The Book Andrew Gelman and Jeff Cai Should the Democrats Move Left? - - PowerPoint PPT Presentation

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The Book Andrew Gelman and Jeff Cai Should the Democrats Move Left? - - PowerPoint PPT Presentation

The question The theory The data and model Results The Book Andrew Gelman and Jeff Cai Should the Democrats Move Left? The question The theory The data and model Results Should the Democrats move left on economic policy? Andrew Gelman


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SLIDE 1

The question The theory The data and model Results

The Book

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 2

The question The theory The data and model Results

Should the Democrats move left on economic policy?

Andrew Gelman and Jeff Cai Columbia University 6 Aug 2008

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 3

The question The theory The data and model Results

Should the Democrats move left on economic policy?

◮ Paul Krugman: “I read a lot of polls, and they suggest that

the center of public opinion on the issues is, if anything, left

  • f the center of the Democratic Party.”

◮ Harry Truman: “Given a choice between a fake Republican

and a real one, the public will choose the real Republican every time.”

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 4

The question The theory The data and model Results

Should the Democrats move left on economic policy?

◮ Paul Krugman: “I read a lot of polls, and they suggest that

the center of public opinion on the issues is, if anything, left

  • f the center of the Democratic Party.”

◮ Harry Truman: “Given a choice between a fake Republican

and a real one, the public will choose the real Republican every time.”

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-5
SLIDE 5

The question The theory The data and model Results

Should the Democrats move left on economic policy?

◮ Paul Krugman: “I read a lot of polls, and they suggest that

the center of public opinion on the issues is, if anything, left

  • f the center of the Democratic Party.”

◮ Harry Truman: “Given a choice between a fake Republican

and a real one, the public will choose the real Republican every time.”

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 6

The question The theory The data and model Results

Or maybe the Democrats should move to the right?

◮ Bill Clinton’s success with welfare reform and “triangulation” ◮ Over twice as many Americans identify as “conservative” than

“liberal”

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 7

The question The theory The data and model Results

Or maybe the Democrats should move to the right?

◮ Bill Clinton’s success with welfare reform and “triangulation” ◮ Over twice as many Americans identify as “conservative” than

“liberal”

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 8

The question The theory The data and model Results

Or maybe the Democrats should move to the right?

◮ Bill Clinton’s success with welfare reform and “triangulation” ◮ Over twice as many Americans identify as “conservative” than

“liberal”

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 9

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Median voter theorem

−4 −2 2 4 Position on the economy R −4 −2 Position on the economy R D −4 −2 2 4 2 4 Position on the economy R D

◮ Where should the Democrats go to win the most votes?

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 10

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Alternative model: Equilibrium

◮ Politicians are optimizers: they should already be at their

  • ptimal positions

◮ We don’t literally believe this, but . . .

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 11

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Alternative model: Equilibrium

◮ Politicians are optimizers: they should already be at their

  • ptimal positions

◮ We don’t literally believe this, but . . .

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 12

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Alternative model: Equilibrium

◮ Politicians are optimizers: they should already be at their

  • ptimal positions

◮ We don’t literally believe this, but . . .

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 13

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Extending the models: multiple dimensions

R D

conservative

  • n economy

liberal on economy conservative

  • n other issues

liberal on

  • ther issues

R D

conservative

  • n economy

liberal on economy conservative

  • n other issues

liberal on

  • ther issues

◮ Where will the Democrats win the most votes?

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 14

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Extending the model: measurement error

◮ Voters don’t know (or disagree) on where the candidates stand ◮ Something like 30% of voters thought Kerry was more

“conservative” than Bush

◮ It no longer makes sense to be just next to the other party ◮ Return to median voter picture

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 15

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Extending the model: measurement error

◮ Voters don’t know (or disagree) on where the candidates stand ◮ Something like 30% of voters thought Kerry was more

“conservative” than Bush

◮ It no longer makes sense to be just next to the other party ◮ Return to median voter picture

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 16

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Extending the model: measurement error

◮ Voters don’t know (or disagree) on where the candidates stand ◮ Something like 30% of voters thought Kerry was more

“conservative” than Bush

◮ It no longer makes sense to be just next to the other party ◮ Return to median voter picture

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 17

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Extending the model: measurement error

◮ Voters don’t know (or disagree) on where the candidates stand ◮ Something like 30% of voters thought Kerry was more

“conservative” than Bush

◮ It no longer makes sense to be just next to the other party ◮ Return to median voter picture

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 18

The question The theory The data and model Results Median voter theorem Multiple dimensions Measurement error

Extending the model: measurement error

◮ Voters don’t know (or disagree) on where the candidates stand ◮ Something like 30% of voters thought Kerry was more

“conservative” than Bush

◮ It no longer makes sense to be just next to the other party ◮ Return to median voter picture

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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The question The theory The data and model Results Data Model

Data from National Election Study: October, 2004

◮ Scores based on respondent’s placement on 3 economic issues

and 3 social issues

◮ Perception of George W. Bush ◮ Perception of John Kerry ◮ Perception of self Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 20

The question The theory The data and model Results Data Model

Data from National Election Study: October, 2004

◮ Scores based on respondent’s placement on 3 economic issues

and 3 social issues

◮ Perception of George W. Bush ◮ Perception of John Kerry ◮ Perception of self Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 21

The question The theory The data and model Results Data Model

Data from National Election Study: October, 2004

◮ Scores based on respondent’s placement on 3 economic issues

and 3 social issues

◮ Perception of George W. Bush ◮ Perception of John Kerry ◮ Perception of self Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 22

The question The theory The data and model Results Data Model

Data from National Election Study: October, 2004

◮ Scores based on respondent’s placement on 3 economic issues

and 3 social issues

◮ Perception of George W. Bush ◮ Perception of John Kerry ◮ Perception of self Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 23

The question The theory The data and model Results Data Model

Data from National Election Study: October, 2004

◮ Scores based on respondent’s placement on 3 economic issues

and 3 social issues

◮ Perception of George W. Bush ◮ Perception of John Kerry ◮ Perception of self Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 24

The question The theory The data and model Results Data Model

Placements of Bush, Kerry, and self

Perceptions of Bush Bush on economic policies Bush on social policies

−8 −4 4 8 −8 −4 4 8

Perceptions of Kerry Kerry on economic policies Kerry on social policies

−8 −4 4 8 −8 −4 4 8

Respondents’ positions Self on economic policies Self on social policies

−8 −4 4 8 −8 −4 4 8

B K

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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The question The theory The data and model Results Data Model

Predict views of Bush, Kerry

◮ Modeling perceived candidate issue positions given

self-placements

◮ Extreme partisans view Kerry as more liberal and view Bush as

more conservative

◮ Moderates tend to view both candidates as moderates Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 26

The question The theory The data and model Results Data Model

Predict views of Bush, Kerry

◮ Modeling perceived candidate issue positions given

self-placements

◮ Extreme partisans view Kerry as more liberal and view Bush as

more conservative

◮ Moderates tend to view both candidates as moderates Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-27
SLIDE 27

The question The theory The data and model Results Data Model

Predict views of Bush, Kerry

◮ Modeling perceived candidate issue positions given

self-placements

◮ Extreme partisans view Kerry as more liberal and view Bush as

more conservative

◮ Moderates tend to view both candidates as moderates Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 28

The question The theory The data and model Results Data Model

Predict views of Bush, Kerry

◮ Modeling perceived candidate issue positions given

self-placements

◮ Extreme partisans view Kerry as more liberal and view Bush as

more conservative

◮ Moderates tend to view both candidates as moderates Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 29

The question The theory The data and model Results Data Model

Predict vote using perceived ideological distances from Bush, Kerry

◮ Economic and social distances; for voter i:

◮ (dist.E)i = (econBush

i

− econself

i

)2 − (econKerry

i

− econself

i

)2

◮ (dist.S)i = (socBush

i

− socself

i

)2 − (socKerry

i

− socself

i

)2

◮ Predict your vote preference

◮ Separate logistic regressions for self-declared Democrats,

Independents, Republicans

◮ Economic issues matter more than social issues (especially

among Independents)

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 30

The question The theory The data and model Results Data Model

Predict vote using perceived ideological distances from Bush, Kerry

◮ Economic and social distances; for voter i:

◮ (dist.E)i = (econBush

i

− econself

i

)2 − (econKerry

i

− econself

i

)2

◮ (dist.S)i = (socBush

i

− socself

i

)2 − (socKerry

i

− socself

i

)2

◮ Predict your vote preference

◮ Separate logistic regressions for self-declared Democrats,

Independents, Republicans

◮ Economic issues matter more than social issues (especially

among Independents)

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 31

The question The theory The data and model Results Data Model

Predict vote using perceived ideological distances from Bush, Kerry

◮ Economic and social distances; for voter i:

◮ (dist.E)i = (econBush

i

− econself

i

)2 − (econKerry

i

− econself

i

)2

◮ (dist.S)i = (socBush

i

− socself

i

)2 − (socKerry

i

− socself

i

)2

◮ Predict your vote preference

◮ Separate logistic regressions for self-declared Democrats,

Independents, Republicans

◮ Economic issues matter more than social issues (especially

among Independents)

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-32
SLIDE 32

The question The theory The data and model Results Data Model

Predict vote using perceived ideological distances from Bush, Kerry

◮ Economic and social distances; for voter i:

◮ (dist.E)i = (econBush

i

− econself

i

)2 − (econKerry

i

− econself

i

)2

◮ (dist.S)i = (socBush

i

− socself

i

)2 − (socKerry

i

− socself

i

)2

◮ Predict your vote preference

◮ Separate logistic regressions for self-declared Democrats,

Independents, Republicans

◮ Economic issues matter more than social issues (especially

among Independents)

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-33
SLIDE 33

The question The theory The data and model Results Data Model

Predict vote using perceived ideological distances from Bush, Kerry

◮ Economic and social distances; for voter i:

◮ (dist.E)i = (econBush

i

− econself

i

)2 − (econKerry

i

− econself

i

)2

◮ (dist.S)i = (socBush

i

− socself

i

)2 − (socKerry

i

− socself

i

)2

◮ Predict your vote preference

◮ Separate logistic regressions for self-declared Democrats,

Independents, Republicans

◮ Economic issues matter more than social issues (especially

among Independents)

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 34

The question The theory The data and model Results Data Model

Predict vote using perceived ideological distances from Bush, Kerry

◮ Economic and social distances; for voter i:

◮ (dist.E)i = (econBush

i

− econself

i

)2 − (econKerry

i

− econself

i

)2

◮ (dist.S)i = (socBush

i

− socself

i

)2 − (socKerry

i

− socself

i

)2

◮ Predict your vote preference

◮ Separate logistic regressions for self-declared Democrats,

Independents, Republicans

◮ Economic issues matter more than social issues (especially

among Independents)

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-35
SLIDE 35

The question The theory The data and model Results Data Model

Predict vote using perceived ideological distances from Bush, Kerry

◮ Economic and social distances; for voter i:

◮ (dist.E)i = (econBush

i

− econself

i

)2 − (econKerry

i

− econself

i

)2

◮ (dist.S)i = (socBush

i

− socself

i

)2 − (socKerry

i

− socself

i

)2

◮ Predict your vote preference

◮ Separate logistic regressions for self-declared Democrats,

Independents, Republicans

◮ Economic issues matter more than social issues (especially

among Independents)

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 36

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-37
SLIDE 37

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-38
SLIDE 38

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-39
SLIDE 39

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-40
SLIDE 40

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-41
SLIDE 41

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-42
SLIDE 42

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-43
SLIDE 43

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-44
SLIDE 44

The question The theory The data and model Results Data Model

Simulate hypothetical shifts

◮ 4 kinds of shift:

◮ Bush could move on economics or on social policy ◮ Kerry could move on economics or on social policy

◮ For each shift:

◮ Shift the model of the perceived positions of candidates ◮ Run the model of votes given distances ◮ Sum over all the survey respondents ◮ Compare to unadjusted survey data Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 45

The question The theory The data and model Results Results Conclusions Conclusions Extra material

What would happen if . . . ?

Change in Bush vote −2 + 2 −4% +4% Kerry shift on social issues Shift in Kerry’s position on social issues −2 + 2 Bush shift on econ issues Change in Bush vote −2 + 2 −4% +4% Bush shift on social issues Shift in Bush’s position on social issues −2 + 2 Kerry shift on econ issues Shift in Kerry’s position on economy Shift in Bush’s position on economy

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 46

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

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SLIDE 47

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-48
SLIDE 48

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-49
SLIDE 49

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-50
SLIDE 50

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-51
SLIDE 51

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-52
SLIDE 52

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-53
SLIDE 53

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-54
SLIDE 54

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Conclusions

◮ Weaknesses of our study

◮ Data limitations ◮ Extrapolation

◮ Other election years? ◮ Summary: candidates’ economic policies

◮ No, Kerry wouldn’t have gained by moving left ◮ But Bush would’ve gained by moving left

◮ Also evidence from Congress: median voter theorem is not the

whole story

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-55
SLIDE 55

The question The theory The data and model Results Results Conclusions Conclusions Extra material

End — Time for Questions

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-56
SLIDE 56

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-57
SLIDE 57

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-58
SLIDE 58

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-59
SLIDE 59

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-60
SLIDE 60

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-61
SLIDE 61

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-62
SLIDE 62

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-63
SLIDE 63

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-64
SLIDE 64

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Data from National Election Study: October, 2004

◮ Economic issues:

◮ Government spending ◮ Government provide economic environment for job security ◮ Defense spending

◮ Social issues:

◮ Role of women ◮ Gun-control policy ◮ Government aid to African Americans Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-65
SLIDE 65

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Estimated positions of voters, congressmembers

Ideological Position (liberal) (conservative) Entire U.S.

Voters House Senate

Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-66
SLIDE 66

The question The theory The data and model Results Results Conclusions Conclusions Extra material

Voters in red and blue states

Average ideologies of different groups of voters Average score on economic issues Average score on social issues

liberal moderate conservative liberal moderate conservative Poor Middle Rich

Democratic States

Poor Middle Rich

Battleground States

Poor Middle Rich

Republican States Andrew Gelman and Jeff Cai Should the Democrats Move Left?

slide-67
SLIDE 67

The question The theory The data and model Results Results Conclusions Conclusions Extra material

The moderate benefits of moderation in Congress

Decade Estimated benefit from being a moderate 1950s 1960s 1970s 1980s 1990s 2000s 0% 2% 4%

Andrew Gelman and Jeff Cai Should the Democrats Move Left?