforming. If you are writing an impact section for a European manufacturing or workforce call, that distinction is a better framing than the one most proposals use.

Five predictions, with the counter-arguments they attached themselves

Part 4 is explicitly the authors' own bets, each "calibrated to be falsifiable", and each published with a where serious people disagree paragraph. Reproducing the bet without the counter-argument would misrepresent the paper, so here are both.

The bet Their own counter-argument
The terrestrial economy moves to space. Space is ~0.5% of world GDP today; above 1% by 2035, and 10× Earth's economy within fifty years as compute, energy generation, heavy industry and resource extraction move off-world. The 10× ratio needs space to grow far faster than it ever has and Earth's economy to shrink in absolute terms — both outside any published forecast. Orbital energy and heavy industry have been promised for fifty years and delivered for none.
Supervised autonomy wins. Not full autonomy and not crews doing the hands-on work: one person supervising three or four robots across an 8–24 minute delay. The unbuilt layer — supervised-autonomy software, human-robot interfaces, overridable stacks — is the founder opportunity. A first lasting Mars presence within fifty years is a strong claim that current trends do not clearly support. Others argue the mixed team is a passing phase that full autonomy erases sooner.
The money runs ahead of the economics. Capital keeps flowing into orbital data centres, tourism, space elevators and on-orbit manufacturing, and most will not show a workable business case on the timeline the funding implies. "It identifies the loudest stories, not the soonest returns." The AI compute crunch may already give orbital data centres a real near-term customer, which is why capital is moving now.
Government buys at venture speed. Defence grants become the cheapest money a young company can raise, because they take no equity — with the April 2026 SBIR reauthorisation's $30M awards matched 1:1 as the template. Defence demand may be more cyclical than structural; budgets get cut, "government buying at venture speed" has been promised before, and grant money comes with strings that bend how a company is built.
Regulation stays fragmented. No global framework this decade, because standards are written by whoever shows up to the working groups, and jurisdictions send people to defend their own industries. The opposite of the single-framework view: the US already dominates space regulation in practice, so the field may be less fragmented than "patchwork" suggests. Safety and telemetry standards are converging.

Prediction four is where a European reader has to be most careful, because it is the most instrument-specific and therefore the least portable. "Defence becomes the founder's cheapest money" is a claim about a market with SBIR, OTAs, SpaceWERX and the Defense Innovation Unit. Europe's version of that sentence is being written right now through EDF, EUDIS and national defence-space budgets, and it is not yet the same sentence. Prediction five, by contrast, is the one that most helps a European company: if fragmentation is permanent, then regulatory geography is a strategic choice, and the paper's own examples make the point that this cuts in Europe's favour — Rocket Lab built in New Zealand, Skyroot in India, ICEYE in Finland, ICON in the UAE, and "each made a strategic bet on geography that the founders defaulting to El Segundo did not."

What we would actually take into a European funding plan

  1. Sequence public first, and say so out loud in the plan. At ~70% of spending in the market the paper describes, and a higher share in ours, institutional money is the anchor rather than the fallback. The corollary is that the anchor has to be chosen deliberately — see the instrument map for which line fits which TRL.
  2. Pick an intersection of two drivers, not one. Their claim is that the disproportionate value over the next decade goes to companies operating across two or more of capital duration, dual-use, lifecycle economics and AI. Pick the intersection your team is genuinely credible in, and let the others shape second-act optionality.
  3. Aim at layer two and three. Manufacturing software, ground segment, spectrum management, servicing, the integration layer between commercial constellations and defence customers. These are also the categories where a small European team can be world-class without a launch budget.
  4. Count your miracles before you choose an instrument. One miracle, two, or three-plus decides whether you should be raising venture money at all — we go through the diagnostic and the European instrument mapping in Feasibility is not viability.
  5. Treat regulation as a design constraint in year one. Standards bodies are upstream of regulators, and the committees are open. Which rooms, and what it costs to skip them, is in Regulation is a design constraint.

And the sentence we would put above a founder's desk, which is the paper's central thesis rather than any of its numbers: in aerospace the decisions that determine whether a company survives are made early, in choices that do not feel architectural at the time. "The successful aerospace founders we interviewed treat year one as strategic and year three as operational, and the inversion is consequential."

FAQ

What is the MIT ALIENS paper on entrepreneurship in aerospace?

A 108-page research paper published in 2026 by MIT ALIENS — Aerospace Leaders, Investors, Engineers & Students — sixteen students across MIT AeroAstro, MIT Sloan and Wellesley College, written out of Prof. David Mindell's course 16.445. It is built on more than fifty primary interviews with founders, investors, operators and defence acquisition officers, and the authors state plainly that it is an argument rather than a neutral survey. The PDF is free at mit-aliens.space.

How much of space spending is still government money?

Roughly 70% of total space spending, about $137 billion in 2025, against just over $58 billion of private capital across 400+ companies. Private has compounded faster — about 12% a year since 2009 versus 4–5% for government — but from a much smaller base, and it is roughly flat since 2018 once the 2021 peak and the 2022–23 slump are smoothed. US-centric figures, in US dollars; Europe's public share is higher still.

Does the MIT paper apply to European space startups?

Its frameworks do; its instruments do not. The paper says it is written primarily through a US lens and that readers elsewhere should weigh its claims against their own national context. The miracle count, the three clocks, demand-first sequencing and regulation-as-design-constraint are jurisdiction-neutral. SBIR, OTAs, SDA tranches, FOCI and ITAR are not — a European founder substitutes ESA procurement, Horizon Europe, EUSPA and CASSINI, EIC instruments and national agency contracts.

When does on-orbit servicing beat replacing a satellite?

In three of four regimes. High-value GEO: servicing is more valuable when the satellite costs more than ~$242M and the servicer less than ~$140M, and about 70% of GEO satellites die of fuel exhaustion rather than failure. Medium LEO/MEO: government-anchored, with modelled lifecycle cost reductions up to 28%. Cheap LEO smallsats: replacement wins outright. Very large constellations: serviceable again at fleet level, where the service may be debris removal or controlled deorbit.

How much tacit engineering knowledge can AI actually recover?

Per the paper: 30–50% of procedural knowledge (step sequences, parameter settings, vendor quirks), and only if captured while the people carrying it are still on the floor; 10–20% of pattern-recognition judgment, only where sensors can see the pattern; and essentially none of the social and institutional knowledge. In aggregate, a quarter to a third of the problem.

Whose claims these are. Every figure and framework above is attributed to MIT ALIENS, Entrepreneurship in Aerospace (2026), and the paper is explicit that it is written primarily through a US lens, that its Part 4 predictions are opinion rather than forecast, and that readers elsewhere should weigh its claims against their own national context. All dollar figures are as published, in US dollars, and are not converted or blended with the euro figures in ESA's Report on the Space Economy 2026. The European translations, instrument mappings and recommendations in this article are ours, not the paper's. VIRA.space is not affiliated with MIT, ESA, EUSPA or the European Commission, and does not provide legal, financial or investment advice.

Sources

  1. MIT ALIENS (Aerospace Leaders, Investors, Engineers & Students) — Entrepreneurship in Aerospace: A Guide for Founders and Investors, 2026, 108 pp. Faculty context: Prof. David Mindell, MIT AeroAstro course 16.445. Primary source for this article. Direct PDF: MIT ALIENS - Entrepreneurship in Aerospace.pdf. Accessed 2026-08-04.
  2. MIT AeroAstro — Department of Aeronautics and Astronautics, institutional context for the authors. Accessed 2026-08-04.
  3. ESA — Report on the Space Economy 2026, used only for the European comparison figures (€13.5B public budget, contracting private investment), which are in euros and are kept separate from the paper's US-dollar figures. Our own read of that report: The Space Economy in 2025, in numbers. Accessed 2026-08-04.
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Tymofiy Badikov
Founder & Space Economy Expert · VIRA.space
MBA with specialised education in the space economy. Background in startups and diverse business ventures. Founded VIRA in September 2024 to help European space teams find and apply for institutional funding.

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