How to Lie with Statistics Chad Orzel Physics and Astronomy 10/5/04.
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Transcript of How to Lie with Statistics Chad Orzel Physics and Astronomy 10/5/04.
How to Lie with StatisticsChad Orzel
Physics and Astronomy
10/5/04
“There are three kinds of lies:Lies, Damned Lies, and Statistics.” --attributed to Benjamin Disraeli
What’s This All About?Statistics are commonly used to deceive
Technically true, but deceptive
Preys on fear of numbers
“Math is hard!” --Barbie
False impression of accuracy
“Figures never lie, but liars figure.”
Need to know how to lie with statistics, to keep from being lied to with statistics.
Ways to Lie to Voters
0) FabricationJust make things up…
Can be very effective:
Lyndon Johnson:
“Make the son of a bitch deny it.”
Swift Boat Veterans for “Truth”
Not what we’re talking about today
Talking about ways to say things that are true, but misleading…
1) Is Male
2) Plans to Vote for Kerry
3) Has two siblings
4) Is 26 years old
5) Made $18,000 last year
All true statements, based on survey results!
Example:
A typical person in this class:
Ways to Lie to Voters
1) Omission Leave Things Out
Previous slide: What does “typical” mean?
Specify what kind of average you’re using:
Mean: Add ‘em up, divide by total number
Median: value in middle (half higher, half lower)
Not the same
Mean and MedianPhysics Data
Height
186 188 190 192 194
# M
easu
rem
ents
0
2
4
6
8
10
Nearly identical for random variables
“Normal Distribution”
“Bell Curve”
Very different for skewed data:
Mean: 190.1Median: 190
Mean affected by extreme values
Diverse populations
Median less sensitive to extremes
Usually better for economic data
Sibling Distribution
Number of Siblings0 2 4 6 8 10
# R
espo
ndan
ts
0
10
20
30
40
50
60
Example 1: Siblings
Most people have 0,1,2
Mean
Median
Few people with huge families
Pull mean up
Limited range
Can’t have < 0 siblings
Age Distribution
Age
20 30 40 50 60
# of
Res
pond
ant
s
0
5
10
15
20
25
30
35
Example 2: Age
Median
Mean
Diverse Population Problem
Students, mostly 19-22
(Much) older faculty
Nobody at mean age
Very bad description
Income Distribution
Income ($1,000's)
0 20 40 60 80 100
Num
ber
of R
espo
ndan
ts
0
20
40
60
80
100
Example 3: IncomeSort of silly, really…
Usually where this lie comes up:
“The average family willsave $2,000 under my taxplan…”
What kind of average?
Remember: The mean includes Bill Gates…
Median
Mean
Campaign Examples
Facts:
1) 25% receive NO cut
(drops mean to $1,217)
2) Median cut: $470
Half of all taxpayers get $470 or less
Fact:
Based on comparison of broad categories
Lost: Manufacturing jobs
Gained: “Service” jobs
Includes burger flippers
Kerry’s $9,000
“We're told that jobs that pay $9,000 less than the jobs that have been lost is the best that we can do.”
(http://www.factcheck.org/article.aspx?docID=228)
Bush Tax Cut
“111 million taxpayers will save, on average, $1,586 off their taxes.”
(http://www.factcheck.org/article.aspx?docID=145)
Ways to Lie to Voters
1) Omission (Continued)
The Fifth Dentist Problem
“Four out of five dentists surveyed…”
How many dentists total?
5 total: not a good sample
“Four out of five cards drawn from this deck were black!”
Leave out the sample size, and you canprove just about anything…
• Ratio of men registered to women registered: 58.6 to 41.4 percent• Estimated eligible voting population in Afghanistan: 9.8 million• Registered voters in Afghanistan, as of August 21: 10.3 million
• Reported number of registration cards a single Afghan has been able to obtain: from 2 to 40• Percent of the estimated eligible male population that is now registered to vote: 120 percent• Number of provinces that are over-registered: 13 (out of 30)• Number of provinces which registered voters exceed the population by 40% or more: 4
(http://www.tcf.org/afghanistanwatch/main.htm#voterregistrationfraud)
Campaign Example
“And that's what people are seeing now is happening in Afghanistan. Ten million citizens have registered to vote. It's a phenomenal statistic. That if given a chance to be free they will show up at the polls. Forty-one percent of those 10 million are women.”
--G.W. Bush, 1st Presidential Debate
Ways to Lie to Voters
2) Exaggeration Make Something of Nothing
Fear of big numbers:
“My opponent wants to spend $2 million on[something]…”
Sounds bad…
$2 million = 1/1,000,000th of the budget
= chump change
Need to put big numbers in context
Example: Guys Rule!
More Survey Data…
Scale axes to blow upsmall differences
Nothing false in graph
Creates false impression
Gender Distribution
Male Female
% o
f R
esp
on
da
nts
44
46
48
50
52
54
56
Example: Guys Rule!
Honest presentation:
Full scale shown
Bars same width, color
Slightly more male students
Not that big a difference
Gender Distribution
Male Female
% o
f R
esp
on
da
nts
0
25
50
75
100
(http://www.pollkatz.homestead.com/)
Example
What does margin of error really mean?
(http://www.washingtonmonthly.com/archives/individual/2004_08/004536.php)
Campaign Example
“In the first national telephone poll using a fresh sample, NEWSWEEK found the race now statistically tied among all registered voters, 47 percent of whom say they would vote for Kerry and 45 percent for George W. Bush in a three-way race.” --MSNBC
(1,013 voters surveyed, Margin of Error +/- 4%)
“According to the first post-debate poll, from Newsweek, John Kerry leads President Bush by a margin of 49% to 46%. Put Nader in the mix and Kerry's margin drops from 3 to 2.”
--Josh Marshall, Talking Points Memo (weblog)
Other Ways to Lie
3) Misdirection True, but Irrelevant
Quote impressive statistics about side issues
Creates false impression of real support
4) False Correlation Post Hoc Fallacy
Homicide rates peak in summer
Ice cream sales peak in summer
Therefore, ice cream leads to murder?
Correlation is not Causation
What to Do?Questions to ask about any statistic:
1) Who created it?
Do they have an agenda?
2) Why was it created?
Research or politics?
3) How was it created?
Methodology
What to Do? (continued)Questions to ask about any statistic:
4) What’s missing?
Is there hidden context?
5) Is it relevant?
Avoid misdirection
6) Does it make sense?
If it sounds ridiculous, it probably is…