TY - JOUR
T1 - Assessing concerns for the economic consequence of the COVID-19 response and mental health problems associated with economic vulnerability and negative economic shock in Italy, Spain, and the United Kingdom
AU - Codagnone, Cristiano
AU - Bogliacino, Francesco
AU - Gomez, Camilo
AU - Charris, Rafael
AU - Montealegre, Felipe
AU - Liva, Giovanni
AU - Lupiañez-Villanueva, Francisco
AU - Folkvord, Frans
AU - Veltri, Giuseppe A.
PY - 2020
Y1 - 2020
N2 - Many different countries have been under lockdown or extreme social distancing measures to control the spread of COVID-19. The potentially far-reaching side effects of these measures have not yet been fully understood. In this study we analyse the results of a multicountry survey conducted in Italy (N = 3, 504), Spain (N = 3, 524) and the United Kingdom (N = 3, 523), with two separate analyses. In the first analysis, we examine the elicitation of citizens' concerns over the downplaying of the economic consequences of the lockdown during the COVID-19 pandemic. We control for Social Desirability Bias through a list experiment included in the survey. In the second analysis, we examine the data from the same survey to predict the level of stress, anxiety and depression associated with being economically vulnerable and having been affected by a negative economic shock. To accomplish this, we have used a prediction algorithm based on machine learning techniques. To quantify the size of this affected population, we compare its magnitude with the number of people affected by COVID-19 using measures of susceptibility, vulnerability and behavioural change collected in the same questionnaire. We find that the concern for the economy and for "the way out"of the lockdown is diffuse and there is evidence of minor underreporting. Additionally, we estimate that around 42.8% of the populations in the three countries are at high risk of stress, anxiety, and depression, based on their level of economic vulnerability and their exposure to a negative economic shock. Copyright:
AB - Many different countries have been under lockdown or extreme social distancing measures to control the spread of COVID-19. The potentially far-reaching side effects of these measures have not yet been fully understood. In this study we analyse the results of a multicountry survey conducted in Italy (N = 3, 504), Spain (N = 3, 524) and the United Kingdom (N = 3, 523), with two separate analyses. In the first analysis, we examine the elicitation of citizens' concerns over the downplaying of the economic consequences of the lockdown during the COVID-19 pandemic. We control for Social Desirability Bias through a list experiment included in the survey. In the second analysis, we examine the data from the same survey to predict the level of stress, anxiety and depression associated with being economically vulnerable and having been affected by a negative economic shock. To accomplish this, we have used a prediction algorithm based on machine learning techniques. To quantify the size of this affected population, we compare its magnitude with the number of people affected by COVID-19 using measures of susceptibility, vulnerability and behavioural change collected in the same questionnaire. We find that the concern for the economy and for "the way out"of the lockdown is diffuse and there is evidence of minor underreporting. Additionally, we estimate that around 42.8% of the populations in the three countries are at high risk of stress, anxiety, and depression, based on their level of economic vulnerability and their exposure to a negative economic shock. Copyright:
KW - COVID19
KW - anxiety
KW - depression
KW - random forest
KW - social desirability bias
KW - stress
KW - vulnerability
KW - COVID19
KW - anxiety
KW - depression
KW - random forest
KW - social desirability bias
KW - stress
KW - vulnerability
UR - http://hdl.handle.net/10807/283836
U2 - 10.1371/journal.pone.0240876
DO - 10.1371/journal.pone.0240876
M3 - Article
SN - 1932-6203
VL - 15
SP - 1
EP - 16
JO - PLoS One
JF - PLoS One
ER -