Accessible Version
Global Real Economic Uncertainty and COVID-19, Accessible Data
Figure 1: Global REU and IP growth
Standard Deviations from Mean (Percent)
Date | REU (Left Axis) | IP growth (Right Axis) |
---|---|---|
12/1/2000 | -0.353339062 | 0.478950848 |
1/1/2001 | -0.020808566 | 0.391368918 |
2/1/2001 | -0.047035097 | 0.389181746 |
3/1/2001 | -0.042858129 | 0.198323216 |
4/1/2001 | 0.012436028 | 0.064646989 |
5/1/2001 | -0.064092657 | 0.098409736 |
6/1/2001 | -0.117015606 | 0.007886883 |
7/1/2001 | -0.111561971 | 0.088888056 |
8/1/2001 | -0.1048364 | 0.057921198 |
9/1/2001 | -0.080369561 | -0.056614554 |
10/1/2001 | -0.018567698 | 0.351228361 |
11/1/2001 | -0.029814233 | 0.290041563 |
12/1/2001 | -0.026186478 | 0.457682991 |
1/1/2002 | 0.03682423 | -0.034947025 |
2/1/2002 | -0.048341658 | -0.023375652 |
3/1/2002 | -0.137249345 | 0.13811484 |
4/1/2002 | -0.125440168 | 0.110116942 |
5/1/2002 | -0.149457398 | 0.097729548 |
6/1/2002 | -0.197350854 | 0.132174663 |
7/1/2002 | -0.210656378 | -0.023299297 |
8/1/2002 | -0.246977383 | 0.090862648 |
9/1/2002 | -0.263905048 | 0.214461109 |
10/1/2002 | -0.249512991 | -0.069291517 |
11/1/2002 | -0.244295161 | -0.146111027 |
12/1/2002 | -0.210546998 | -0.10986934 |
1/1/2003 | -0.116991264 | 0.193987373 |
2/1/2003 | -0.182328646 | 0.099110138 |
3/1/2003 | -0.213048129 | 0.060678833 |
4/1/2003 | -0.209334023 | 0.01622349 |
5/1/2003 | -0.304782337 | 0.040967241 |
6/1/2003 | -0.359968178 | 0.139062687 |
7/1/2003 | -0.361705232 | 0.142637528 |
8/1/2003 | -0.37911444 | 0.159579637 |
9/1/2003 | -0.402581009 | 0.241371942 |
10/1/2003 | -0.380646453 | 0.165747629 |
11/1/2003 | -0.37370979 | 0.260711576 |
12/1/2003 | -0.33405045 | 0.200758448 |
1/1/2004 | -0.249640525 | 0.258120984 |
2/1/2004 | -0.289847769 | 0.448624746 |
3/1/2004 | -0.306252414 | 0.484192542 |
4/1/2004 | -0.292962699 | 0.52804841 |
5/1/2004 | -0.319358441 | 0.554896568 |
6/1/2004 | -0.363606423 | 0.471387875 |
7/1/2004 | -0.361850027 | 0.32382143 |
8/1/2004 | -0.417842877 | 0.408414645 |
9/1/2004 | -0.456030265 | 0.307864276 |
10/1/2004 | -0.46116548 | 0.300332686 |
11/1/2004 | -0.468425193 | 0.232874395 |
12/1/2004 | -0.448166453 | 0.310435512 |
1/1/2005 | -0.383441676 | 0.233416996 |
2/1/2005 | -0.419708514 | 0.251287993 |
3/1/2005 | -0.432598915 | 0.317469472 |
4/1/2005 | -0.420059835 | 0.296259938 |
5/1/2005 | -0.451488516 | 0.278051234 |
6/1/2005 | -0.464663796 | 0.308847289 |
7/1/2005 | -0.449515987 | 0.439138287 |
8/1/2005 | -0.462554326 | 0.404725272 |
9/1/2005 | -0.471649146 | 0.385900242 |
10/1/2005 | -0.451219903 | 0.396440932 |
11/1/2005 | -0.478031971 | 0.426626553 |
12/1/2005 | -0.466018686 | 0.348975515 |
1/1/2006 | -0.427971247 | 0.340215798 |
2/1/2006 | -0.485085356 | 0.436686624 |
3/1/2006 | -0.519049627 | 0.333537788 |
4/1/2006 | -0.49943859 | 0.517673423 |
5/1/2006 | -0.51696665 | 0.490619749 |
6/1/2006 | -0.52511037 | 0.433307145 |
7/1/2006 | -0.506319686 | 0.488013276 |
8/1/2006 | -0.539871165 | 0.370279094 |
9/1/2006 | -0.54380496 | 0.366709242 |
10/1/2006 | -0.523425428 | 0.214086812 |
11/1/2006 | -0.519616275 | 0.339618619 |
12/1/2006 | -0.462883873 | 0.318489685 |
1/1/2007 | -0.38854674 | 0.475111059 |
2/1/2007 | -0.448736617 | 0.316030982 |
3/1/2007 | -0.496386415 | 0.252805721 |
4/1/2007 | -0.465695452 | 0.154273191 |
5/1/2007 | -0.507412334 | 0.155273803 |
6/1/2007 | -0.531817263 | 0.203208416 |
7/1/2007 | -0.501987331 | 0.174737947 |
8/1/2007 | -0.50540822 | 0.169784402 |
9/1/2007 | -0.466748552 | 0.280620922 |
10/1/2007 | -0.376632269 | 0.415020732 |
11/1/2007 | -0.305454956 | 0.302229091 |
12/1/2007 | -0.201576707 | 0.407694057 |
1/1/2008 | -0.036803134 | 0.251089104 |
2/1/2008 | 0.01846994 | -0.702182903 |
3/1/2008 | 0.104828341 | -0.561235604 |
4/1/2008 | 0.267608625 | -0.747017935 |
5/1/2008 | 0.341984776 | -0.749924456 |
6/1/2008 | 0.412224319 | -0.781017593 |
7/1/2008 | 0.586255371 | -0.851256981 |
8/1/2008 | 0.669410147 | -0.86799877 |
9/1/2008 | 0.816519603 | -1.106700348 |
10/1/2008 | 1.073031369 | -0.024906001 |
11/1/2008 | 1.214860429 | -0.37401048 |
12/1/2008 | 1.222071732 | -0.673207387 |
1/1/2009 | 1.177686973 | -1.177831831 |
2/1/2009 | 1.008823086 | -0.279441977 |
3/1/2009 | 0.86215887 | -0.377878642 |
4/1/2009 | 0.763885312 | -0.180369074 |
5/1/2009 | 0.604596017 | -0.103062223 |
6/1/2009 | 0.460548789 | -0.039040524 |
7/1/2009 | 0.364126304 | 0.052033792 |
8/1/2009 | 0.266645255 | 0.246935219 |
9/1/2009 | 0.179211785 | 0.367927955 |
10/1/2009 | 0.116320327 | -0.829333371 |
11/1/2009 | 0.040079896 | -0.515268616 |
12/1/2009 | 0.037501393 | -0.202766731 |
1/1/2010 | 0.077654252 | 0.447951325 |
2/1/2010 | 0.01488217 | 0.699573046 |
3/1/2010 | -0.00814362 | 0.710168179 |
4/1/2010 | 0.027641222 | 0.765172136 |
5/1/2010 | -0.011198113 | 0.730358785 |
6/1/2010 | -0.043940829 | 0.580124602 |
7/1/2010 | -0.036851141 | 0.516722079 |
8/1/2010 | -0.084168124 | 0.422551589 |
9/1/2010 | -0.118945979 | 0.47468323 |
10/1/2010 | -0.102357495 | 0.489152515 |
11/1/2010 | -0.099933692 | 0.556211396 |
12/1/2010 | -0.047431184 | 0.464925843 |
1/1/2011 | 0.010080761 | 0.469332255 |
2/1/2011 | -0.015000552 | 0.15245309 |
3/1/2011 | -0.003294881 | 0.097115329 |
4/1/2011 | 0.015936846 | 0.062341033 |
5/1/2011 | 5.52E-04 | -0.038416778 |
6/1/2011 | -0.020886372 | 0.085033615 |
7/1/2011 | 0.018439753 | 0.166874502 |
8/1/2011 | 0.018104644 | 0.089793369 |
9/1/2011 | -0.002708837 | -0.013936448 |
10/1/2011 | -0.017690617 | 0.394112149 |
11/1/2011 | -0.062609063 | 0.321273652 |
12/1/2011 | -0.055526533 | 0.316660639 |
1/1/2012 | -0.016444145 | -0.0327499 |
2/1/2012 | -0.058074233 | -0.103874915 |
3/1/2012 | -0.105004232 | -0.046406335 |
4/1/2012 | -0.124318683 | -0.080577919 |
5/1/2012 | -0.185948816 | -0.08073569 |
6/1/2012 | -0.251279609 | -0.098216407 |
7/1/2012 | -0.250393312 | -0.122146869 |
8/1/2012 | -0.283581288 | -0.227812056 |
9/1/2012 | -0.282040189 | -0.138291956 |
10/1/2012 | -0.270039235 | -0.15723657 |
11/1/2012 | -0.292075468 | -0.124093771 |
12/1/2012 | -0.297526148 | -0.145601257 |
1/1/2013 | -0.289772568 | -0.083325201 |
2/1/2013 | -0.342428962 | 0.077113317 |
3/1/2013 | -0.368916767 | 0.091848396 |
4/1/2013 | -0.359862335 | 0.056709834 |
5/1/2013 | -0.406093958 | 0.120162064 |
6/1/2013 | -0.437064569 | 0.107306804 |
7/1/2013 | -0.423508306 | 0.075347901 |
8/1/2013 | -0.451610263 | 0.230733265 |
9/1/2013 | -0.464488668 | 0.195653405 |
10/1/2013 | -0.475064538 | 0.085108618 |
11/1/2013 | -0.48897012 | 0.09130002 |
12/1/2013 | -0.471137932 | 0.096015052 |
1/1/2014 | -0.412223556 | 0.211378724 |
2/1/2014 | -0.438483033 | 0.026804416 |
3/1/2014 | -0.455516833 | 0.100605664 |
4/1/2014 | -0.440063726 | 0.053194965 |
5/1/2014 | -0.431041693 | 0.003992542 |
6/1/2014 | -0.464702268 | 0.084956668 |
7/1/2014 | -0.441073063 | 0.054443626 |
8/1/2014 | -0.454360974 | 0.085850375 |
9/1/2014 | -0.485347544 | 0.121215455 |
10/1/2014 | -0.481879924 | 0.121455588 |
11/1/2014 | -0.487959842 | 0.12668246 |
12/1/2014 | -0.439138057 | 0.103407482 |
1/1/2015 | -0.384494643 | 0.233979351 |
2/1/2015 | -0.400556453 | 0.536203893 |
3/1/2015 | -0.427399452 | 0.396238582 |
4/1/2015 | -0.415452017 | 0.42007806 |
5/1/2015 | -0.44363045 | 0.517791926 |
6/1/2015 | -0.450924597 | 0.387647425 |
7/1/2015 | -0.426087571 | 0.454771238 |
8/1/2015 | -0.443493946 | 0.390998075 |
9/1/2015 | -0.451511511 | 0.309805451 |
10/1/2015 | -0.433218516 | 0.279596564 |
11/1/2015 | -0.447804595 | 0.288203109 |
12/1/2015 | -0.429563755 | 0.412317005 |
1/1/2016 | -0.381644056 | 0.035154272 |
2/1/2016 | -0.449169854 | -0.131956212 |
3/1/2016 | -0.493169061 | -0.018956967 |
4/1/2016 | -0.491464943 | -0.0531443 |
5/1/2016 | -0.52112038 | -0.073179056 |
6/1/2016 | -0.527819865 | 0.027508768 |
7/1/2016 | -0.482327006 | -0.051798638 |
8/1/2016 | -0.473422754 | -0.073178983 |
9/1/2016 | -0.466665823 | 0.086638308 |
10/1/2016 | -0.438337024 | 0.067817138 |
11/1/2016 | -0.434361516 | 0.104885967 |
12/1/2016 | -0.41625254 | -0.075883117 |
1/1/2017 | -0.370640591 | 0.248296944 |
2/1/2017 | -0.437214632 | 0.364389937 |
3/1/2017 | -0.492698434 | 0.311605209 |
4/1/2017 | -0.525935954 | 0.38269016 |
5/1/2017 | -0.588501594 | 0.32869078 |
6/1/2017 | -0.625888895 | 0.369531508 |
7/1/2017 | -0.61103921 | 0.475900539 |
8/1/2017 | -0.616166279 | 0.470382304 |
9/1/2017 | -0.589504168 | 0.371916255 |
10/1/2017 | -0.555499393 | 0.304430915 |
11/1/2017 | -0.544090695 | 0.338399118 |
12/1/2017 | -0.503670472 | 0.311426139 |
1/1/2018 | -0.421535345 | 0.282689378 |
2/1/2018 | -0.451367836 | 0.138130742 |
3/1/2018 | -0.456360564 | 0.122418991 |
4/1/2018 | -0.42072437 | 0.131073589 |
5/1/2018 | -0.419715922 | 0.196839853 |
6/1/2018 | -0.426383361 | 0.075207403 |
7/1/2018 | -0.385231004 | 0.085743194 |
8/1/2018 | -0.394434299 | 0.033810262 |
9/1/2018 | -0.386659389 | 0.067581126 |
10/1/2018 | -0.359280642 | 0.114719649 |
11/1/2018 | -0.343903872 | 0.046858652 |
12/1/2018 | -0.305288645 | 0.173489542 |
1/1/2019 | -0.246985004 | 0.069405797 |
2/1/2019 | -0.266270838 | 0.079152155 |
3/1/2019 | -0.267354345 | 0.110786214 |
4/1/2019 | -0.234886423 | 0.128706776 |
5/1/2019 | -0.219736896 | -0.034668036 |
6/1/2019 | -0.170948469 | 0.034087546 |
7/1/2019 | -0.089133222 | -0.056163572 |
8/1/2019 | 0.0094268 | 0.051571368 |
9/1/2019 | 0.153349328 | -0.005996356 |
10/1/2019 | 0.397917723 | 0.057881549 |
11/1/2019 | 0.697240622 | 0.054447315 |
12/1/2019 | 1.16859508 | 0.062029723 |
1/1/2020 | 1.930499723 | 0.02922604 |
2/1/2020 | 3.038285658 | -0.108253393 |
3/1/2020 | 5.058885039 | -1.3371841 |
4/1/2020 | 6.656847918 | -0.808472085 |
5/1/2020 | 5.950909559 | -0.110328312 |
6/1/2020 | 5.047957898 | 0.240239569 |
7/1/2020 | 4.197008599 | 0.356409525 |
8/1/2020 | 3.484924434 | 0.382230199 |
9/1/2020 | 2.941212587 | 0.456512399 |
10/1/2020 | 2.588521374 | 0.296161533 |
11/1/2020 | 2.301313194 | 0.291459385 |
12/1/2020 | 2.104844521 | 0.335310418 |
1/1/2021 | 2.030587408 | 0.421957241 |
2/1/2021 | 1.920121503 | 0.288602128 |
3/1/2021 | 1.936602484 | 0.320005347 |
Note: this figure shows global REU and IP growth from December 2000 to April 2021. Global REU, in the left axis, is computed as the average REU index across all 30 countries in the sample. To facilitate interpretability, global REU is expressed in standard deviations from its historical mean. We standardize REU for each country and then take the average across all countries. Each country's IP growth is computed as the 12-month rolling average of 1-month IP growth series, and global IP is calculated as the average across all 30 countries in the sample.
Figure 2: IP and REU during the 2008 GFC and the COVID-19 pandemic
Largest IP Decline (Percent)
Covid-19 | 2008 GFC | |
---|---|---|
Low REU | -2.63852 | -4.28309 |
Medium REU | -4.09945 | -7.09436 |
High REU | -4.1688 | -8.15187 |
Note: this figure shows the relation between countries' IP declines and REU indexes during the 2008 GFC and the COVID-19 pandemic. In each episode, countries are grouped into low, medium, or high REU bins corresponding to maximum monthly REU indexes falling in the lowest, middle, or highest tercile, respectively, among all countries. IP decline is computed as the maximum 6-month rolling window average IP decline, averaged across all countries in each bin. The time periods covered for the 2008 GFC and COVID-19 pandemic are January 2007 to December 2008 and January 2020 to April 2021, respectively.
Figure 3: Effect of REU on IP growth for different levels of COVID-19 cases and stimulus responses
Panel A: No Stimulus Packages
Case Levels (Percent)
Time Horizon (months) | Mean Cases | Minimum Cases | Maximum Cases |
---|---|---|---|
2 | -7.375566482 | -0.68 | -61.79659406 |
3 | -6.127730259 | -1.186 | -46.29371763 |
4 | -4.821463038 | -1.205 | -34.21578468 |
5 | -3.775941073 | -1.132 | -25.26568215 |
6 | -2.677110239 | -0.798 | -17.95036761 |
Panel B: Maximum COVID Cases
Response level (Percent)
Time Horizon (months) | Mean Response | Minimum Response | Maximum Response |
---|---|---|---|
2 | -29.95647191 | -61.79659406 | -7.085694063 |
3 | -22.43972447 | -46.29371763 | -5.305387627 |
4 | -16.72981596 | -34.21578468 | -4.169634681 |
5 | -12.00766407 | -25.26568215 | -2.484422146 |
6 | -8.763709414 | -17.95036761 | -2.16492761 |
Note: this figure shows how heterogeneity in COVID-19 cases (left panel) and stimulus packages in response to the pandemic (right panel) affect the relation between IP growth and REU during the COVID-19 pandemic. Using the coefficients in table 1, we plot the effect of REU on IP. In the left panel, countries are assumed to have no stimulus packages, and cases vary between the minimum, mean, and maximum number of monthly COVID-19 cases per billion observed. In the right panel, countries are assumed to have the maximum number of COVID-19 cases per billion, and policy response indexes vary between the minimum, mean, and maximum policy responses observed.