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Table A1. Alternative Scaling of Survey Responses

World Values Survey:                  World Values Survey:            Gallup World Poll:

Happiness                              Life satisfaction                  Life satisfaction

Verbal
description

Simple
coding

Standard

-ized

Our
method

Simple
coding

Standard-
ized

Our
method

Simple
coding

Standard

-ized

Our
method

Not at all happy

1

-2.70

-2.41

1

-2.24

-2.27

0

-2.37

-2.65

Not very happy

2

-1.35

-1.32

2

-1.84

-1.73

1

-1.92

-2.06

Quite happy

3

-0.01

-0.05

3

-1.44

-1.41

2

-1.48

-1.65

Very happy

4

1.34

1.33

4

-1.04

-1.12

3

-1.03

-1.20

5

-0.64

-0.72

4

-0.59

-0.75

6

-0.24

-0.33

5

-0.14

-0.17

7

0.16

0.02

6

0.30

0.39

8

0.56

0.48

7

0.75

0.83

9

0.96

0.98

8

1.19

1.36

10

1.36

1.70

9

1.64

1.88

10

2.08

2.46

Simple coding: Coding fives each category a score equal to its ordered rank.

Standardized values: Values take the simple coding, subtract its mean, and divide by the standard deviation

Our method: Our method involves running an ordered probit of well-being on country × wave fixed effects. Estimates shown are the expected
value of a latent happiness index, conditional on being in each category.

Tables—10



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