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Tonights Quantitative Thinking Presentation Theme TBA Later

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Title: Tonights Quantitative Thinking Presentation Theme TBA Later


1
Tonights 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

2
My 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

3
Icebreaker Question
  • In what city was I born? (Hint It is one of the
    ten largest cities in the U.S.)

4
Your Backgrounds . . .
  • Tell me something unusual that is not in your
    capsule bio

5
Which of these subjects are you most likely to
use later in life?
  • Geometry
  • Algebra
  • Statistics
  • Calculus

6
Why 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.

7
mortar brick glue
  • stone
  • wood
  • water
  • oil

8
arachnid spider marsupial
  • lizard
  • kangaroo
  • fish
  • beetle

9
What have we been doing here?
  • Answer Gathering statistics.
  • What is a statistic?
  • A number computed from data.

10
Which 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

11
Terms
  • 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.

12
Fun Chart Who wins thiselection? (5.8 million
votes cast)
13
Fun 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.
14
Who 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

15
Tonights 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!

16
What is the theme?
  • Space aliens are not very bright
  • Correlation does not imply causation
  • Distortion of cause and effect
  • How to lie with statistics

17
Cause 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.

18
Making 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

19
Making 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.

20
Making 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?

21
Making 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?

22
Some 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)

23
Are 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.

24
Of 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.

25
Of 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.

26
On 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

27
If 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

28
How 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.

29
Regarding 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?

30
What 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

31
What 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

32
What 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

33
On 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

34
Q 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
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