Title page 1

Contents 1

Abstract 2

Introduction 4

Natural hazards and job outcomes 6

Results 7

Methods 18

References 23

Supplementary Information 27

Figure 1. Magnitude of global job equivalent loss 8

Figure 2. Country-level 1-in-100-year return-period job equivalent loss compared against annual average loss by hazard (log scale) 9

Figure 3. Job equivalent loss by region 11

Figure 4. Job equivalent losses by income group and intensity 12

Figure 5. Share of job equivalent losses by income quintile in top 10 countries disaggregated by region 13

Figure 6. Job equivalent loss from heat 15

Supplementary Tables 27

Supplementary Table A1. JEL from disasters by country 28

Supplementary Table A2. JEL from heat by country 31

Supplementary Table A3. Share of JEL from disasters by country 34

Supplementary Table A4. JEL from hazards (% Employed Population) 39

Supplementary Table A5. Share JEL by household income categories by country 42

Supplementary Figures 27

Supplementary Figure A1. Regional share of JEL from hazards by income categories 37

Supplementary Figure A2. JEL from 1-in-100-year disasters, top 10 countries 38