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The Doomsday Argument (DA), or Carter catastrophe, is a probabilistic argument that claims to predict the future population of the
human species Humans (''Homo sapiens'') are the most abundant and widespread species of primate, characterized by bipedalism and exceptional cognitive skills due to a large and complex brain. This has enabled the development of advanced tools, culture, an ...
, based on an estimation of the number of humans born to date. The Doomsday argument was originally proposed by the astrophysicist
Brandon Carter Brandon Carter, (born 1942) is an Australian theoretical physicist, best known for his work on the properties of black holes and for being the first to name and employ the anthropic principle in its contemporary form. He is a researcher at the ...
in 1983 leading to the initial name of the Carter catastrophe. The argument was subsequently championed by the
philosopher A philosopher is a person who practices or investigates philosophy. The term ''philosopher'' comes from the grc, φιλόσοφος, , translit=philosophos, meaning 'lover of wisdom'. The coining of the term has been attributed to the Greek th ...
John A. Leslie and has since been independently discovered by J. Richard Gott, and
Holger Bech Nielsen Holger Bech Nielsen (born 25 August 1941) is a Danish theoretical physicist and professor emeritus at the Niels Bohr Institute, at the University of Copenhagen, where he started studying physics in 1961. Work Nielsen has made original contribut ...
. Similar principles of
eschatology Eschatology (; ) concerns expectations of the end of the present age, human history, or of the world itself. The end of the world or end times is predicted by several world religions (both Abrahamic and non-Abrahamic), which teach that neg ...
were proposed earlier by
Heinz von Foerster Heinz von Foerster ( German spelling: Heinz von Förster; November 13, 1911 – October 2, 2002) was an Austrian American scientist combining physics and philosophy, and widely attributed as the originator of Second-order cybernetics. He was tw ...
among others. A more general form was given earlier in the
Lindy effect The Lindy effect (also known as Lindy's Law) is a theorized phenomenon by which the future life expectancy of some non-perishable things, like a technology or an idea, is proportional to their current age. Thus, the Lindy effect proposes the longe ...
, which proposes that for certain phenomena, the future life expectancy is ''proportional to'' (though not necessarily ''equal to'') the current age and is based on a decreasing
mortality rate Mortality rate, or death rate, is a measure of the number of deaths (in general, or due to a specific cause) in a particular population, scaled to the size of that population, per unit of time. Mortality rate is typically expressed in units of de ...
over time. If the total number of humans who were born or will ever be born is denoted by ''N'', then the Copernican principle suggests that anyone human is equally likely (along with the other ''N'' − 1 humans) to find themselves at any position ''n'' of the total population ''N'', so humans assume that our fractional position ''f'' = ''n''/''N'' is uniformly distributed on the interval , 1/nowiki>
prior Prior (or prioress) is an ecclesiastical title for a superior in some religious orders. The word is derived from the Latin for "earlier" or "first". Its earlier generic usage referred to any monastic superior. In abbeys, a prior would be low ...
to learning our absolute position. ''f'' is uniformly distributed on (0, 1) even after learning the absolute position ''n''. That is, for example, there is a 95% chance that ''f'' is in the interval (0.05, 1), that is ''f'' > 0.05. In other words, we could assume that we could be 95% certain that we would be within the last 95% of all the humans ever to be born. If we know our absolute position ''n'', this argument implies a 95%
confidence Confidence is a state of being clear-headed either that a hypothesis or prediction is correct or that a chosen course of action is the best or most effective. Confidence comes from a Latin word 'fidere' which means "to trust"; therefore, having ...
upper bound for ''N'' obtained by rearranging ''n''/''N'' > 0.05 to give ''N'' < 20''n''. If Leslie's figure is used, then 60
billion Billion is a word for a large number, and it has two distinct definitions: *1,000,000,000, i.e. one thousand million, or (ten to the ninth power), as defined on the short scale. This is its only current meaning in English. *1,000,000,000,000, i. ...
humans have been born so far, so it can be estimated that there is a 95% chance that the total number of humans ''N'' will be less than 20 × 60 billion = 1.2 trillion. Assuming that the world population stabilizes at 10 billion and a
life expectancy Life expectancy is a statistical measure of the average time an organism is expected to live, based on the year of its birth, current age, and other demographic factors like sex. The most commonly used measure is life expectancy at birth ...
of 80 years, it can be estimated that the remaining 1140 billion humans will be born in 9120 years. Depending on the projection of the world population in the forthcoming centuries, estimates may vary, but the main point of the argument is that it is unlikely that more than 1.2 trillion humans will ever live.


Aspects

We can assume, for simplicity, that the total number of humans who will ever be born is 60 billion (''N''1), or 6,000 billion (''N''2). If there is no prior knowledge of the position that a currently living individual, ''X'', has in the history of humanity, we may instead compute how many humans were born before ''X'', and arrive at say 59,854,795,447, which would roughly place ''X'' among the first 60 billion humans who have ever lived. It is possible to sum the probabilities for each value of ''N'' and therefore to compute a statistical 'confidence limit' on ''N''. For example, taking the numbers above, it is 99% certain that ''N'' is smaller than 6,000 billion. Note that as remarked above, this argument assumes that the prior probability for ''N'' is flat, or 50% for ''N''1 and 50% for ''N''2 in the absence of any information about ''X''. On the other hand, it is possible to conclude, given ''X'', that ''N''2 is more likely than ''N''1, if a different prior is used for ''N''. More precisely, Bayes theorem tells us that P(''N'', ''X'') = P(''X'', ''N'')P(''N'')/P(''X''), and the conservative application of the Copernican principle tells us only how to calculate P(''X'', ''N''). Taking P(''X'') to be flat, we still have to make an assumption about the prior probability P(''N'') that the total number of humans is ''N''. If we conclude that ''N''2 is much more likely than ''N''1 (for example, because producing a larger population takes more time, increasing the chance that a low probability but cataclysmic natural event will take place in that time), then P(''X'', ''N'') can become more heavily weighted towards the bigger value of ''N''. A further, more detailed discussion, as well as relevant distributions P(''N''), are given below in the Rebuttals section. The Doomsday argument does ''not'' say that humanity cannot or will not exist indefinitely. It does not put any upper limit on the number of humans that will ever exist, nor provide a date for when humanity will become
extinct Extinction is the termination of a kind of organism or of a group of kinds (taxon), usually a species. The moment of extinction is generally considered to be the death of the last individual of the species, although the capacity to breed and ...
. An abbreviated form of the argument ''does'' make these claims, by confusing probability with certainty. However, the actual conclusion for the version used above is that there is a 95% ''chance'' of extinction within 9,120 years, and a 5% chance that some humans will still be alive at the end of that period. (The precise numbers vary among specific Doomsday arguments.)


Variations

This argument has generated a philosophical debate, and no consensus has yet emerged on its solution. The variants described below produce the DA by separate derivations.


Gott's formulation: 'vague prior' total population

Gott specifically proposes the functional form for the
prior distribution In Bayesian statistical inference, a prior probability distribution, often simply called the prior, of an uncertain quantity is the probability distribution that would express one's beliefs about this quantity before some evidence is taken in ...
of the number of people who will ever be born (''N''). Gott's DA used the vague prior distribution: :P(N) = \frac. where * P(N) is the probability prior to discovering ''n'', the total number of humans who have ''yet'' been born. * The constant, ''k'', is chosen to normalize the sum of P(''N''). The value chosen is not important here, just the functional form (this is an
improper prior In Bayesian statistical inference, a prior probability distribution, often simply called the prior, of an uncertain quantity is the probability distribution that would express one's beliefs about this quantity before some evidence is taken into ...
, so no value of ''k'' gives a valid distribution, but
Bayesian inference Bayesian inference is a method of statistical inference in which Bayes' theorem is used to update the probability for a hypothesis as more evidence or information becomes available. Bayesian inference is an important technique in statistics, and ...
is still possible using it.) Since Gott specifies the
prior Prior (or prioress) is an ecclesiastical title for a superior in some religious orders. The word is derived from the Latin for "earlier" or "first". Its earlier generic usage referred to any monastic superior. In abbeys, a prior would be low ...
distribution of total humans, ''P(N)'',
Bayes's theorem In probability theory and statistics, Bayes' theorem (alternatively Bayes' law or Bayes' rule), named after Thomas Bayes, describes the probability of an event, based on prior knowledge of conditions that might be related to the event. For examp ...
and the
principle of indifference The principle of indifference (also called principle of insufficient reason) is a rule for assigning epistemic probabilities. The principle of indifference states that in the absence of any relevant evidence, agents should distribute their cre ...
alone give us ''P(N, n)'', the probability of ''N'' humans being born if ''n'' is a random draw from ''N'': :P(N\mid n) = \frac. This is Bayes's theorem for the
posterior probability The posterior probability is a type of conditional probability that results from updating the prior probability with information summarized by the likelihood via an application of Bayes' rule. From an epistemological perspective, the posterior ...
of the total population ever born of ''N'', conditioned on population born thus far of ''n''. Now, using the indifference principle: :P(n\mid N) = \frac. The unconditioned ''n'' distribution of the current population is identical to the vague prior ''N'' probability density function, so: :P(n) = \frac, giving P (''N'' , ''n'') for each specific ''N'' (through a substitution into the posterior probability equation): :P(N\mid n) = \frac. The easiest way to produce the doomsday estimate with a given
confidence Confidence is a state of being clear-headed either that a hypothesis or prediction is correct or that a chosen course of action is the best or most effective. Confidence comes from a Latin word 'fidere' which means "to trust"; therefore, having ...
(say 95%) is to pretend that ''N'' is a
continuous variable In mathematics and statistics, a quantitative variable may be continuous or discrete if they are typically obtained by ''measuring'' or ''counting'', respectively. If it can take on two particular real values such that it can also take on all ...
(since it is very large) and integrate over the probability density from ''N'' = ''n'' to ''N'' = ''Z''. (This will give a function for the probability that ''N'' ≤ ''Z''): :P(N \leq Z) = \int_^ P(N, n)\,dN = \frac Defining ''Z'' = 20''n'' gives: :P(N \leq 20n) = \frac. This is the simplest
Bayesian Thomas Bayes (/beɪz/; c. 1701 – 1761) was an English statistician, philosopher, and Presbyterian minister. Bayesian () refers either to a range of concepts and approaches that relate to statistical methods based on Bayes' theorem, or a follower ...
derivation of the Doomsday Argument: :The chance that the total number of humans that will ever be born (''N'') is greater than twenty times the total that have been is below 5% The use of a vague prior distribution seems well-motivated as it assumes as little knowledge as possible about ''N'', given that some particular function must be chosen. It is equivalent to the assumption that the probability density of one's fractional position remains uniformly distributed even after learning of one's absolute position (''n''). Gott's 'reference class' in his original 1993 paper was not the number of births, but the number of years 'humans' had existed as a species, which he put at 200,000. Also, Gott tried to give a 95% confidence interval between a ''minimum'' survival time and a maximum. Because of the 2.5% chance that he gives to underestimating the minimum, he has only a 2.5% chance of overestimating the maximum. This equates to 97.5% confidence that extinction occurs before the upper boundary of his confidence interval, which can be used in the integral above with ''Z'' = 40''n'', and ''n'' = 200,000 years: :P(N \leq 40 00000 = \frac This is how Gott produces a 97.5% confidence of extinction within ''N'' ≤ 8,000,000 years. The number he quoted was the likely time remaining, ''N'' − ''n'' = 7.8 million years. This was much higher than the temporal confidence bound produced by counting births, because it applied the principle of indifference to time. (Producing different estimates by sampling different parameters in the same hypothesis is Bertrand's paradox.) Similarly, there is a 97.5% chance that the present lies in the first 97.5% of human history, so there is a 97.5% chance that the total lifespan of humanity will be at least :N \geq 200000 \times \frac \approx 205100~\text; In other words, Gott's argument gives a 95% confidence that humans will go extinct between 5,100 and 7.8 million years in the future. Gott has also tested this formulation against the
Berlin Wall The Berlin Wall (german: Berliner Mauer, ) was a guarded concrete barrier that encircled West Berlin from 1961 to 1989, separating it from East Berlin and East Germany (GDR). Construction of the Berlin Wall was commenced by the governme ...
and
Broadway Broadway may refer to: Theatre * Broadway Theatre (disambiguation) * Broadway theatre, theatrical productions in professional theatres near Broadway, Manhattan, New York City, U.S. ** Broadway (Manhattan), the street ** Broadway Theatre (53rd Stre ...
and off-Broadway plays. Leslie's argument differs from Gott's version in that he does not assume a'' vague prior'' probability distribution for ''N''. Instead he argues that the force of the Doomsday Argument resides purely in the increased probability of an early Doomsday once you take into account your birth position, regardless of your prior probability distribution for ''N''. He calls this the ''probability shift''.
Heinz von Foerster Heinz von Foerster ( German spelling: Heinz von Förster; November 13, 1911 – October 2, 2002) was an Austrian American scientist combining physics and philosophy, and widely attributed as the originator of Second-order cybernetics. He was tw ...
argued that humanity's abilities to construct societies, civilizations and technologies do not result in self inhibition. Rather, societies' success varies directly with population size. Von Foerster found that this model fit some 25 data points from the birth of
Jesus Jesus, likely from he, יֵשׁוּעַ, translit=Yēšūaʿ, label=Hebrew/Aramaic ( AD 30 or 33), also referred to as Jesus Christ or Jesus of Nazareth (among other names and titles), was a first-century Jewish preacher and religious ...
to 1958, with only 7% of the
variance In probability theory and statistics, variance is the expectation of the squared deviation of a random variable from its population mean or sample mean. Variance is a measure of dispersion, meaning it is a measure of how far a set of numbe ...
left unexplained. Several follow-up letters (1961, 1962, …) were published in ''Science'' showing that von Foerster's equation was still on track. The data continued to fit up until 1973. The most remarkable thing about von Foerster's model was it predicted that the human population would reach infinity or a mathematical singularity, on Friday, November 13, 2026. In fact, von Foerster did not imply that the world population on that day could actually become infinite. The real implication was that the world population growth pattern followed for many centuries prior to 1960 was about to come to an end and be transformed into a radically different pattern. Note that this prediction began to be fulfilled just in a few years after the "Doomsday" argument was published.


Reference classes

One of the major areas of Doomsday Argument debate is the reference class from which ''n'' is drawn, and of which ''N'' is the ultimate size. The 'standard' Doomsday Argument
hypothesis A hypothesis (plural hypotheses) is a proposed explanation for a phenomenon. For a hypothesis to be a scientific hypothesis, the scientific method requires that one can test it. Scientists generally base scientific hypotheses on previous obs ...
doesn't spend much time on this point, and simply says that the reference class is the number of 'humans'. Given that you are human, the Copernican principle could be applied to ask if you were born unusually early, but the grouping of 'human' has been widely challenged on
practical Pragmatism is a philosophical tradition that considers words and thought as tools and instruments for prediction, problem solving, and action, and rejects the idea that the function of thought is to describe, represent, or mirror reality. Pr ...
and
philosophical Philosophy (from , ) is the systematized study of general and fundamental questions, such as those about existence, reason, knowledge, values, mind, and language. Such questions are often posed as problems to be studied or resolved. Some s ...
grounds.
Nick Bostrom Nick Bostrom ( ; sv, Niklas Boström ; born 10 March 1973) is a Swedish-born philosopher at the University of Oxford known for his work on existential risk, the anthropic principle, human enhancement ethics, superintelligence risks, and the r ...
has argued that
consciousness Consciousness, at its simplest, is sentience and awareness of internal and external existence. However, the lack of definitions has led to millennia of analyses, explanations and debates by philosophers, theologians, linguisticians, and scient ...
is (part of) the discriminator between what is in and what is out of the reference class, and that
extraterrestrial intelligence Extraterrestrial intelligence (often abbreviated ETI) refers to hypothetical intelligent extraterrestrial life. The question of whether other inhabited worlds might exist has been debated since ancient times. The modern form of the concept emerged ...
might affect the calculation dramatically. The following sub-sections relate to different suggested reference classes, each of which has had the standard Doomsday Argument applied to it.


Sampling only WMD-era humans

The
Doomsday clock The Doomsday Clock is a symbol that represents the likelihood of a man-made global catastrophe, in the opinion of the members of the ''Bulletin of the Atomic Scientists''. Maintained since 1947, the clock is a metaphor for threats to humanity ...
shows the expected time to nuclear doomsday by the judgment of an expert board, rather than a Bayesian model. If the twelve hours of the clock symbolize the lifespan of the human species, its current time of 23:58 implies that we are among the last 1% of people who will ever be born (i.e., that ''n'' > 0.99''N''). J. Richard Gott's temporal version of the Doomsday argument (DA) would require very strong prior evidence to overcome the improbability of being born in such a special time. :If the clock's doomsday estimate is correct, there is less than 1 chance in 100 of seeing it show such a late time in human history, if observed at a random time within that history. The scientists' warning can be reconciled with the DA, however. The Doomsday clock specifically estimates the proximity of atomic self-destruction—which has only been possible for about seventy years. If doomsday requires nuclear weaponry, then the Doomsday Argument 'reference class' is people contemporaneous with nuclear weapons. In this model, the number of people living through, or born after,
Hiroshima is the capital of Hiroshima Prefecture in Japan. , the city had an estimated population of 1,199,391. The gross domestic product (GDP) in Greater Hiroshima, Hiroshima Urban Employment Area, was US$61.3 billion as of 2010. Kazumi Matsui h ...
is ''n'', and the number of people who ever will is ''N''. Applying Gott's DA to these variable definitions gives a 50% chance of doomsday within 50 years. :"In this model, the clock's hands are so close to midnight because a condition of doomsday is living post-1945, a condition which applies now but not to the earlier 11 hours and 53 minutes of the clock's metaphorical human 'day'." If your life is randomly selected from all lives lived under the shadow of the bomb, this simple model gives a 95% chance of doomsday within 1000 years. The scientists' recent use of moving the clock forward to warn of the dangers posed by
global warming In common usage, climate change describes global warming—the ongoing increase in global average temperature—and its effects on Earth's climate system. Climate change in a broader sense also includes previous long-term changes to E ...
muddles this reasoning, however.


SSSA: Sampling from observer-moments

Nick Bostrom Nick Bostrom ( ; sv, Niklas Boström ; born 10 March 1973) is a Swedish-born philosopher at the University of Oxford known for his work on existential risk, the anthropic principle, human enhancement ethics, superintelligence risks, and the r ...
, considering observation selection effects, has produced a Self-Sampling Assumption (SSA): "that you should think of yourself as if you were a random observer from a suitable reference class". If the 'reference class' is the set of humans to ever be born, this gives ''N'' < 20''n'' with 95% confidence (the standard Doomsday argument). However, he has refined this idea to apply to ''observer-moments'' rather than just observers. He has formalized this

as: :The Strong Self-Sampling Assumption (SSSA): Each observer-moment should reason as if it were randomly selected from the class of all observer-moments in its reference class. An application of the principle underlying SSSA (though this application is nowhere expressly articulated by Bostrom), is: If the minute in which you read this article is randomly selected from every minute in every human's lifespan, then (with 95% confidence) this event has occurred after the first 5% of human observer-moments. If the mean lifespan in the future is twice the historic mean lifespan, this implies 95% confidence that ''N'' < 10''n'' (the average future human will account for twice the observer-moments of the average historic human). Therefore, the 95th percentile extinction-time estimate in this version is 4560 years.


Rebuttals


We are in the earliest 5%, ''a priori''

Agreeing with the statistical methods but still disagreeing with the Doomsday argument (DA) implies that: # The current generation of humans are within the first 5% of humans to be born. # This is not purely a coincidence. Therefore, these rebuttals try to give reasons for believing that the currently living humans are some of the earliest beings. For instance, if one is a member of 50,000 people in a collaborative project, the Doomsday Argument implies a 95% chance that there will never be more than a million members of that project. This can be refuted if one's other characteristics are typical of the
early adopter An early adopter or lighthouse customer is an early customer of a given company, product, or technology. The term originates from Everett M. Rogers' '' Diffusion of Innovations'' (1962). History Typically, early adopters are customers who, in a ...
. The mainstream of potential users will prefer to be involved when the project is nearly complete. If one were to enjoy the project's incompleteness, it is already known that he or she is unusual, prior to the discovery of his or her early involvement. If one has measurable attributes that set one apart from the typical long run user, the project DA can be refuted based on the fact that one could expect to be within the first 5% of members, ''a priori''. The analogy to the total-human-population form of the argument is: confidence in a prediction of the
distribution Distribution may refer to: Mathematics *Distribution (mathematics), generalized functions used to formulate solutions of partial differential equations *Probability distribution, the probability of a particular value or value range of a varia ...
of human characteristics that places modern and historic humans outside the mainstream implies that it is already known, before examining ''n,'' that it is likely to be very early in ''N''. This is an argument for changing the reference class. For example, if one is certain that 99% of humans who will ever live will be
cyborg A cyborg ()—a portmanteau of ''cybernetic'' and ''organism''—is a being with both organic and biomechatronic body parts. The term was coined in 1960 by Manfred Clynes and Nathan S. Kline.
s, but that only a negligible fraction of humans who have been born to date are cyborgs, one could be equally certain that at least one hundred times as many people remain to be born as have been.
Robin Hanson Robin Dale Hanson (born August 28, 1959) is an associate professor of economics at George Mason University and a research associate at the Future of Humanity Institute of Oxford University. He is known for his work on idea futures and markets, ...
's paper sums up these criticisms of the DA:


Critique: Human extinction is distant, ''a posteriori''

The
a posteriori ("from the earlier") and ("from the later") are Latin phrases used in philosophy to distinguish types of knowledge, justification, or argument by their reliance on empirical evidence or experience. knowledge is independent from current ex ...
observation that extinction level events are rare could be offered as evidence that the DA's predictions are implausible; typically,
extinction Extinction is the termination of a kind of organism or of a group of kinds (taxon), usually a species. The moment of extinction is generally considered to be the death of the last individual of the species, although the capacity to breed an ...
s of dominant
species In biology, a species is the basic unit of Taxonomy (biology), classification and a taxonomic rank of an organism, as well as a unit of biodiversity. A species is often defined as the largest group of organisms in which any two individuals of ...
happen less often than once in a million years. Therefore, it is argued that
human extinction Human extinction, also known as omnicide, is the hypothetical end of the human species due to either natural causes such as population decline from sub-replacement fertility, an asteroid impact, or large-scale volcanism, or to anthropogenic ...
is unlikely within the next ten millennia. (Another probabilistic argument, drawing a different conclusion than the DA.) In Bayesian terms, this response to the DA says that our knowledge of history (or ability to prevent disaster) produces a prior marginal for ''N'' with a minimum value in the trillions. If ''N'' is distributed uniformly from 1012 to 1013, for example, then the probability of ''N'' < 1,200 billion inferred from ''n'' = 60 billion will be extremely small. This is an equally impeccable Bayesian calculation, rejecting the Copernican principle on the grounds that we must be 'special observers' since there is no likely mechanism for humanity to go extinct within the next hundred thousand years. This response is accused of overlooking the technological threats to humanity's survival, to which earlier life was not subject, and is specifically rejected by most of the DA's academic critics (arguably excepting
Robin Hanson Robin Dale Hanson (born August 28, 1959) is an associate professor of economics at George Mason University and a research associate at the Future of Humanity Institute of Oxford University. He is known for his work on idea futures and markets, ...
).


The prior ''N'' distribution may make ''n'' very uninformative

Robin Hanson Robin Dale Hanson (born August 28, 1959) is an associate professor of economics at George Mason University and a research associate at the Future of Humanity Institute of Oxford University. He is known for his work on idea futures and markets, ...
argues that ''Ns prior may be
exponentially distributed In probability theory and statistics, the exponential distribution is the probability distribution of the time between events in a Poisson point process, i.e., a process in which events occur continuously and independently at a constant average ...
: :N = \frac Here, ''c'' and'' q'' are constants. If ''q'' is large, then our 95% confidence upper bound is on the uniform draw, not the exponential value of ''N''. The simplest way to compare this with Gott's Bayesian argument is to flatten the distribution from the vague prior by having the probability fall off more slowly with ''N'' (than inverse proportionally). This corresponds to the idea that humanity's growth may be exponential in time with doomsday having a vague prior
probability density function In probability theory, a probability density function (PDF), or density of a continuous random variable, is a function whose value at any given sample (or point) in the sample space (the set of possible values taken by the random variable) can ...
in ''time''. This would mean than ''N'', the last birth, would have a distribution looking like the following: :\Pr(N) = \frac, 0 < \alpha < 1. This prior ''N'' distribution is all that is required (with the principle of indifference) to produce the inference of ''N'' from ''n'', and this is done in an identical way to the standard case, as described by Gott (equivalent to \alpha = 1 in this distribution): : \Pr(n) = \int_^ \Pr(n\mid N) \Pr(N) \,dN = \int_^ \frac \,dN = \frac Substituting into the posterior probability equation): :\Pr(N\mid n) = \frac. Integrating the probability of any ''N'' above ''xn'': :\Pr(N > xn) = \int_^ \Pr(N\mid n)\,dN = \frac. For example, if ''x'' = 20, and \alpha = 0.5, this becomes: :\Pr(N > 20n) = \frac \simeq 22.3\%. Therefore, with this prior, the chance of a trillion births is well over 20%, rather than the 5% chance given by the standard DA. If \alpha is reduced further by assuming a flatter prior ''N'' distribution, then the limits on'' N'' given by ''n'' become weaker. An \alpha of one reproduces Gott's calculation with a birth reference class, and \alpha around 0.5 could approximate his temporal confidence interval calculation (if the population were expanding exponentially). As \alpha \to 0 (gets smaller) ''n'' becomes less and less informative about ''N''. In the limit this distribution approaches an (unbounded) uniform distribution, where all values of ''N'' are equally likely. This is Page et al.'s "Assumption 3", which they find few reasons to reject, ''a priori''. (Although all distributions with \alpha \leq 1 are improper priors, this applies to Gott's vague-prior distribution also, and they can all be converted to produce proper integrals by postulating a finite upper population limit.) Since the probability of reaching a population of size 2''N'' is usually thought of as the chance of reaching ''N'' multiplied by the survival probability from ''N'' to 2''N'' it follows that Pr(''N'') must be a monotonically decreasing function of ''N'', but this doesn't necessarily require an inverse proportionality.


Infinite expectation

Another objection to the Doomsday Argument is that the expected total human population is actually
infinite Infinite may refer to: Mathematics *Infinite set, a set that is not a finite set *Infinity, an abstract concept describing something without any limit Music * Infinite (group), a South Korean boy band *''Infinite'' (EP), debut EP of American m ...
. The calculation is as follows: :The total human population N = n/f, where n is the human population to date and f is our fractional position in the total. :We assume that f is uniformly distributed on (0,1]. : The expectation of N is E(N) = \int_^ \, df = n ln (f) ^= n \ln (1) - n \ln (0) = + \infty . For a similar example of counterintuitive infinite expectations, see the
St. Petersburg paradox The St. Petersburg paradox or St. Petersburg lottery is a paradox involving the game of flipping a coin where the expected payoff of the theoretical lottery game approaches infinity but nevertheless seems to be worth only a very small amount to t ...
.


Self-Indication Assumption: The possibility of not existing at all

One objection is that the possibility of a human existing at all depends on how many humans will ever exist (''N''). If this is a high number, then the possibility of their existing is higher than if only a few humans will ever exist. Since they do indeed exist, this is evidence that the number of humans that will ever exist is high. This objection, originally by
Dennis Dieks Dennis Geert Bernardus Johan Dieks (born 1 June 1949, in Amsterdam) is a Dutch physicist and philosopher of physics. Work In 1982 he proved the no-cloning theorem (independently discovered in the same year by William Wootters and Wojciech H. Z ...
(1992), is now known by
Nick Bostrom Nick Bostrom ( ; sv, Niklas Boström ; born 10 March 1973) is a Swedish-born philosopher at the University of Oxford known for his work on existential risk, the anthropic principle, human enhancement ethics, superintelligence risks, and the r ...
's name for it: the "
Self-Indication Assumption ''Anthropic Bias: Observation Selection Effects in Science and Philosophy'' (2002) is a book by philosopher Nick Bostrom. Bostrom investigates how to reason when one suspects that evidence is biased by "observation selection effects", in other w ...
objection". It can be shown that some SIAs prevent any inference of ''N'' from ''n'' (the current population).


Caves' rebuttal

The
Bayesian Thomas Bayes (/beɪz/; c. 1701 – 1761) was an English statistician, philosopher, and Presbyterian minister. Bayesian () refers either to a range of concepts and approaches that relate to statistical methods based on Bayes' theorem, or a follower ...
argument by Carlton M. Caves states that the uniform distribution assumption is incompatible with the Copernican principle, not a consequence of it. Caves gives a number of examples to argue that Gott's rule is implausible. For instance, he says, imagine stumbling into a birthday party, about which you know nothing:
Your friendly enquiry about the age of the celebrant elicits the reply that she is celebrating her (''t''''p'' = ) 50th birthday. According to Gott, you can predict with 95% confidence that the woman will survive between 039 = 1.28 years and 39 times;50= 1,950 years into the future. Since the wide range encompasses reasonable expectations regarding the woman's survival, it might not seem so bad, till one realizes that ott's rulepredicts that with probability 1/2 the woman will survive beyond 100 years old and with probability 1/3 beyond 150. Few of us would want to bet on the woman's survival using Gott's rule. ''(See Caves' online paper below.)''
Although this example exposes a weakness in J. Richard Gott's "Copernicus method" DA (that he does not specify when the "Copernicus method" can be applied) it is not precisely analogous with the modern DA;
epistemological Epistemology (; ), or the theory of knowledge, is the branch of philosophy concerned with knowledge. Epistemology is considered a major subfield of philosophy, along with other major subfields such as ethics, logic, and metaphysics. Episte ...
refinements of Gott's argument by
philosopher A philosopher is a person who practices or investigates philosophy. The term ''philosopher'' comes from the grc, φιλόσοφος, , translit=philosophos, meaning 'lover of wisdom'. The coining of the term has been attributed to the Greek th ...
s such as
Nick Bostrom Nick Bostrom ( ; sv, Niklas Boström ; born 10 March 1973) is a Swedish-born philosopher at the University of Oxford known for his work on existential risk, the anthropic principle, human enhancement ethics, superintelligence risks, and the r ...
specify that: : Knowing the absolute birth rank (''n'') must give no information on the total population (''N''). Careful DA variants specified with this rule aren't shown implausible by Caves' "Old Lady" example above, because the woman's age is given prior to the estimate of her lifespan. Since human age gives an estimate of survival time (via actuarial tables) Caves' Birthday party age-estimate could not fall into the class of DA problems defined with this proviso. To produce a comparable "Birthday party example" of the carefully specified Bayesian DA we would need to completely exclude all prior knowledge of likely human life spans; in principle this could be done (e.g.: hypothetical Amnesia chamber). However, this would remove the modified example from everyday experience. To keep it in the everyday realm the lady's age must be ''hidden'' prior to the survival estimate being made. (Although this is no longer exactly the DA, it is much more comparable to it.) Without knowing the lady’s age, the DA reasoning produces a ''rule'' to convert the birthday (''n'') into a maximum lifespan with 50% confidence (''N''). Gott's Copernicus method rule is simply: Prob (''N'' < 2''n'') = 50%. How accurate would this estimate turn out to be? Western
demographics Demography () is the statistical study of populations, especially human beings. Demographic analysis examines and measures the dimensions and dynamics of populations; it can cover whole societies or groups defined by criteria such as ed ...
are now fairly
uniform A uniform is a variety of clothing worn by members of an organization while participating in that organization's activity. Modern uniforms are most often worn by armed forces and paramilitary organizations such as police, emergency services, se ...
across ages, so a random birthday (''n'') could be (very roughly) approximated by a U(0,''M''] draw where ''M'' is the maximum lifespan in the census. In this 'flat' model, everyone shares the same lifespan so ''N'' = ''M''. If ''n'' happens to be less than (''M'')/2 then Gott's 2''n'' estimate of ''N'' will be under ''M'', its true figure. The other half of the time 2''n'' underestimates ''M'', and in this case (the one Caves highlights in his example) the subject will die before the 2''n'' estimate is reached. In this 'flat demographics' model Gott's 50% confidence figure is proven right 50% of the time.


Self-referencing Doomsday argument rebuttal

Some philosophers have suggested that only people who have contemplated the Doomsday argument (DA) belong in the reference class '
human Humans (''Homo sapiens'') are the most abundant and widespread species of primate, characterized by bipedalism and exceptional cognitive skills due to a large and complex brain. This has enabled the development of advanced tools, culture, ...
'. If that is the appropriate reference class,
Carter Carter(s), or Carter's, Tha Carter, or The Carter(s), may refer to: Geography United States * Carter, Arkansas, an unincorporated community * Carter, Mississippi, an unincorporated community * Carter, Montana, a census-designated place * Car ...
defied his own prediction when he first described the argument (to the
Royal Society The Royal Society, formally The Royal Society of London for Improving Natural Knowledge, is a learned society and the United Kingdom's national academy of sciences. The society fulfils a number of roles: promoting science and its benefits, re ...
). An attendant could have argued thus:
Presently, only one person in the world understands the Doomsday argument, so by its own logic there is a 95% chance that it is a minor problem which will only ever interest twenty people, and I should ignore it.
Jeff Dewynne and Professor Peter Landsberg suggested that this line of reasoning will create a
paradox A paradox is a logically self-contradictory statement or a statement that runs contrary to one's expectation. It is a statement that, despite apparently valid reasoning from true premises, leads to a seemingly self-contradictory or a logically u ...
for the Doomsday argument: If a member of the Royal Society did pass such a comment, it would indicate that they understood the DA sufficiently well that in fact 2 people could be considered to understand it, and thus there would be a 5% chance that 40 or more people would actually be interested. Also, of course, ignoring something because you only expect a small number of people to be interested in it is extremely short sighted—if this approach were to be taken, nothing new would ever be explored, if we assume no ''a priori'' knowledge of the nature of interest and attentional mechanisms. Additionally, it should be considered that because
Carter Carter(s), or Carter's, Tha Carter, or The Carter(s), may refer to: Geography United States * Carter, Arkansas, an unincorporated community * Carter, Mississippi, an unincorporated community * Carter, Montana, a census-designated place * Car ...
did present and describe his argument, in which case the people to whom he explained it did contemplate the DA, as it was inevitable, the conclusion could then be drawn that in the moment of explanation
Carter Carter(s), or Carter's, Tha Carter, or The Carter(s), may refer to: Geography United States * Carter, Arkansas, an unincorporated community * Carter, Mississippi, an unincorporated community * Carter, Montana, a census-designated place * Car ...
created the basis for his own prediction.


Conflation of future duration with total duration

Various authors have argued that the Doomsday argument rests on an incorrect conflation of future duration with total duration. This occurs in the specification of the two time periods as "doom soon" and "doom deferred" which means that both periods are selected to occur ''after'' the observed value of the birth order. A rebuttal in Pisaturo (2009) argues that the Doomsday Argument relies on the equivalent of this equation: : P(H_, D_pX)/P(H_, D_pX) = X)/P(H_, X)\cdot H_X)/P(D_p, H_X), :where: :''X'' = the prior information; :''Dp'' = the data that past duration is ''tp''; :''HFS'' = the hypothesis that the future duration of the phenomenon will be short; :''HFL'' = the hypothesis that the future duration of the phenomenon will be long; :''HTS'' = the hypothesis that the ''total'' duration of the phenomenon will be short—i.e., that ''tt'', the phenomenon’s ''total'' longevity, = ''tTS''; : ''HTL'' = the hypothesis that the ''total'' duration of the phenomenon will be long—i.e., that ''tt'', the phenomenon’s ''total'' longevity, = ''tTL'', with ''tTL'' > ''tTS''. Pisaturo then observes: :Clearly, this is an invalid application of Bayes’ theorem, as it conflates future duration and total duration. Pisaturo takes numerical examples based on two possible corrections to this equation: considering only future durations and considering only total durations. In both cases, he concludes that the Doomsday Argument’s claim, that there is a ‘Bayesian shift’ in favor of the shorter future duration, is fallacious. This argument is also echoed in O'Neill (2014). In this work O'Neill argues that a unidirectional "Bayesian Shift" is an impossibility within the standard formulation of probability theory and is contradictory to the rules of probability. As with Pisaturo, he argues that the doomsday argument conflates future duration with total duration by specification of doom times that occur after the observed birth order. According to O'Neill: :The reason for the hostility to the doomsday argument and its assertion of a "Bayesian shift" is that many people who are familiar with probability theory are implicitly aware of the absurdity of the claim that one can have an automatic unidirectional shift in beliefs regardless of the actual outcome that is observed. This is an example of the "reasoning to a foregone conclusion" that arises in certain kinds of failures of an underlying inferential mechanism. An examination of the inference problem used in the argument shows that this suspicion is indeed correct, and the doomsday argument is invalid. (pp. 216-217)


Confusion over the meaning of confidence intervals

Gelman and Robert assert that the Doomsday argument confuses frequentist
confidence intervals In frequentist statistics, a confidence interval (CI) is a range of estimates for an unknown parameter. A confidence interval is computed at a designated ''confidence level''; the 95% confidence level is most common, but other levels, such as ...
with Bayesian
credible intervals In Bayesian statistics, a credible interval is an interval within which an unobserved parameter value falls with a particular probability. It is an interval in the domain of a posterior probability distribution or a predictive distribution. T ...
. Suppose that every individual knows their number ''n'' and uses it to estimate an upper bound on ''N''. Every individual has a different estimate, and these estimates are constructed so that 95% of them contain the true value of ''N'' and the other 5% do not. This, say Gelman and Robert, is the defining property of a frequentist lower-tailed 95% confidence interval. But, they say, "this does not mean that there is a 95% chance that any particular interval will contain the true value." That is, while 95% of the confidence intervals will contain the true value of ''N'', this is not the same as ''N'' being contained in the confidence interval with 95% probability. The latter is a different property and is the defining characteristic of a Bayesian credible interval. Gelman and Robert conclude,
... the Doomsday argument is the ultimate triumph of the idea, beloved among Bayesian educators, that our students and clients do not really understand Neyman–Pearson confidence intervals and inevitably give them the intuitive Bayesian interpretation.


See also

*
Anthropic principle The anthropic principle, also known as the "observation selection effect", is the hypothesis, first proposed in 1957 by Robert Dicke, that there is a restrictive lower bound on how statistically probable our observations of the universe are, bec ...
*
Global catastrophic risk A global catastrophic risk or a doomsday scenario is a hypothetical future event that could damage human well-being on a global scale, even endangering or destroying modern civilization. An event that could cause human extinction or permanen ...
* Doomsday event *
Fermi paradox The Fermi paradox is the discrepancy between the lack of conclusive evidence of advanced extraterrestrial life and the apparently high a priori likelihood of its existence, and by extension of obtaining such evidence. As a 2015 article put it, ...
*
Mediocrity principle The mediocrity principle is the philosophical notion that "if an item is drawn at random from one of several sets or categories, it's more likely to come from the most numerous category than from any one of the less numerous categories". The pri ...
*
Quantum suicide and immortality Quantum suicide is a thought experiment in quantum mechanics and the philosophy of physics. Purportedly, it can falsify any interpretation of quantum mechanics other than the Everett many-worlds interpretation by means of a variation of the Schr� ...
*
Simulated reality The simulation theory is the hypothesis that reality could be simulated—for example by quantum computer simulation—to a degree indistinguishable from "true" reality. It could contain conscious minds that may or may not know that they live i ...
*
Survival analysis Survival analysis is a branch of statistics for analyzing the expected duration of time until one event occurs, such as death in biological organisms and failure in mechanical systems. This topic is called reliability theory or reliability analysi ...
*
Survivalism Survivalism is a social movement of individuals or groups (called survivalists or preppers) who proactively prepare for emergencies, such as natural disasters, as well as other disasters causing disruption to social order (that is, civil disor ...
*
Technological singularity The technological singularity—or simply the singularity—is a hypothetical future point in time at which technological growth becomes uncontrollable and irreversible, resulting in unforeseeable changes to human civilization. According to the ...


Notes


References

* John A. Leslie, ''The End of the World: The Science and Ethics of Human Extinction'', Routledge, 1998, . * J. R. Gott III, ''Future Prospects Discussed'', Nature, vol. 368, p. 108, 1994. * This argument plays a central role in Stephen Baxter's science fiction book, '' Manifold: Time'', Del Rey Books, 2000, . * The same principle plays a major role in the
Dan Brown Daniel Gerhard Brown (born June 22, 1964) is an American author best known for his thriller novels, including the Robert Langdon novels '' Angels & Demons'' (2000), ''The Da Vinci Code'' (2003), '' The Lost Symbol'' (2009), ''Inferno'' (2013), ...
novel, '' Inferno'', Corgy Books, * Poundstone, William, ''The Doomsday Calculation: How an Equation that Predicts the Future Is Transforming Everything We Know About Life and the Universe''. 2019 Little, Brown Spark
Description

arrow/scrollable preview.
Also summarised in Poundstone's essay
"Math Says Humanity May Have Just 760 Years Left,"
''Wall Street Journal'', updated June 27, 2019.


External links


The Doomsday argument category on PhilPapers







Kopf, Krtouš & Page's early (1994) refutation
based on the
SIA Sia Kate Isobelle Furler ( ; born 18 December 1975) is an Australian singer and songwriter. Born and raised in Adelaide, she started her career as a singer in the acid jazz band Crisp in the mid-1990s. In 1997, when Crisp disbanded, she rel ...
, which they called "Assumption 2".
The Doomsday argument and the number of possible observers by Ken Olum
In 1993 J. Richard Gott used his "Copernicus method" to predict the lifetime of Broadway shows. One part of this paper uses the same reference class as an empirical counter-example to Gott's method.
A Critique of the Doomsday Argument by Robin Hanson

A Third Route to the Doomsday Argument by Paul Franceschi
''Journal of Philosophical Research'', 2009, vol. 34, pp. 263–278
Chambers' Ussherian Corollary Objection

Caves' Bayesian critique of Gott's argument. C. M. Caves, "Predicting future duration from present age: A critical assessment", Contemporary Physics 41, 143-153 (2000).

C.M. Caves, "Predicting future duration from present age: Revisiting a critical assessment of Gott's rule.

"Infinitely Long Afterlives and the Doomsday Argument" by John Leslie
shows that Leslie has recently modified his analysis and conclusion (Philosophy 83 (4) 2008 pp. 519–524): Abstract—A recent book of mine defends three distinct varieties of immortality. One of them is an infinitely lengthy afterlife; however, any hopes of it might seem destroyed by something like Brandon Carter's ‘doomsday argument’ against viewing ourselves as extremely early humans. The apparent difficulty might be overcome in two ways. First, if the world is non-deterministic then anything on the lines of the doomsday argument may prove unable to deliver a strongly pessimistic conclusion. Secondly, anything on those lines may break down when an infinite sequence of experiences is in question.
Mark Greenberg, "Apocalypse Not Just Now" in London Review of Books


A simple webpage applet giving the min & max survival times of anything with 50% and 95% confidence requiring only that you input how old it is. It is designed to use the same mathematics as J. Richard Gott's form of the DA, and was programmed by
sustainable development Sustainable development is an organizing principle for meeting human development goals while also sustaining the ability of natural systems to provide the natural resources and ecosystem services on which the economy and society depend. The des ...
researcher Jerrad Pierce.
PBS Space Time The Doomsday Argument
{{DEFAULTSORT:Doomsday Argument Probabilistic arguments 1983 introductions *