Dissolving the Fermi Paradox
Anders Sandberg · Eric Drexler · Toby Ord
preprint (arXiv) · 2018
Treating Drake equation parameters as probability distributions rather than point estimates yields a 52% prior probability that humanity is alone in the Milky Way and a 38% probability that no other intelligent life exists anywhere in the observable universe.
Brief
Sandberg, Drexler, and Ord (2018) recast the Drake equation by replacing single-value parameter estimates with probability distributions calibrated to actual scientific uncertainty, then ran Monte Carlo simulations across two methods: resampling from the SETI literature and direct expert assessment of each factor. The abiogenesis rate parameter alone carries a log-uncertainty of at least 200 orders of magnitude, which dominates the output. Under the authors' scientific-uncertainty model, the median expected number of detectable civilizations in the Milky Way drops to N = 0.32 while the mean remains 27 million, a bimodal distribution whose heavy left tail assigns 52% credence to N < 1 and 38% to N < 10⁻¹⁰ (alone in the observable universe). Conditioning on the Fermi observation (no detected ETI, no Type III Kardashev galaxies in 10⁵ surveyed, no interstellar settlement) pushes the 'alone in the galaxy' posterior as high as 99.6% under a settlement update, dissolving the apparent paradox without invoking speculative suppression mechanisms.
Metadata
- Category
- Search
- Venue
- preprint (arXiv)
- Type
- Preprint
- Year
- 2018
- Authors
- Anders Sandberg, Eric Drexler, Toby Ord
- arXiv
- 1806.02404
- Access
- Open access
- Length
- 249.9 K
- Programs
- Ĝ-survey
- Data sources
- Drake equation literature estimates (dozens of published N calculations spanning 11 orders of magnitude), Ĝ-survey galaxy catalog (10⁵ galaxies)
- Tags
- SETI, Fermi paradox, Drake equation, astrobiology, Bayesian inference, abiogenesis, rare Earth
Key points
- Point estimates in Drake-like equations implicitly assert complete certainty about all parameters; this overconfidence is identified as the sole mechanism generating the apparent paradox.p.3
- Literature resampling across dozens of published Drake estimates (spanning 11 orders of magnitude, from N = 3×10⁻⁴ to 10⁸) yields Pr[N < 1] = 30% (bootstrap CI: 27–52%) and Pr[N < 10⁻¹⁰] = 10% (CI: 0.2–20%).p.5
- The abiogenesis rate parameter λVt carries a log-uncertainty of ≥ 200 orders of magnitude; the Levinthal protein-folding model implies waiting times ≫ 10²⁰⁰ times the present age of the universe for moderate-size protein folding by random search.p.8
- Under the authors' scientific-uncertainty distributions (Table 1), Monte Carlo simulation yields median N = 0.32, Pr[N < 1] = 52%, and Pr[N < 10⁻¹⁰] = 38%; even fixing all other parameters at maximum-optimistic point estimates while retaining uncertainty only in fl produces Pr[N < 1] = 41% and Pr[N < 10⁻¹⁰] = 32%.p.10
- The Ĝ-survey established that no Type III Kardashev civilizations using more than 85% of starlight were found in 10⁵ surveyed galaxies, providing the strongest single empirical constraint incorporated into the Bayesian update.p.12
- Bayesian conditioning on the Fermi observation raises the 'alone in the galaxy' credence from 52% to a range of 53–99.6% depending on update type; the settlement update (no interstellar colonization of our location) produces the extreme end.p.13
- The volume of prebiotic substrate V carries LU[V] ≥ 20 orders of magnitude, since abiotic polymerization may be restricted to thin films with adequate geothermal heating and locally elevated monomer concentrations.p.8
- After a settlement update, Pr[N < 10⁻¹⁰] rises to 85% and the median N collapses to 8.1×10⁻³⁵, while median fl drops to 3×10⁻³⁸ (Table 2).p.14
Verbatim
“The Fermi paradox is the conflict between an expectation of a high ex ante probability of intelligent life elsewhere in the universe and the apparently lifeless universe we in fact observe.”
p.1“The Drake Equation is a wonderful way to organize our ignorance”
p.3“While using point-estimates in the Drake equation frequently generates estimates of N that would produce a Fermi paradox, this is just an artefact of the overconfidence implicit in treating them as having no uncertainty.”
p.10“Note that this conclusion does not mean that we are alone (in our galaxy or observable universe), just that this is very scientifically plausible and should not surprise us. It is a statement about our state of knowledge, rather than a new measurement.”
p.12
Most interesting
- In a nine-parameter toy model, using point estimates produces a galaxy-without-ETI probability of 3.7×10⁻⁴⁴; switching to uniform distributions over the same parameter ranges raises that probability to 21.45%, a discrepancy of more than 42 orders of magnitude caused entirely by the choice of estimation method.
- 64% of raw literature estimates for N exceed 100, each implying a probability below 3.7×10⁻⁴⁴ that the galaxy is empty, meaning the majority of published Drake calculations individually constitute a severe Fermi paradox.
- The authors set the median abiogenesis rate at one event per planet per habitability lifetime, deliberately the most optimistic plausible value, and the result still yields 38% probability of being alone in the observable universe, because the left tail of the distribution extends more than 200 orders of magnitude further.
- Shifting the median abiogenesis rate upward by 10 additional orders of magnitude (to roughly once per year per planet) produces only minor changes to the final probability, because the distribution's extreme left tail dwarfs any such shift.
- The Levinthal protein-folding paradox, if applied to abiogenic processes without an evolved energy funnel, implies exponentially declining transition rates with protein size, implying waiting times for random self-organization that dwarf the age of the universe by hundreds of orders of magnitude.
- The 'settlement update', conditioning solely on the absence of observable interstellar colonization of the Milky Way, is the single most powerful Bayesian constraint, collapsing median N from 0.32 to 8.1×10⁻³⁵ and pushing Pr[alone in galaxy] to 99.6%.