Title: Tonights Quantitative Thinking Presentation Theme TBA Later
1Tonights Quantitative Thinking Presentation
(Theme TBA Later)
There are three kinds of lies Lies, d______ed
lies, and statistics. attributed to Mark Twain
- Michael Hansen
- St. Albans School of Public Service
- Washington, DC
- June 29, 2006
2My background . . .
- Math and music (piano, violin, viola)
- M.S., Applied Mathematics, UIUC
- 19861998 U.S. Government contractor, primarily
in the Pentagon - 1998present STA math teacher
3Icebreaker Question
- In what city was I born? (Hint It is one of the
ten largest cities in the U.S.)
4Your Backgrounds . . .
- Tell me something unusual that is not in your
capsule bio
5Which of these subjects are you most likely to
use later in life?
- Geometry
- Algebra
- Statistics
- Calculus
6Why are geometry, algebra, and calculus taught in
high school?
- Goodness only knows.
- Life is cruel.
- Math teachers are greedy and want full
employment. - These subjects provide a chance to teach abstract
reasoning skills.
7mortar brick glue
8arachnid spider marsupial
- lizard
- kangaroo
- fish
- beetle
9What have we been doing here?
- Answer Gathering statistics.
- What is a statistic?
- A number computed from data.
10Which of these are examples of statistics?
- A batting average
- A vote tally for a political candidate
- A census (headcount) for a community
- A person who is injured in a traffic accident
- The statement, Most Americans support our troops
in Iraq - The statement, 51 of the adult voters polled
stated that the war in Iraq has been a mistake - The statement, 51 of adult American voters
think the war in Iraq was a mistake
11Terms
- Data FACTS (plural) one fact is a datum
- Statistic a number computed from data
- Parameter a number that describes a population
- Key idea We use statistics to estimate
parameters. - Bias error in parameter estimation that is
systematic (i.e., tending to one side or the
other) - Sampling error the inevitable result of trying
to estimate parameters with a sample that is
smaller than the entire population - m.o.e. an estimate of sampling error (m.o.e.
shrinks as sample size grows, assuming you have a
random sample) - Note Bias is avoidable. Sampling error is not.
12Fun Chart Who wins thiselection? (5.8 million
votes cast)
13Fun Chart Who wins thiselection? (5.8 million
votes cast)
Statistics Because of errors in the tabulation
process, the m.o.e. for each candidate is at
least several thousand votes, possibly as high as
60,000 votes. The initial tally shows Candidate A
with a lead of 537 votes over candidate B.
14Who do you think won?
- Candidate A, by 537 votes (no recount)
- Candidate A, maintaining a lead even after the
recount - Candidate B, pulling ahead after the recount
- Tie
15Tonights Theme(Try to guess it from these
examples.)
- Space aliens stare at Earth through powerful
telescopes. They observe that most of the people
buying diet soda are a bit overweight, to put it
mildly. Conclusion Diet soda makes people fat. - A teacher enforces discipline in the classroom by
deducting one point for each minor infraction
(burping, tardiness, etc.) and tells a student
who has lost several points, Your actions have
lowered your grade from A minus to B plus. - Terrorists hijack airplanes and crash them into
buildings, killing several thousand Americans.
Spokesmen for the terrorists, as well as a number
of international commentators, say that U.S.
government policies are to blame. - A Roman army unit performs poorly in battle, with
several of the men deserting in fear. After the
battle, the commander decimates the troops (i.e.,
kills every tenth man present). The troops learn
that if they desert, they will be sealing a death
warrant for their friends still in the unit. - A village under Nazi occupation revolts. In
reprisal, the Nazis murder nearly all the
villagers, but they also lay waste to several
neighboring villages. The revolts quickly cease. - A sheriff running for re-election proudly states,
During my four years in office, the violent
crime rate has dropped by 28. Vote for me to
continue the progress!
16What is the theme?
- Space aliens are not very bright
- Correlation does not imply causation
- Distortion of cause and effect
- How to lie with statistics
17Cause and Effect
- A most interesting subject Even babies are
fascinated by it! - All public policy decisions hinge on cause and
effect - Warning Remember the Law of Unintended
Consequences (examples of refrigerator
subsidies, Australian rabbit invasion, AFDC) - Difficulties
- Mathematics has nothing to say on the subject.
- We must turn to the relatively new science of
statistics. - There is only one way to prove cause and effect,
and the conditions are rarely met. - But . . . that does not stop politicians,
journalists, and activists from asserting
cause-and-effect relationships.
18Making it RealIran Group
- What economic statistics or intelligence
statistics can be cited to show whether Iran is
violating the NPT? - What can we infer about Irans timetable for
acquiring a nuclear capability? What
extrapolation, subject to what set(s) of
assumptions, can be made upon these statistics? - What is the strategic effect upon Iran of the
threat of massive nuclear retaliation? What
quantitative evidence can we use, or is any
evaluation simply a gut feeling? - Can economic sanctions or military strikes cause
changes in Iranian policies? Which would be more
effective and under what circumstances? - What would be the macroeconomic effects on the
Iranian economy, other regional economies, and
world commodities markets if Iranian oil supplies
were disrupted? - What is U.S. public opinion toward putting
economic and/or military pressure on Iran, and
how is public opinion likely to shift over time? - Baseline statistics Daily oil consumption of the
U.S., key allies, China, India, and the world
daily oil production of Iran - Oil reserve estimates based on petroleum
engineers statistics
19Making it RealIran Group
- Bottom line for this group Your analysis will
probably be qualitative, not quantitative. - Geopolitical interactions are grounded in
economic and statistical realities, but
predicting how things will play out is
extraordinarily difficult. (Chaos theory?) - Diplomacy, nuance, gamesmanship, alliances,
politics, and p.r. are more important factors. - Mathematicians are of little value in this realm.
- Statisticians may be able to help with polling
and econometric modeling.
20Making it RealEnergy Group
- The science of statistics is probably more useful
for you than for the Iran group - Does CO2 cause global warming?
- Do other greenhouse gases cause global warming?
- What fraction of global warming is caused by
human activities (e.g., burning of fossil fuels)? - Will changing our behaviors cause a reduction or
reversal of global warming? - What government policies on current and
alternative fuels will cause changes in peoples
behavior? - To what degree do U.S. energy policies cause
changes in other countries economies or
behaviors? - A high reliance on oil revenues in a country
appears to be correlated with a low level of
democracy and personal freedom. Is this
correlation evidence of a cause-and-effect
relationship, or can the correlation be explained
by lurking variables?
21Making it RealCause and Effect in the News
- Do mercury-based preservatives in childhood
immunizations cause autism? Many parents whose
children suddenly became autistic shortly after
having an immunization are convinced that this is
so. - Did Vioxx cause heart attacks and strokes? If so,
should Merck be required to pay damages to
patients who suffered a heart attack or stroke
after taking Vioxx? - Does second-hand cigarette smoke cause lung
cancer or other diseases? If so, should smoking
be banned in all indoor locations? - Do American high school classrooms cause boys to
lag behind girls academically? If so, should
curricula and teaching styles be revamped? What
would be the effects of doing that? - Do silicone implants cause lupus and other
autoimmune disorders in women? - Did Zicam cause people to lose their senses of
taste and smell? - Do cell phones cause automobile accidents?
22Some Common Fallacies
- Anecdotal data
- Emotional appeals or ad hominem attacks
- COI, appearance of COI, or accusations of COI
- Post hoc, ergo propter hoc (roughly translated
after this, therefore caused by this) - Similar Correlation confused with causation
- Extrapolation (i.e., assuming trends will
continue) - Overanalyzing time series of uncontrolled systems
(e.g., trying to predict the stock market by
using technical analysis)
23Are there any people who know what theyre doing?
- Yes, a few.
- Everyone should take a course in statistics.
- A statistics course is one of the few courses
where you are unlikely to study any actual
statistics! (You will study the science and
practice of statistics.) Actual statistics are
seen in nearly all other courses history,
biology, sociology, etc.
24Of the 1300 randomly chosen adult American
voters who were polled, 38 were satisfied with
President George W. Bushs performance in office.
The margin of error is plus or minus 3.
- I know exactly what the statement means.
- I know quite well what the statement means.
- I do not know what the statement means.
- I do not even know whether or not I know what the
statement means.
25Of the 1300 randomly chosen adult American
voters who were polled, 38 were satisfied with
President George W. Bushs performance in office.
The margin of error is plus or minus 3.Exactly
what does this statement mean?
- The true parameter is between 35 and 41.
- The true statistic is between 35 and 41.
- The true parameter is probably between 35 and
41. - The true statistic is probably between 35 and
41.
26On the previous slide, why did the correct answer
involve the word probably?
- sampling error
- bias
- lack of randomness in the sample
- sample size was too small for a believable survey
of the entire nation
27If you are making public policy decisions, why
should you take nearly all news reporting (as
opposed to news analysis or commentary) with a
grain of salt?
- sampling error
- the most accurate reporting is usually internal
to the government, not coming from the news media - media bias
- anecdotal data
28How to Talk Back to a StatisticSource Darrell
Huffs classic 1950s book, How to Lie With
Statistics
- Who says so? (Beware of COI.)
- How does he or she know? (What methods were used
to compute the statistic? Many numbers are simply
unknowable in a practical sense.) - Whats missing? (Ask what the m.o.e. is, what
assumptions were used, what time period was used,
and whether there was a control group.) - Did someone change the subject? (Beware of
semiattached data, gee-whiz graphs, and
extrapolation.) - Does it make sense? Modern-day buzzterm FACE
VALIDITY.
29Regarding Face Validity . . .
- Use your common sense and read critically. Even
reputable sources contain errors. - Compute ratios or per capita values. (For any
national budget number, simply take the number of
billions and multiply by 3 or 4. Example A 50
billion program is costing each adult in the
country about 200.) - Excerpt from The Washington Post Magazine on
April 2, 2006 (posted on their website)Adult
education is thriving nationwide, with more than
92 million adults taking college classes. At the
nearly 70 two- and four-year colleges in the
Washington area, an estimated 175,000 adults are
enrolled, 40 percent of them on a part-time
basis. - Which statistic in this excerpt lacks face
validity?
30What is a statistic?
- a number that describes a population
- a fact
- a number computed from data
- a person who is the victim of crime or an accident
31What is a parameter?
- a number that describes a population
- a fact
- a number computed from data
- an adjustable constant, or a boundary condition
for a problem
32What is the only way to establish cause and
effect?
- a careful observational study
- a careful observational study with a sufficiently
large sample size and freedom from bias - an experiment
- a controlled experiment
33On a scale of 1 to 7, please rate how you feel
about this statement I am planning to take a
statistics course sometime within the next three
years. (Mark 7 if you have already taken a
statistics course in high school, e.g., AP
Statistics.)
- Strongly Disagree
- Disagree
- Somewhat Disagree
- Neutral
- Somewhat Agree
- Agree
- Strongly Agree
34Q and A
- Thank you for your time and attention!
- Michael Hansen(e-mail modd at sign modd.net)
- St. Albans School of Public Service
- Washington, DC
- June 29, 2006