This paper was presented by the author at
the 10th International Castiglioncello Conference “Unilateral
Actions and Military Interventions: The Future of Non-Proliferation,” Sept.
18-21, 2003, Castiglioncello, Italy.
The author is grateful to the Italian Union of Scientists for Disarmament
and Professor Nicola Cufaro Petroni for comments on the paper. It
draws heavily on Bruce G. Blair, The Logic Of Accidental Nuclear War
(Brookings, 1993).
click here for updated version
INTRODUCTION
The severe post-9/11 criticism of the U.S. intelligence system for underestimating
the terrorist threat to America, and for overestimating weapons of mass
destruction in Iraq, would be sharply tempered if critics understood the
laws and limits of reasoning. Uncertain threats tend to be misestimated
initially, and only repeated assessments can close the gap between threat
perception and reality. Even when the strict rules of inductive reasoning
are applied to spy data, ten or twenty successive reviews are typically
needed to ensure that perceptions match reality.
Critics presume that far fewer
assessments should suffice, and accuse users of intelligence with dogmatism if
they did not respond with alacrity to the initial alarm bells warning of rising
threats. This criticism is misplaced because it implies that intelligence
analysts should be able to go beyond the evidence at hand and accurately divine
the intentions of bad actors. Such analysts cannot outperform the laws of
reason. It is one thing to expect perspicacity from them; it is another to
expect them to be psychic.
This is not to
suggest that the process of interpreting intelligence is devoid of subjective
opinion and preexisting beliefs. On the contrary, prior opinions held by
intelligence analysts and users of finished intelligence, including the top
national security decisionmakers, are core elements of reasoned interpretation.
The key to success or failure in interpreting intelligence information lies in
rationally adjusting prior beliefs to make them conform to incoming
intelligence information.
Prior opinion plays a
critical role in every intelligence endeavor associated with current national
security priorities: avoiding accidental nuclear war, detecting weapons of mass
destruction, anticipating terrorist attacks, and preempting America’s enemies.
The initial bias of decisionmakers can be a blessing or a curse, but all that we
can reasonably expect is that it is properly revised as new intelligence
arrives.
A strong argument can
be made that the processing of intelligence followed laws of reason in the cases
of 9/11 and Iraq weapons of mass destruction. Applying a rule of logic known as Baye’s law to these cases shows that the intelligence process produced
conclusions that were not only plausible but reasonable.
AVOIDING
ACCIDENTAL NUCLEAR WAR
An illustration of the dramatic
effect of initial opinion on intelligence interpretation is a hypothetical
situation in which top leaders with their fingers on the nuclear button receive
indications of an incoming nuclear missile attack.
The most dangerous legacy of the
Cold War is the continuing practice of Russia and the United States of keeping
thousands of nuclear weapons on high alert, poised for immediate launch on
warning. The danger is that false indications of an incoming enemy missile
strike could produce a mistaken launch in “retaliation.”
The need to react rapidly under
the time pressures of incoming submarine missiles with flight times as short as
12 minutes and land-based missiles capable of flying half way around the globe
in 30 minutes would be strongly felt from the top to the bottom of the U.S. or Russian nuclear chain of
command. In order to unleash retaliatory forces before they and their command
system are decimated by the incoming missiles, the early warning sensors
(satellite infra-red and ground-based radar sensors) must detect the inbound
missiles within seconds after their firing, and the detection reports must be
evaluated within several minutes after they are received. That is the current
requirement for the warning crews stationed deep inside Cheyenne Mountain,
Colo. Then the president and his top nuclear advisors would convene an
emergency telephone conference to hear urgent briefings from the warning team
and from the duty commander of the war room at Strategic Command, Omaha, which
directs all U.S. sea-, land-, and air-based strategic nuclear forces. The
Stratcom briefing of the president’s retaliatory options and their consequences
has to be accomplished in a mere 30 seconds (a longstanding procedural
requirement), and then the president would have between zero and 12 minutes to
choose one. A launch order authorizing the execution of this option would flow
immediately to the firing crews in underground launch centers, in submarines,
and in bombers, and within three minutes, thousands of nuclear warheads would be
lofted out of silos toward their wartime targets, followed ten minutes later by
many hundreds of nuclear warheads atop submarine missiles ejected from their
underwater tubes.
These
pressure-packed timelines reduce decisionmaking to checklists, and increase both
the likelihood and the consequences of human and technical error in the nuclear
attack warning and command system. Ironically, the risk of false warning of an
incoming missile attack has actually been increasing since the end of the Cold
War as a result of the steady deterioriation of the Russian early warning
network. Both its satellite and ground-based sensors have fallen into
disrepair, and the human organizations that operate the network have been
weakened by economic and social stresses and inadequate training.
There is
an offsetting factor of crucial significance, however. While the risk of false
warning has increased, the danger that Russia or the United States would
actually launch on that false warning has declined dramatically. The reason is
that the leaders of these two countries would presumably heavily discount if not
entirely dismiss reports of an attack, simply because the reports would be so
incredible.
Russia
and the United States are no longer enemies. That either country would
deliberately attack the other is so utterly implausible that a neutral observer
would rightly suppose that their top leaders would rise above the noise, emotion
and time pressure of a reported incoming nuclear strike. These leaders cannot
mechanically tie their actions to any warning and intelligence network, however
highly touted it may be. At their lofty pay grade, what they think of the
warning information would be inevitably and properly weighed by the background
information they bring to it. Their prior opinion about the other side’s good
or ill intentions must be brought to bear on the situation, and that prior
opinion today surely would cause them to disbelieve the warning and delay the
fateful decision long enough to discover that the alarm was indeed false. On
the other hand a continuing stream of attack indications from multiple reliable
warning sensors would compel a rationally calculating leader to believe that in
all likelihood an attack actually is underway. The stream of data would compel
a dramatic revision of the initial disbelief until the harsh reality sank in.
In other
words, the effect of prior beliefs and psychology on the process of nuclear
decisionmaking is very great in the context of launching nuclear missiles on
warning that an attack is underway with missiles in the air. That was true
during the Cold War, and it is true today.
PREEMPTING (PREVENTING)
ENEMY ATTACK
The
psychology of decisionmaking is even more pivotal in a context of launching
counterattacks before the opposing missiles have been fired. Anticipating a
first strike by a nation or group before the strike has actually started
involves a certain amount of conjecture and demands a more careful screening of
more ambiguous intelligence. Human factors effects are thus especially
important today in the context of counterproliferation and homeland defense
under the new national security strategy of the United States announced one year
ago by the Bush administration. This new strategy elevates preemption from the
level of tactics to the level of strategy. It assumes that rogue states and
terrorist groups cannot be reliably deterred, and therefore must be neutralized
before they pose a clear threat of imminent attack. The strategy seeks to
prevent America’s enemies from acquiring weapons of mass destruction in the
first instance, using U.S. military force if necessary, and seeks to disarm them
after they have acquired such weapons, whether or not their use against the
United States is imminent.
Because
this strategy seeks to eliminate incipient threats before they materialize full
blown, preemption is a misnomer, a mischaracterization. The strategy embraces
preventive war as much as preemptive attack. It even covers the case in which
the U.S. would attack a putative adversary
before the adversary realizes it is going to attack the United States – a wag
would say that the idea in this case is that the United States would help the
adversary make up its mind about attacking the United States by attacking the
adversary first.
The new
U.S. strategy is actually not so new. It is reminiscent of U.S. nuclear
thinking in the early days of the Cold War when the United States was trying to
figure out how to deal with the original “rogue” state developing weapons of
mass destruction – the Soviet Union. President Bush’s new strategy is a throw
back to the 1950s and 1960s when the United States was not yet prepared to
accept deterrence as the primary, let alone sole, basis of U.S. security
vis-à-vis the Soviet Union. The United States security establishment considered
and pursued every option under the sun in addition to deterrence – preemption,
preventive war, surgical decapitation strikes, counterforce first strike,
missile defense, bomber defense, civil defense (homeland defense), and even
covert special operations to assassinate key leaders.
In the
end, the U.S. and Russian security establishments realized that they could not
meaningfully protect their countries and citizens from devastating strikes by
the other side. None of the multitude of options being pursued could prevent
either side from destroying the other in a nuclear war. Mutual vulnerability,
despite intermittent attempts to remove it through Star Wars defenses or some
other scheme, was a constant of the Cold War confrontation. But instead of
despairing, both countries discovered salvation in this predicament. They were
forced to rationalize mutual vulnerability as a virtue and learn to live with
mutual deterrence as the centerpiece of national security, and eventually they
rejoiced in this newfound source of security.
In
contrast to this Cold War experience, however, the U.S. security establishment
so far has rejected out of hand the idea of basing U.S. security on deterrence
alone in confronting the far weaker axis of evil countries and terrorists. For
understandable reasons, the United States is pursuing the same old options to
protect itself from the rogue threats – active and passive defense and offense
in line with the mindset of the early Cold War period.
A list
of criticisms of the current U.S. preemptive strategy could run for pages. Its
defects range from its dubious legitimacy under international law, to the bad
example it sets for other countries eager to justify a preemptive or preventive
attack on their neighbors. Already we have seen Russia and France follow in the
U.S. footsteps to declare similar doctrine for themselves, and the list of
emulators will undoubtedly grow.
High on
this list of liabilities is one particular difficulty that is the focus of this
essay: the enormous burden that preemption places on intelligence – not only
intelligence collection and analysis, but its interpretation by those at the top
who, as noted earlier, inevitably filter the intelligence information they
receive through their own presumptions. The buck stops at a level at which
leaders must fuse incoming intelligence with their own prior beliefs. It is
crucial to the shaping of U.S. security policy that this highly subjective
process be understood well. Intuition suggests that human intellectual and
psychological limitations undercut the feasibility and sensibility of a
preemptive strategy.
What is
needed is a rigorous approach to analyzing whether the top leaders can interpret
intelligence with sufficient accuracy and speed to meet the demands of the new
strategy, even assuming that high-quality intelligence information can be
collected and analyzed at lower levels. One such rigorous approach is to apply
a proven formula for estimating the probability of an event – Baye’s formula for
contingent probabilities. This formula (see Figure 1) provides an account of
how the required judgment, or interpretation, might be made in a disciplined,
responsible manner. Baye’s formula shows how well a perfectly rational
individual can perform, providing a measure of the best judgment that can be
expected of leaders in interpreting intelligence.
The interpretive process begins with an initial estimate
– a preexisting belief – of the probability that, say, an adversary possesses
weapons of mass destruction, or that an attack by those weapons is underway.
This initial subjective expectation is then exposed to confirming or contradictory
intelligence or warning reports, and is revised using Baye’s formula.
Positive findings strengthen the decisionmaker’s belief that weapons of
mass destruction exist or that an attack is underway; negative findings
obviously weaken it. The degree to which the initial belief is increased
or decreased depends on the intelligence system’s assumed rate of error
– its rate of detection failure and its rate of false alarms. Baye’s
formula takes both rates of error – known as type I and type II – into account
in re-calculating probabilities.
| Our application of Bayes
theorem is as follows:
Prob (attack|warning) = P(A|W)
Prob (attack|no warning) = P(A|NW)
Prob (warning|attack) = P(W|A) = 1 - prob (type I error)
Prob (warning|no attack) = P(W|NA) --> type II error
Prob (no warning|attack) = P(NW|A) --> type II error
Prob (no warning|no attack) = P(NW|NA) = 1 - prob (type II error)
Prior initial subjective expectation of
an attack: prior (A)
Posterior subjective expectation of an attack after either receiving or
not receiving warning: Post (A)
Formulas:
Given warning is received during
warning report period:
| |
P(W|A)
prior (A) |
|
Post (A|W) =
|
|
| |
P(W|A)
prior (A) + [P(W|NA)(1-prior (A)] |
Given warning is not received
during warning report period:
| |
P(NW|A)
prior (A) |
|
Post (A|NW) =
|
|
| |
P(NW|A)
prior (A) + [P(NW|NA)(1-prior (A)] |
[Figure 1]
|
All
prior and posterior probabilities are strictly subjective in the Bayesian
model. They are opinions that exist in the minds of individuals.
Assessments supplied by intelligence and warning sensors do not objectively
validate the probabilities, but merely enable existing opinion to be revised
logically by the successive application of Baye’s formula. This process
can be considered objective, however, in the sense that as more intelligence
assessments based on real data become available, the subjective probabilities
will eventually converge on reality. People with different initial
beliefs will eventually agree with each other completely, if they are thinking
logically. This consensus will be reached faster if the intelligence
system is not prone to high rates of error.
TWO HYPOTHETICAL CASES:
IRAQ WMD AND 9/11 TERRORIST THREAT
How subjective
probabilities should be revised logically, according to Baye’s formula, are
illustrated below for two hypothetical cases. One case resembles the problem of
overestimating Iraq’s weapons of mass destruction, and the other resembles the
pre- 9/11 intelligence failure in which a terrorist threat was underestimated.
In the
case akin to pre-war Iraq, suppose that the national leader believes that
dictator X is secretly amassing nuclear, biological or chemical weapons, but
that U.S. spies cannot deliver the evidence proving the weapons’ existence.
What should the leader believe then? Should the indictment be thrown out if the
spies cannot produce any smoking guns? How long would a reasonable person cling
to the presumption of the dictator's guilt in the absence of damning evidence?
The
mathematics of rationality (according to Bayes) throws surprising light on this
question. It proves that a leader who continues to strongly believe in the
dictator's guilt is not being dogmatic. On the contrary, it would be irrational
to drop the charges quickly on grounds of insufficient evidence. A rational
person would not mentally exonerate the dictator until mounting evidence based
on multiple intelligence assessments pointed to his innocence.
The
extent to which a rational person should change their mind about guilt and
innocence depends on how reliably accurate the intelligence system normally is.
Let's suppose the track record of the system suggests that it should normally
detect clandestine proliferation in 75 percent of the cases, and also that it
should avoid making false accusations in 75 percent of the cases. Thus, it
misses proliferation in one-fourth of the cases, and mistakenly cries wolf in
one-fourth of the cases. These rates of error seem to be reasonable
approximations of current U.S. intelligence performance in monitoring
clandestine proliferation.
If the leader interpreting the
intelligence reports holds the initial opinion that it is virtually certain that
the dictator is amassing mass-destruction weapons – an opinion that may be
expressed as a subjective expectation or probability of, say, 99.9 percent –
then what new opinion should the leader reach if the intelligence community (or
the head of a UN inspection team) weighs in with a new comprehensive assessment
that finds no reliable evidence of actual production or stockpiling?
Adhering
to the tenets of Baye’s formula, the leader would combine the intelligence
report with the previous opinion to produce a revised expectation. Upon
applying the relevant rule of inductive reasoning, which takes into account the
25 percent error rates, the leader’s personal subjective probability estimate
(the previous opinion) would logically decline from 99.9 percent to 99.7
percent! (see Figure 2). The leader would remain highly suspicious, to put it
mildly, indeed very convinced of the dictator’s deceit.
A leader believing so strongly
in the correctness of that judgment might well order another independent
intelligence review, expecting that it would produce positive findings this
time around. Suppose that this review, much to the leader’s
surprise, repeats the earlier negative findings ‑ no reliable evidence
of weapons proliferation. What new opinion should the leader form
then? A rationally calculating person would undergo another change
of opinion after absorbing the second intelligence report, revising downward
again, this time dropping from 99.7 percent to 99.1 percent. Believe
it or not, a rational leader could receive four negative reviews in a row
from the spy agencies and would still harbor deep suspicion of the dictator
because the leader’s logically revised degree of belief that the dictator
was amassing weapons would only fall to 92.5 percent.

[Figure
2]
This
seemingly dogmatic view is in fact the logically correct one. Why? Because top
leaders do not function in a contextual vacuum. They inevitably depend on their
own presumptions. And in the Iraq case, a very strong initial presumption of
guilt is understandable in view of the regime's history. For many years leading
up to the U.S. invasion of Iraq in 2003 the overwhelming bipartisan expert
consensus of the United States and practically all other nations with modern
intelligence capabilities was that Iraq certainly possessed at least a stockpile
of chemical and biological agents. Nobody seriously challenged that assessment,
and if the rational calculations discussed above bear any resemblance to actual
intelligence assessment during this period and after the war, it is no surprise
that many of the most informed experts to this day (Dec. 10, 2004) still cling
to the belief that Iraq possesses such weapons.
Exhibit “A” is the recent public defense of the
infamous National Intelligence Estimate of October 2002 mounted by the key CIA
official responsible for its conclusion that Iraq had chemical and biological
weapons. As Stuart Cohen, the official in question, puts it in his closing
editorial comment.
“Men and women
from across the intelligence community continue to focus on this issue because
finding and securing weapons and the know-how that supported Iraq’s WMD
programs before they fall into the wrong hands is vital to our national
security. If we eventually are proved wrong – that is, that there
were no weapons of mass destruction and the WMD programs were dormant or
abandoned – the American people will be told the truth; we would have it
no other way.” (The Washington
Post, “Myths About
Intelligence,” Nov. 28, 2003, p. A41).
In the
case of the Sept. 11 attacks, the initial apprehension of attack was as low as
the Iraqi WMD threat estimate was initially high. The terrorist strikes came as
such a total surprise that the furious criticism levied against the intelligence
community seemed wholly deserved, especially after a mosaic of terrorist
warnings contained in neglected FBI field reports came to light. But the
criticism should have been tempered. It was neither realistic nor fair. The
seeming understatement of the risk of foreign terrorism inside of U.S. territory
once again can be characterized as a reasoned view. A logical analyst would not
have transcended the rules of evidence and could not have divined the intentions
of the terrorists.
To illustrate this case, assume
that the top analyst (or leader) initially estimated the risk of an attack
on the United States by a terrorist group to be one-tenth of 1 percent.
Then how much should the expectation of attack have grown after receiving,
say, four successive intelligence reports warning of an imminent attack?
The surprising answer based upon the rules of logic, and assuming the same
error rates used in earlier calculations (25 percent rate of failing to
detect an attack that is actually underway; and 25 percent false alarm rate)
is that the probability would grow from less than 1 percent to less than
10 percent after four alarming reports in a row (see Figure 3). Once
again, this does not suggest dogmatism in the face of discrepant information.
On the contrary, it shows that a belief should not be overridden lightly.
The math shows that a person whose initial expectation of a terrorist attack
is very low will need to be exposed to a stream of alarming evidence – seven
intelligence alarms in a row – before the person logically should estimate
the risk of attack to exceed 50 percent.

[Figure
3]
This slow revision of subjective
opinion eventually converges on objective reality (see Figure 4) which illustrates
a case in which the initial estimate is 50 percent). As more intelligence
data become available and are brought to bear on opinion, the weight of
initial opinion declines, eventually yielding completely to the data ‑
assuming the data are not intentionally twisted or manufactured for political
reasons.

[Figure
4]
How
long does Baye’s formula suggest it should take for this process to iterate
itself to the truth? Unless some momentous event like an actual terrorist
strike or the actual use of the mass-destruction weapons intrude to compress the
iteration time, 10 to 20 successive cycles of judgment are normally necessary
across a fairly wide spectrum of conditions. Over the course of these cycles of
assessment and warning there would be, in the case of an actual attack underway,
occasional failures to detect the attack (reflecting a 25 percent error rate)
which in turn stretches out the period of warning review needed to reach the
proper conclusion. By the same token, in the case of no attack underway,
occasional false warnings (reflecting a 25 percent false alarm error rate) would
stretch out the time needed to realize that no attack was actually being
mounted. A computer simulation was run to capture these statistical risks in
which erroneous warnings would be mixed in with correct warnings (which the
intelligence collection achieves 75 percent of the time).
In short, anything less than
a lengthy series of spy reviews would represent a rush to judgment.
Bayesian calculations in fact show that it is quite possible for the intelligence
findings to be wildly off the mark for 10 or more cycles of assessment before
settling down and converging on the truth (see Figure 5). A run of
bad luck – failures to detect an actual attack, or false alarms if there
is no actual attack – could drive the interpretation perilously close to
a high-confidence wrong judgment. Although it would be unusual to
experience a long run of bad luck, it is probable enough to play it safe
and not preemptively attack or adopt draconian homeland defense measures
after only a few intelligence reports in succession have set alarm bells
ringing loudly.

[Figure
5]
CONCLUSION
This perspective on the intelligence process leads to an exonerating statement
and a cautionary note. The exonerating point is that people who clung to
their belief that Iraq possessed mass-destruction weapons in spite of the
inability of intelligence efforts and inspectors to find them during the run up
to the 2003 invasion, and even people who still believe today that
mass-destruction weapons remain hidden in Iraq, have had a strong ally in
logical reasoning for a lengthy period of time. A case can be made that
their view has been intellectually the most coherent and consistent view of the
threat. However, logical minds open to fresh intelligence reports should
by now harbor serious doubt. The facts on the ground are speaking loudly
for themselves in challenging the presumption used to justify the war with Iraq.
The cautionary note is that Bayesian math points to a fairly
slow learning curve that also challenges the wisdom of making preemption
a cornerstone of U.S. security strategy. The intelligence burden of
this strategy is generally very heavy, too heavy for any leader to consistently
shoulder. In all likelihood, a prudent interpretation of intelligence
would fail to clarify the actual threat, the appropriate targets, and other
contours of a preemptive strike. The strategy is not a feasible or
sensible approach to U.S. national security.
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