Pub Date : 2024-02-13DOI: 10.1007/s00181-023-02548-x
Lara Delsalle, Oleksii Birulin
Using a finite mixture regression approach, we identify two groups of individuals, family- and career-oriented. Depending on whether the employment status is treated as a binomial or trinomial (with part-time work) variable, 55–70% of women and 4–10% of men belong to the family-oriented group. Children variables are the main source of differences between the two identified groups and between the family-oriented group and the average woman. Treating all women as one group leads to averaged-out estimates of children effects and underestimates the importance of part-time work for family-oriented women. Our results are important for studying women’s labour supply and for designing policies aimed at encouraging women’s labour market involvement.
{"title":"Family-oriented versus career seekers: mixture regression separation","authors":"Lara Delsalle, Oleksii Birulin","doi":"10.1007/s00181-023-02548-x","DOIUrl":"https://doi.org/10.1007/s00181-023-02548-x","url":null,"abstract":"<p>Using a finite mixture regression approach, we identify two groups of individuals, family- and career-oriented. Depending on whether the employment status is treated as a binomial or trinomial (with part-time work) variable, 55–70% of women and 4–10% of men belong to the family-oriented group. Children variables are the main source of differences between the two identified groups and between the family-oriented group and the average woman. Treating all women as one group leads to averaged-out estimates of children effects and underestimates the importance of part-time work for family-oriented women. Our results are important for studying women’s labour supply and for designing policies aimed at encouraging women’s labour market involvement.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139758326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-13DOI: 10.1007/s00181-023-02552-1
Vanessa Cirulli, Giuliano Resce, Marco Ventura
This paper investigates the causal effect of co-payment exemption on the number of specialist visits in the Italian National Health System. Exploiting a discontinuity in the multiple eligibility criteria, we apply multiple regression discontinuity in a quasi-experimental setting, considering both age and income requirements. Differently from the standard regression discontinuity, this twofold discontinuity allows to identify the effect of co-payment on a particularly needy sub-population of less wealthy people and how it changes according to the eligibility criteria. We find positive effects of co-payment exemption and the effects are stronger for less wealthy and older individuals. The result may be useful to the policy maker to tailor ad-hoc policies aimed at disadvantaged sub-populations.
{"title":"Co-payment exemption and healthcare consumption: quasi-experimental evidence from Italy","authors":"Vanessa Cirulli, Giuliano Resce, Marco Ventura","doi":"10.1007/s00181-023-02552-1","DOIUrl":"https://doi.org/10.1007/s00181-023-02552-1","url":null,"abstract":"<p>This paper investigates the causal effect of co-payment exemption on the number of specialist visits in the Italian National Health System. Exploiting a discontinuity in the multiple eligibility criteria, we apply multiple regression discontinuity in a quasi-experimental setting, considering both age and income requirements. Differently from the standard regression discontinuity, this twofold discontinuity allows to identify the effect of co-payment on a particularly needy sub-population of less wealthy people and how it changes according to the eligibility criteria. We find positive effects of co-payment exemption and the effects are stronger for less wealthy and older individuals. The result may be useful to the policy maker to tailor ad-hoc policies aimed at disadvantaged sub-populations.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139758042","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-12DOI: 10.1007/s00181-023-02536-1
Saban Nazlioglu, Dogukan Tarakci, Emre Kilic
Since the seminal paper of Nelson and Plosser (J Monet Econ 10(2):139–162, 1982), analyzing the nature of shocks to macroeconomic and financial data has attracted great attention and it continues to be up-to-date, especially, in conjunction with the advances in unit root literature. This paper examines the persistence in macroeconomic and financial variables for Turkey by means of the recent developments in the quantile autoregression models to account for non-normal distributions, structural changes, and asymmetric dynamics. The results show that while the conventional unit root approaches fail to reject the null hypothesis of unit root for most the of 30 macroeconomic and financial time series, the nonlinear quantile unit root test with smooth structural changes supports evidence on a stable long-run equilibrium for 23 variables. It further reveals asymmetric persistence in most of the Turkey’s macroeconomic and financial data, implying that the effect of an economic shock in inflationary state is different than that in recessionary state.
自 Nelson 和 Plosser 的开创性论文(J Monet Econ 10(2):139-162,1982 年)发表以来,对宏观经济和金融数据冲击性质的分析一直备受关注,尤其是在单位根文献取得进展的同时,这种分析仍在不断更新。本文通过量子自回归模型的最新发展,研究了土耳其宏观经济和金融变量的持续性,以解释非正态分布、结构变化和非对称动态。结果表明,虽然传统的单位根方法无法拒绝 30 个宏观经济和金融时间序列中大多数变量的单位根零假设,但具有平滑结构变化的非线性量子单位根检验为 23 个变量的稳定长期均衡提供了证据。它进一步揭示了土耳其大多数宏观经济和金融数据的非对称持续性,这意味着通货膨胀状态下的经济冲击与衰退状态下的经济冲击所产生的影响是不同的。
{"title":"Nelson and Plosser revisited: macroeconomic and financial stability of Turkey","authors":"Saban Nazlioglu, Dogukan Tarakci, Emre Kilic","doi":"10.1007/s00181-023-02536-1","DOIUrl":"https://doi.org/10.1007/s00181-023-02536-1","url":null,"abstract":"<p>Since the seminal paper of Nelson and Plosser (J Monet Econ 10(2):139–162, 1982), analyzing the nature of shocks to macroeconomic and financial data has attracted great attention and it continues to be up-to-date, especially, in conjunction with the advances in unit root literature. This paper examines the persistence in macroeconomic and financial variables for Turkey by means of the recent developments in the quantile autoregression models to account for non-normal distributions, structural changes, and asymmetric dynamics. The results show that while the conventional unit root approaches fail to reject the null hypothesis of unit root for most the of 30 macroeconomic and financial time series, the nonlinear quantile unit root test with smooth structural changes supports evidence on a stable long-run equilibrium for 23 variables. It further reveals asymmetric persistence in most of the Turkey’s macroeconomic and financial data, implying that the effect of an economic shock in inflationary state is different than that in recessionary state.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139757952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-12DOI: 10.1007/s00181-024-02556-5
Abstract
This paper examines the relative significance of oil supply, oil demand, and monetary policy shocks in explaining US macroeconomic variations. We analyze impulse response functions and variance decomposition to assess the relative importance of these shocks. Using a Bayesian structural VAR framework and the penalty function approach, we identify the shocks of interest. We find that oil supply shocks explain less than 3% of the variation in output, but have a relatively larger impact on inflation, accounting for around 13% of the inflation variation. Oil demand shocks explain 3% of output variation, but contribute significantly to inflation variation (around 16%). In contrast, monetary policy shocks have a greater influence on output, explaining approximately 13% of the observed variation. Monetary policy shocks are also the most influential source of inflation variation, contributing over 24% to the overall variation. Based on historical variance decomposition, we find that the recent inflation surge is attributable to both monetary expansion and oil supply factors. Overall, the study highlights the dominance of monetary policy shocks in explaining US macroeconomic fluctuations, with oil supply and demand shocks playing secondary roles.
{"title":"Business cycles in the USA: the role of monetary policy and oil shocks","authors":"","doi":"10.1007/s00181-024-02556-5","DOIUrl":"https://doi.org/10.1007/s00181-024-02556-5","url":null,"abstract":"<h3>Abstract</h3> <p>This paper examines the relative significance of oil supply, oil demand, and monetary policy shocks in explaining US macroeconomic variations. We analyze impulse response functions and variance decomposition to assess the relative importance of these shocks. Using a Bayesian structural VAR framework and the penalty function approach, we identify the shocks of interest. We find that oil supply shocks explain less than 3% of the variation in output, but have a relatively larger impact on inflation, accounting for around 13% of the inflation variation. Oil demand shocks explain 3% of output variation, but contribute significantly to inflation variation (around 16%). In contrast, monetary policy shocks have a greater influence on output, explaining approximately 13% of the observed variation. Monetary policy shocks are also the most influential source of inflation variation, contributing over 24% to the overall variation. Based on historical variance decomposition, we find that the recent inflation surge is attributable to both monetary expansion and oil supply factors. Overall, the study highlights the dominance of monetary policy shocks in explaining US macroeconomic fluctuations, with oil supply and demand shocks playing secondary roles.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139757953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-10DOI: 10.1007/s00181-024-02560-9
Abstract
Private school students outperform their public school peers on standardized tests. Extensive effort has been devoted to testing whether the private–public gap is attributable to the schools themselves or simply due to peer effects or positive selection into private schools. Receiving far less attention is the extent to which the return to specific schooling inputs differs between private and public schools. We find evidence of an overall positive effect of class time on academic achievement and little evidence of a premium to time in private schools. Indeed, the benefit of added time appears similar in both settings. The lack of a private school premium to class time is consistent with the notion of positive selection into private schools.
{"title":"The return to classroom instruction time in private and public schools","authors":"","doi":"10.1007/s00181-024-02560-9","DOIUrl":"https://doi.org/10.1007/s00181-024-02560-9","url":null,"abstract":"<h3>Abstract</h3> <p>Private school students outperform their public school peers on standardized tests. Extensive effort has been devoted to testing whether the private–public gap is attributable to the schools themselves or simply due to peer effects or positive selection into private schools. Receiving far less attention is the extent to which the return to specific schooling inputs differs between private and public schools. We find evidence of an overall positive effect of class time on academic achievement and little evidence of a premium to time in private schools. Indeed, the benefit of added time appears similar in both settings. The lack of a private school premium to class time is consistent with the notion of positive selection into private schools.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139757951","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-28DOI: 10.1007/s00181-023-02544-1
Octave De Brouwer, Ilan Tojerow
Over the last two decades, social security reforms in several European countries have turned early retirement routes for older workers increasingly difficult. The size of the effects of these reforms on labour supply and social security transfers, and how these effects interact with workers’ characteristics have yet to be measured. This article sheds light on this issue by exploring the consequences of postponing access to an old-age unemployment programme—from age 58 to 60—in Belgium. The programme provides laid-off workers with a combination of unemployment benefits and a monthly supplement paid by the employer until the full retirement age. Exploiting register data on the universe of workers and using a difference-in-difference identification strategy, the authors find that UCS eligibility negatively affects employment participation but also mitigates older workers’ participation in other social security programmes.
{"title":"Old-age unemployment and labour supply: an application to Belgium","authors":"Octave De Brouwer, Ilan Tojerow","doi":"10.1007/s00181-023-02544-1","DOIUrl":"https://doi.org/10.1007/s00181-023-02544-1","url":null,"abstract":"<p>Over the last two decades, social security reforms in several European countries have turned early retirement routes for older workers increasingly difficult. The size of the effects of these reforms on labour supply and social security transfers, and how these effects interact with workers’ characteristics have yet to be measured. This article sheds light on this issue by exploring the consequences of postponing access to an old-age unemployment programme—from age 58 to 60—in Belgium. The programme provides laid-off workers with a combination of unemployment benefits and a monthly supplement paid by the employer until the full retirement age. Exploiting register data on the universe of workers and using a difference-in-difference identification strategy, the authors find that UCS eligibility negatively affects employment participation but also mitigates older workers’ participation in other social security programmes.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139590390","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-27DOI: 10.1007/s00181-023-02553-0
Govert E. Bijwaard, Andrew M. Jones
We investigate the long-run impact of education on longevity using data for England and Wales from the Health and Lifestyle Survey. Longevity is modelled by survival analysis using a mixed proportional hazard model. For identification we propose a Regression Discontinuity Design implied by an increase in the minimum school leaving age in 1947 (from 14 to 15) combined with a principal stratification method for estimation of the mortality hazard rate. This method allows us to derive the causal effect of extended education on longevity. In line with earlier studies we do not find credible evidence of a causal impact of the additional years of schooling that were induced by the reform on longevity.
{"title":"Regression discontinuity design with principal stratification in the mixed proportional hazard model: an application to the long-run impact of education on longevity","authors":"Govert E. Bijwaard, Andrew M. Jones","doi":"10.1007/s00181-023-02553-0","DOIUrl":"https://doi.org/10.1007/s00181-023-02553-0","url":null,"abstract":"<p>We investigate the long-run impact of education on longevity using data for England and Wales from the Health and Lifestyle Survey. Longevity is modelled by survival analysis using a mixed proportional hazard model. For identification we propose a Regression Discontinuity Design implied by an increase in the minimum school leaving age in 1947 (from 14 to 15) combined with a principal stratification method for estimation of the mortality hazard rate. This method allows us to derive the causal effect of extended education on longevity. In line with earlier studies we do not find credible evidence of a causal impact of the additional years of schooling that were induced by the reform on longevity.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139580999","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-27DOI: 10.1007/s00181-024-02555-6
Hirokazu Mizobata
This study examines the characteristics of Japan’s dual labor market, which consists of standard and non-standard employment. I conduct labor stock and flow analyses using Japanese Labour Force Survey data from 2002 to 2022. The stock analysis suggests that, in the long run, non-standard employment improves labor market conditions, such as employment and unemployment rates. Changes in the composition of standard and non-standard employment reduce the average hours per worker in the long run but play a limited role over the business cycles. The flow analysis reveals that inflows and outflows involving non-standard employment have relatively significant effects on changes in employment and unemployment rates. This feature of non-standard employment is more pronounced for females and young individuals. The flow analysis also shows that within-employment reallocation, that is, transitions between standard and non-standard employment, primarily determines the changes in the share of non-standard employment. The sluggish movement between these two types of contracts leads to a persistently high level of non-standard employment in Japan.
{"title":"Japan’s dual labor market and its macroeconomic characteristics","authors":"Hirokazu Mizobata","doi":"10.1007/s00181-024-02555-6","DOIUrl":"https://doi.org/10.1007/s00181-024-02555-6","url":null,"abstract":"<p>This study examines the characteristics of Japan’s dual labor market, which consists of standard and non-standard employment. I conduct labor stock and flow analyses using Japanese Labour Force Survey data from 2002 to 2022. The stock analysis suggests that, in the long run, non-standard employment improves labor market conditions, such as employment and unemployment rates. Changes in the composition of standard and non-standard employment reduce the average hours per worker in the long run but play a limited role over the business cycles. The flow analysis reveals that inflows and outflows involving non-standard employment have relatively significant effects on changes in employment and unemployment rates. This feature of non-standard employment is more pronounced for females and young individuals. The flow analysis also shows that within-employment reallocation, that is, transitions between standard and non-standard employment, primarily determines the changes in the share of non-standard employment. The sluggish movement between these two types of contracts leads to a persistently high level of non-standard employment in Japan.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139581104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-26DOI: 10.1007/s00181-023-02551-2
Huawei Niu, Tianyu Liu
Building on the GJR-GARCH model, this paper uses the mixed-data sampling (MIDAS) approach to link monthly realized volatility of EU carbon future prices and macroeconomic variables to the volatility of EU carbon futures market and proposes the GJR-GARCH-MIDAS model incorporating macroeconomic variables including the economic sentiment indicator of the EU, the harmonized index of consumer prices of the EU, the European economic policy uncertainty index and ECB’s marginal lending facility rate (GJR-GARCH-MIDAS-X models). An empirical analysis based on the monthly macroeconomic variables and daily EUA futures data shows that the above four low-frequency macroeconomic variables have significant positive or negative impacts on the long-term volatility of EUA future prices, respectively. The GJR-GARCH-MIDAS-X models significantly outperform other competing models, including the GJR-GARCH model, GARCH-MIDAS model and standard GJR-GARCH-MIDAS model, in terms of out-of-sample volatility forecasting, which suggests that macroeconomic variables contain important information for EUA future price volatility forecasts. In particular, the GJR-GARCH-MIDAS model with harmonized index of consumer prices (HICP) (GJR-GARCH-MIDAS-HICP model) performs best in out-of-sample volatility forecasting, and our findings are robust to different forecasting windows.
{"title":"Forecasting the volatility of European Union allowance futures with macroeconomic variables using the GJR-GARCH-MIDAS model","authors":"Huawei Niu, Tianyu Liu","doi":"10.1007/s00181-023-02551-2","DOIUrl":"https://doi.org/10.1007/s00181-023-02551-2","url":null,"abstract":"<p>Building on the GJR-GARCH model, this paper uses the mixed-data sampling (MIDAS) approach to link monthly realized volatility of EU carbon future prices and macroeconomic variables to the volatility of EU carbon futures market and proposes the GJR-GARCH-MIDAS model incorporating macroeconomic variables including the economic sentiment indicator of the EU, the harmonized index of consumer prices of the EU, the European economic policy uncertainty index and ECB’s marginal lending facility rate (GJR-GARCH-MIDAS-X models). An empirical analysis based on the monthly macroeconomic variables and daily EUA futures data shows that the above four low-frequency macroeconomic variables have significant positive or negative impacts on the long-term volatility of EUA future prices, respectively. The GJR-GARCH-MIDAS-X models significantly outperform other competing models, including the GJR-GARCH model, GARCH-MIDAS model and standard GJR-GARCH-MIDAS model, in terms of out-of-sample volatility forecasting, which suggests that macroeconomic variables contain important information for EUA future price volatility forecasts. In particular, the GJR-GARCH-MIDAS model with harmonized index of consumer prices (HICP) (GJR-GARCH-MIDAS-HICP model) performs best in out-of-sample volatility forecasting, and our findings are robust to different forecasting windows.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139580998","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-25DOI: 10.1007/s00181-023-02549-w
Abstract
The article presents a robust quantitative approach for determining significant economic factors for sex trafficking in the United States. The aim is to study monthly counts of sex trafficking-related convictions, and use a wide range of economic variables as covariates to investigate their effect on conviction counts. A count time series model is considered along with a regression setup to include economic time series as covariates (economic factors) to explain the counts on sex trafficking-related convictions. The statistical significance of these economic factors is investigated and the significant factors are ranked based on appropriate model selection methods. The inclusion of time-lagged versions of the economic factor time series in the regression model is also explored. Our findings indicate that economic factors relating to immigration policy, consumer price index and labor market regulations are the most significant in explaining sex trafficking convictions.
{"title":"Determining economic factors for sex trafficking in the United States using count time series regression","authors":"","doi":"10.1007/s00181-023-02549-w","DOIUrl":"https://doi.org/10.1007/s00181-023-02549-w","url":null,"abstract":"<h3>Abstract</h3> <p>The article presents a robust quantitative approach for determining significant economic factors for sex trafficking in the United States. The aim is to study monthly counts of sex trafficking-related convictions, and use a wide range of economic variables as covariates to investigate their effect on conviction counts. A count time series model is considered along with a regression setup to include economic time series as covariates (economic factors) to explain the counts on sex trafficking-related convictions. The statistical significance of these economic factors is investigated and the significant factors are ranked based on appropriate model selection methods. The inclusion of time-lagged versions of the economic factor time series in the regression model is also explored. Our findings indicate that economic factors relating to immigration policy, consumer price index and labor market regulations are the most significant in explaining sex trafficking convictions. </p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-01-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139590447","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}