Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.03.005
This paper uses a multisector, multiregional general equilibrium input-output model to study the spillovers of global carbon pricing to Germany and Europe. It uses the World Input-Output Database (WIOD) to calibrate the intersectoral trade between seven regions and 56 economic sectors per region as well as EXIOBASE’s sectoral accounts of greenhouse gas emissions to calibrate emission costs. We find that moving from European-only to global carbon prices does neither reduce nor increase the aggregate GDP loss for Germany or Europe as a whole. However, this masks a large degree of heterogeneity across sectors. Sectors that rely on foreign sectors, which are themselves sensitive to the transition, experience large negative spillovers from global carbon pricing. Other sectors, even those with a high emission or trade intensity, tend to benefit from global carbon pricing due to an improvement in international competitiveness.
本文采用多部门、多地区一般均衡投入产出模型,研究全球碳定价对德国和欧洲的溢出效应。它使用世界投入产出数据库(WIOD)来校准七个地区和每个地区 56 个经济部门之间的部门间贸易,并使用 EXIOBASE 的温室气体排放部门账户来校准排放成本。我们发现,从纯欧洲碳价格转向全球碳价格既不会减少也不会增加德国或整个欧洲的 GDP 总量损失。然而,这在很大程度上掩盖了各部门之间的异质性。依赖于外国部门的部门(这些部门本身对转型很敏感)会受到全球碳定价的巨大负面溢出效应的影响。其他部门,即使是排放或贸易强度较高的部门,由于国际竞争力的提高,往往会从全球碳定价中受益。
{"title":"How do carbon prices spill over along global supply chains? The impact on Europe and Germany","authors":"","doi":"10.1016/j.jpolmod.2024.03.005","DOIUrl":"10.1016/j.jpolmod.2024.03.005","url":null,"abstract":"<div><p>This paper uses a multisector, multiregional general equilibrium input-output model to study the spillovers of global carbon pricing to Germany and Europe. It uses the World Input-Output Database (WIOD) to calibrate the intersectoral trade between seven regions and 56 economic sectors per region as well as EXIOBASE’s sectoral accounts of greenhouse gas emissions to calibrate emission costs. We find that moving from European-only to global carbon prices does neither reduce nor increase the aggregate GDP loss for Germany or Europe as a whole. However, this masks a large degree of heterogeneity across sectors. Sectors that rely on foreign sectors, which are themselves sensitive to the transition, experience large negative spillovers from global carbon pricing. Other sectors, even those with a high emission or trade intensity, tend to benefit from global carbon pricing due to an improvement in international competitiveness.</p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0161893824000322/pdfft?md5=5696e171a1e68ab74ba6ef647fc32716&pid=1-s2.0-S0161893824000322-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140576932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.05.011
The recent CAP aims at better targeting beneficiaries and being more selective in its objectives. This has drawn attention to how policies interact with resources used by farms in terms of both economic and environmental costs. Conditional Process Models under Structural Equation Modeling framework may offer statistical indications on these complex interactions. The proposed model, called SMIRNE, is applied to an Italian macro-area at severe risk of land pollution (Pianura Padana) caused by livestock sector. Results show a more substantial support from pillar I policies than those provided by pillar II in addressing a relevant response of policies to the economic and environmental costs of the livestock activities with reference to the use of land.
{"title":"Harmonizing economic and environmental costs in the CAP to improve efficiency and effectiveness of policies","authors":"","doi":"10.1016/j.jpolmod.2024.05.011","DOIUrl":"10.1016/j.jpolmod.2024.05.011","url":null,"abstract":"<div><p>The recent CAP aims at better targeting beneficiaries and being more selective in its objectives. This has drawn attention to how policies interact with resources used by farms in terms of both economic and environmental costs. Conditional Process Models under Structural Equation Modeling framework may offer statistical indications on these complex interactions. The proposed model, called SMIRNE, is applied to an Italian macro-area at severe risk of land pollution (Pianura Padana) caused by livestock sector. Results show a more substantial support from pillar I policies than those provided by pillar II in addressing a relevant response of policies to the economic and environmental costs of the livestock activities with reference to the use of land.</p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0161893824000607/pdfft?md5=a67d7421c0478fc235eed74a45a79685&pid=1-s2.0-S0161893824000607-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141389704","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.06.001
This study, utilising data from the World Bank Enterprise Survey, probes the diverse effects of bribery on the growth of firms in India. The central question we ask is: what motivates certain firms to engage in bribery while others abstain? Employing the endogenous switching regression model, we aim to uncover the intricacies of this heterogeneity. Our findings suggest that bribery can facilitate growth, yet there is substantial heterogeneity in its impact on firms. The impact varies across firm groups: it positively influences those engaging in bribery, while non-bribers would have experienced adverse effects if they had engaged in bribery. Thus, we observe that firms’ decision to dis(engage) in bribery is influenced by the returns they derive from such a decision. This suggests that firms’ decision to (dis)engage in bribery is a conscious, strategic and rational one, driven by choice rather than coercion.
{"title":"Is bribery a conscious, strategic and rational choice? Impact on firms’ growth in India","authors":"","doi":"10.1016/j.jpolmod.2024.06.001","DOIUrl":"10.1016/j.jpolmod.2024.06.001","url":null,"abstract":"<div><p>This study, utilising data from the World Bank Enterprise<span> Survey, probes the diverse effects of bribery on the growth of firms in India. The central question we ask is: what motivates certain firms to engage in bribery while others abstain? Employing the endogenous switching regression model, we aim to uncover the intricacies of this heterogeneity. Our findings suggest that bribery can facilitate growth, yet there is substantial heterogeneity in its impact on firms. The impact varies across firm groups: it positively influences those engaging in bribery, while non-bribers would have experienced adverse effects if they had engaged in bribery. Thus, we observe that firms’ decision to dis(engage) in bribery is influenced by the returns they derive from such a decision. This suggests that firms’ decision to (dis)engage in bribery is a conscious, strategic and rational one, driven by choice rather than coercion.</span></p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141553083","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.02.005
We use representative data from household surveys in the euro area to describe differences in wages, income, consumption, wealth and liquid assets between households born in their country of residence (“natives”) and those born in other EU and non-EU countries (“immigrants”). The differences in wealth and liquid assets are more substantial than the differences in wages, income and consumption: immigrants earn on average about 30% lower wages than natives and hold roughly 60% less net wealth. For all variables, only a small fraction of differences between natives and immigrants—around 30%—can be explained by differences in demographics (age, gender, marital status, education, occupation, sector of employment). Immigrants are more likely to be liquidity constrained: while we classify 17% of natives as “hand-to-mouth” (they hold liquid assets worth less than two weeks of their income), the corresponding share is 20% for households born in another EU country and 29% for those born outside the EU. Employment rates of immigrants are substantially more sensitive to fluctuations in aggregate employment. We discuss the implications of these findings for economic policies, including monetary, fiscal and pre-distribution policies.
{"title":"Immigration and the distribution of income, consumption and wealth in the euro area: Implications for economic policies","authors":"","doi":"10.1016/j.jpolmod.2024.02.005","DOIUrl":"10.1016/j.jpolmod.2024.02.005","url":null,"abstract":"<div><p>We use representative data from household surveys in the euro area to describe differences in wages, income, consumption, wealth<span> and liquid assets between households born in their country of residence (“natives”) and those born in other EU and non-EU countries (“immigrants”). The differences in wealth<span> and liquid assets are more substantial than the differences in wages, income and consumption: immigrants earn on average about 30% lower wages than natives and hold roughly 60% less net wealth. For all variables, only a small fraction of differences between natives and immigrants—around 30%—can be explained by differences in demographics (age, gender, marital status, education, occupation, sector of employment). Immigrants are more likely to be liquidity constrained: while we classify 17% of natives as “hand-to-mouth” (they hold liquid assets worth less than two weeks of their income), the corresponding share is 20% for households born in another EU country and 29% for those born outside the EU. Employment rates of immigrants are substantially more sensitive to fluctuations in aggregate employment. We discuss the implications of these findings for economic policies, including monetary, fiscal and pre-distribution policies.</span></span></p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139921013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.03.003
Studying monetary authority response to macroeconomic imbalances using the interest rate as a proxy variable for monetary policy became ineffective after the financial crisis, when central banks exhausted the effective capacity of interest rates by reaching the zero lower bound (ZLB). In an effort to analyse the unconventional response deployed by central banks, we present and estimate a modified reaction function that uses money supply as the operational instrument of monetary policy for the Federal Reserve and the European Central Bank, and we verify its utility as an explanatory instrument for the behaviour of the two monetary authorities. By applying our strategy, it is feasible to identify both monetary policy reaction with regard to the economic situation as well as other possible monetary authority concerns regarding governments’ fiscal behaviour and the evolution of asset markets, regardless of the monetary policy applied at any given time.
{"title":"Fed and ECB reaction functions during quantitative easing: Three phases of monetary policy, both conventional and unconventional","authors":"","doi":"10.1016/j.jpolmod.2024.03.003","DOIUrl":"10.1016/j.jpolmod.2024.03.003","url":null,"abstract":"<div><p><span>Studying monetary authority response to macroeconomic<span><span> imbalances using the interest rate as a proxy variable for monetary policy became ineffective after the financial crisis, when central banks exhausted the effective capacity of interest rates by reaching the </span>zero lower bound (ZLB). In an effort to analyse the unconventional response deployed by central banks, we present and estimate a modified reaction function that uses money supply as the operational instrument of monetary policy for the Federal Reserve and the </span></span>European Central Bank, and we verify its utility as an explanatory instrument for the behaviour of the two monetary authorities. By applying our strategy, it is feasible to identify both monetary policy reaction with regard to the economic situation as well as other possible monetary authority concerns regarding governments’ fiscal behaviour and the evolution of asset markets, regardless of the monetary policy applied at any given time.</p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140280705","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.05.012
Health care spending has grown significantly in the US, and is a major cause of rising federal deficits. Official projections find that low economic growth and aging of the population will lead to a modest continuation of this situation, but they miss that labor shortages have a particular impact on inefficient sectors, raising the cost of health care. We develop a unified macroeconomic model to address this shortcoming, with key variables—particularly in the health care sector and interest rates—endogenously determined. We find that the current fiscal trajectory of the US is unsustainable, with future deficits and debt well beyond both historical norms and official projections. Policy steps, focusing on reducing health care spending, increasing capital, and fiscal retrenchment, can lead to sustainable fiscal conditions and raise living standards that will otherwise fall.
{"title":"Policy steps in the federal budget and health care to achieve sustainable fiscal conditions in the U.S.","authors":"","doi":"10.1016/j.jpolmod.2024.05.012","DOIUrl":"10.1016/j.jpolmod.2024.05.012","url":null,"abstract":"<div><p>Health care spending has grown significantly in the US, and is a major cause of rising federal deficits. Official projections find that low economic growth and aging of the population will lead to a modest continuation of this situation, but they miss that labor shortages have a particular impact on inefficient sectors, raising the cost of health care. We develop a unified macroeconomic model to address this shortcoming, with key variables—particularly in the health care sector and interest rates—endogenously determined. We find that the current fiscal trajectory of the US is unsustainable, with future deficits and debt well beyond both historical norms and official projections. Policy steps, focusing on reducing health care spending, increasing capital, and fiscal retrenchment, can lead to sustainable fiscal conditions and raise living standards that will otherwise fall.</p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141396961","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.05.002
We propose a methodology to map structural reforms from granular data to an aggregate model, exploring their transmission mechanisms and their macroeconomic and social impacts. The study focuses on the rich case of the reforms associated with the Italian Recovery and Resilience Plan. We document a significant potential impact on medium- and long-term GDP and find that the labour market and education measures are the main drivers of the impact on GDP and employment. We also examine the distributional impact of the reforms on the functional income distribution.
我们提出了一种将结构性改革从细粒度数据映射到总体模型的方法,以探索其传导机制及其对宏观经济和社会的影响。我们将重点放在与意大利复苏和恢复计划(RRP)相关的改革这一丰富案例上。我们记录了改革对中长期 GDP 的重大潜在影响,并发现劳动力市场和教育措施是影响 GDP 和就业的主要驱动力。我们还研究了改革对功能性收入分配的分配效应。
{"title":"The macroeconomic impact of structural reforms: The case of Italy","authors":"","doi":"10.1016/j.jpolmod.2024.05.002","DOIUrl":"10.1016/j.jpolmod.2024.05.002","url":null,"abstract":"<div><p><span>We propose a methodology to map structural reforms from granular data to an aggregate model, exploring their transmission mechanisms and their macroeconomic and social impacts. The study focuses on the rich case of the reforms associated with the Italian Recovery and Resilience Plan. We document a significant potential impact on medium- and long-term GDP and find that the </span>labour market and education measures are the main drivers of the impact on GDP and employment. We also examine the distributional impact of the reforms on the functional income distribution.</p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140935748","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.05.003
The gender gap in both employment and labour participation has narrowed markedly in recent decades in Spain. However, this decline seems to have slowed and shows a certain persistence. The solution to this problem can respond to different regulatory or non-regulatory policies. This article studies the evolution of the regulatory framework for the formulation of possible policy recommendations. We identify and quantify for the first time when, at what rate and in what regions, Spanish administrations have adopted regulations aimed at combating discrimination against women, achieving gender equality or approved measures related to the work-life balance. The study is based on a text analysis of 297,402 regulations adopted in the period 1996–2022. The indicators reveal the high degree of heterogeneity in terms of the legislation. Non-discrimination legislation was the most developed and frequent, with 11,228 regional regulations and 2590 central administration regulations adopted. We show that the volume of new regulations, mainly those related to discrimination and work-life balance, has contributed to the reduction in gender gaps. Policy actions by administrations should concentrate on these two modes of intervention. The general analysis of regulation in this area also allows for some recommendations in terms of “better regulation” policies, such as the introduction of gender equality assessments (specific regulatory impact reports).
{"title":"How effective is equality regulation in reducing gender gaps in the labor market?☆","authors":"","doi":"10.1016/j.jpolmod.2024.05.003","DOIUrl":"10.1016/j.jpolmod.2024.05.003","url":null,"abstract":"<div><p>The gender gap in both employment and labour participation<span> has narrowed markedly in recent decades in Spain. However, this decline seems to have slowed and shows a certain persistence. The solution to this problem can respond to different regulatory or non-regulatory policies. This article studies the evolution of the regulatory framework for the formulation of possible policy recommendations. We identify and quantify for the first time when, at what rate and in what regions, Spanish administrations have adopted regulations aimed at combating discrimination against women, achieving gender equality or approved measures related to the work-life balance. The study is based on a text analysis of 297,402 regulations adopted in the period 1996–2022. The indicators reveal the high degree of heterogeneity in terms of the legislation. Non-discrimination legislation was the most developed and frequent, with 11,228 regional regulations and 2590 central administration regulations adopted. We show that the volume of new regulations, mainly those related to discrimination and work-life balance, has contributed to the reduction in gender gaps. Policy actions by administrations should concentrate on these two modes of intervention. The general analysis of regulation in this area also allows for some recommendations in terms of “better regulation” policies, such as the introduction of gender equality assessments (specific regulatory impact reports).</span></p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141053420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.07.001
South Africa runs a primary fiscal deficit and the long-term interest rate on government borrowing, r, is greater than the long-term economic growth rate, g. Without intervention, debt will continue to rise until there is a disorderly fiscal stop. Reforms to raise growth have not materialised, leaving fiscal consolidation as the second-best solution. Using a medium-sized, open-economy, fiscal DSGE model of South Africa, we show that the least cost policy is to impose a time-consistent fiscal policy rule with debt-to-GDP as the fiscal anchor and a pre-announced path for government consumption spending as the intermediate operational objective. This result obtains with and without explicit policy coordination between the fiscal and monetary authorities.
南非存在基本财政赤字,政府借贷的长期利率 r 大于长期经济增长率 g。如果不采取干预措施,债务将继续上升,直至出现无序的财政停滞。提高经济增长的改革并未实现,因此财政整顿成为次优解决方案。通过使用一个中等规模、开放经济、南非财政 DSGE 模型,我们发现成本最低的政策是实施一个时间一致的财政政策规则,以债务与国内生产总值之比作为财政锚,以预先公布的政府消费支出路径作为中间操作目标。无论财政当局和货币当局之间是否有明确的政策协调,这一结果都是成立的。
{"title":"Fiscal policy in times of fiscal stress (or what to do when r > g)","authors":"","doi":"10.1016/j.jpolmod.2024.07.001","DOIUrl":"10.1016/j.jpolmod.2024.07.001","url":null,"abstract":"<div><p>South Africa runs a primary fiscal deficit and the long-term interest rate on government borrowing, <em>r</em>, is greater than the long-term economic growth rate, <em>g</em>. Without intervention, debt will continue to rise until there is a disorderly fiscal stop. Reforms to raise growth have not materialised, leaving fiscal consolidation as the second-best solution. Using a medium-sized, open-economy, fiscal DSGE model of South Africa, we show that the least cost policy is to impose a time-consistent fiscal policy rule with debt-to-GDP as the fiscal anchor and a pre-announced path for government consumption spending as the intermediate operational objective. This result obtains with and without explicit policy coordination between the fiscal and monetary authorities.</p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0161893824000814/pdfft?md5=58f8d30fae06346baed8c18d366b360c&pid=1-s2.0-S0161893824000814-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141691776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-01DOI: 10.1016/j.jpolmod.2024.05.005
The declaration by the World Health Organization and government-initiated actions by different countries for the COVID-19 vaccine have led to the rapid evolution of sentiments on various social media platforms. Real-time data related to vaccination has grown the need to anticipate the changes in vaccine uptake. Using Twitter dataset, the study models different emotions and their associated word. The emotions are majorly classified into hesitancy and willingness for vaccination. The study categorizes the tweets into pre-launch, post-launch, and booster doses of the COVID-19 vaccine. Based on comparative analysis, most sentiments were related to hesitancy for vaccination during pre-launch. In post-launch, the majority of sentiments were oriented towards willingness for vaccination. However, during the booster dose, the sentiments were oriented toward happy, adequate, and free emotions. Over the time period, the willingness of the COVID-19 vaccine has improved. The practitioners and policymakers can obtain real-time sentiments based on this approach and strategize the long-term vaccination policy for COVID-19 and other vaccination programs.
{"title":"The emotions for COVID-19 vaccine: Insights from Twitter analytics about hesitancy and willingness for vaccination","authors":"","doi":"10.1016/j.jpolmod.2024.05.005","DOIUrl":"10.1016/j.jpolmod.2024.05.005","url":null,"abstract":"<div><p>The declaration by the World Health Organization and government-initiated actions by different countries for the COVID-19 vaccine have led to the rapid evolution of sentiments on various social media platforms. Real-time data related to vaccination<span> has grown the need to anticipate the changes in vaccine uptake. Using Twitter dataset, the study models different emotions and their associated word. The emotions are majorly classified into hesitancy and willingness for vaccination. The study categorizes the tweets into pre-launch, post-launch, and booster doses of the COVID-19 vaccine. Based on comparative analysis, most sentiments were related to hesitancy for vaccination during pre-launch. In post-launch, the majority of sentiments were oriented towards willingness for vaccination. However, during the booster dose, the sentiments were oriented toward happy, adequate, and free emotions. Over the time period, the willingness of the COVID-19 vaccine has improved. The practitioners and policymakers can obtain real-time sentiments based on this approach and strategize the long-term vaccination policy for COVID-19 and other vaccination programs.</span></p></div>","PeriodicalId":48015,"journal":{"name":"Journal of Policy Modeling","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141056276","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}