Pub Date : 2024-01-10DOI: 10.1007/s00181-023-02546-z
Julio Cáceres-Delpiano, Eugenio Giolito
This study employs Chilean administrative data to investigate the impact of school starting age on the characteristics of students’ initial enrolled schools. Employing minimum age requirements and an RD design to mitigate endogeneity concerns, we identify benefits linked to commencing school at a later age. Our findings demonstrate that children starting school at an older age enroll in institutions with higher average scores in standardized tests and interact with older peers whose parents have higher education levels. Furthermore, they display a heightened likelihood of entering schools employing academic selection methods, a greater proportion of full-time teachers, and a larger percentage of instructors with a 4-year college degree. The analysis by level of education of the parents and gender reveals that most of our results are driven by parents with lower levels of education and girls. Subgroup analyses further reveal that many of our results are driven by parents with lower levels of education and parents of girls.
{"title":"School starting age and the impact on school admission","authors":"Julio Cáceres-Delpiano, Eugenio Giolito","doi":"10.1007/s00181-023-02546-z","DOIUrl":"https://doi.org/10.1007/s00181-023-02546-z","url":null,"abstract":"<p>This study employs Chilean administrative data to investigate the impact of school starting age on the characteristics of students’ initial enrolled schools. Employing minimum age requirements and an RD design to mitigate endogeneity concerns, we identify benefits linked to commencing school at a later age. Our findings demonstrate that children starting school at an older age enroll in institutions with higher average scores in standardized tests and interact with older peers whose parents have higher education levels. Furthermore, they display a heightened likelihood of entering schools employing academic selection methods, a greater proportion of full-time teachers, and a larger percentage of instructors with a 4-year college degree. The analysis by level of education of the parents and gender reveals that most of our results are driven by parents with lower levels of education and girls. Subgroup analyses further reveal that many of our results are driven by parents with lower levels of education and parents of girls.\u0000</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"82 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139421006","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 : 2024-01-08DOI: 10.1007/s00181-023-02538-z
Simone Chinetti
This paper studies whether forced increases in the residual working life, determined by a restrictive pension reform, induce additional training activities. By exploiting a sizable Italian pension reform, in a difference-in-differences setting, I find that a lengthening of the working horizon increases, through training, workers’ human capital. Additionally, I show that the response to the reform appears very heterogeneous and depends on gender, age, education, marital status, sector of employment and firm size. My estimates suggest, furthermore, that these individual positive effects are not attributable to employers’ sponsorship.
{"title":"Late-in-life investments in human capital: evidence on the (unintended) effects of a pension reform","authors":"Simone Chinetti","doi":"10.1007/s00181-023-02538-z","DOIUrl":"https://doi.org/10.1007/s00181-023-02538-z","url":null,"abstract":"<p>This paper studies whether forced increases in the residual working life, determined by a restrictive pension reform, induce additional training activities. By exploiting a sizable Italian pension reform, in a difference-in-differences setting, I find that a lengthening of the working horizon increases, through training, workers’ human capital. Additionally, I show that the response to the reform appears very heterogeneous and depends on gender, age, education, marital status, sector of employment and firm size. My estimates suggest, furthermore, that these individual positive effects are not attributable to employers’ sponsorship.\u0000</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"54 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139396622","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 : 2024-01-05DOI: 10.1007/s00181-023-02543-2
David M. Kaplan, Xin Liu
With mean instrumental variables regression, k-class estimators have the potential to reduce bias, which is larger with weak instruments. With instrumental variables quantile regression, weak instrument-robust estimation is even more important because there is less guidance for assessing instrument strength. Motivated by this, we introduce an analogous k-class of estimators for instrumental variables quantile regression. We show the first-order asymptotic distribution under strong instruments is equivalent for all conventional choices of k. We evaluate finite-sample median bias in simulations for a variety of k, including the k for the conventional k-class estimator corresponding to limited information maximum likelihood (LIML). Computation is fast for all k, and compared to the (k=1) benchmark estimator (analogous to 2SLS), using the LIML k reliably reduces median bias in a variety of data-generating processes, especially when the degree of overidentification is larger. We also revisit some empirical estimates of consumption Euler equations derived from quantile utility maximization. All code is provided online (https://kaplandm.github.io).
对于均值工具变量回归,k 级估计器有可能减少偏差,而在工具较弱的情况下,偏差会更大。对于工具变量量化回归,弱工具稳健估计更为重要,因为评估工具强度的指导较少。受此启发,我们为工具变量量化回归引入了类似的 k 类估计器。我们在模拟中评估了各种 k 的有限样本中位偏差,包括与有限信息最大似然法(LIML)相对应的传统 k 类估计器的 k。所有 k 的计算速度都很快,与基准估计器(类似于 2SLS)相比,使用 LIML k 可以可靠地减少各种数据生成过程中的中位偏差,尤其是当过度识别程度较大时。我们还重新审视了从量子效用最大化推导出的消费欧拉方程的一些经验估计值。所有代码均在线提供(https://kaplandm.github.io)。
{"title":"k-Class instrumental variables quantile regression","authors":"David M. Kaplan, Xin Liu","doi":"10.1007/s00181-023-02543-2","DOIUrl":"https://doi.org/10.1007/s00181-023-02543-2","url":null,"abstract":"<p>With mean instrumental variables regression, <i>k</i>-class estimators have the potential to reduce bias, which is larger with weak instruments. With instrumental variables quantile regression, weak instrument-robust estimation is even more important because there is less guidance for assessing instrument strength. Motivated by this, we introduce an analogous <i>k</i>-class of estimators for instrumental variables quantile regression. We show the first-order asymptotic distribution under strong instruments is equivalent for all conventional choices of <i>k</i>. We evaluate finite-sample median bias in simulations for a variety of <i>k</i>, including the <i>k</i> for the conventional <i>k</i>-class estimator corresponding to limited information maximum likelihood (LIML). Computation is fast for all <i>k</i>, and compared to the <span>(k=1)</span> benchmark estimator (analogous to 2SLS), using the LIML <i>k</i> reliably reduces median bias in a variety of data-generating processes, especially when the degree of overidentification is larger. We also revisit some empirical estimates of consumption Euler equations derived from quantile utility maximization. All code is provided online (https://kaplandm.github.io).\u0000</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"40 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139374693","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 : 2024-01-02DOI: 10.1007/s00181-023-02542-3
Abstract
In this paper, we consider a fractionally integrated multi-level dynamic factor model (FI-ML-DFM) to represent commonalities in the hourly evolution of realized volatilities of several international exchange rates. The FI-ML-DFM assumes common global factors active during the 24 h of the day, accompanied by intermittent factors, which are active at mutually exclusive times. We propose determining the number of global factors using a distance among the intermittent loadings. We show that although the bulk of common dynamics of exchange rates realized volatilities can be attributed to global factors, there are non-negligible effects of intermittent factors. The effect of the COVID-19 on the realized volatility comovements is stronger on the first global-in-time factor, which shows a permanent increase in the level. The effects on the second global factor and on the intermittent factors active when the EU, UK and US markets are operating are transitory lasting for approximately a year after the pandemic starts. Finally, there seems to be no effect of the pandemic neither on the third global factor nor on the intermittent factor active when the markets in Asia are operating.
{"title":"The factor structure of exchange rates volatility: global and intermittent factors","authors":"","doi":"10.1007/s00181-023-02542-3","DOIUrl":"https://doi.org/10.1007/s00181-023-02542-3","url":null,"abstract":"<h3>Abstract</h3> <p>In this paper, we consider a fractionally integrated multi-level dynamic factor model (FI-ML-DFM) to represent commonalities in the hourly evolution of realized volatilities of several international exchange rates. The FI-ML-DFM assumes common global factors active during the 24 h of the day, accompanied by intermittent factors, which are active at mutually exclusive times. We propose determining the number of global factors using a distance among the intermittent loadings. We show that although the bulk of common dynamics of exchange rates realized volatilities can be attributed to global factors, there are non-negligible effects of intermittent factors. The effect of the COVID-19 on the realized volatility comovements is stronger on the first global-in-time factor, which shows a permanent increase in the level. The effects on the second global factor and on the intermittent factors active when the EU, UK and US markets are operating are transitory lasting for approximately a year after the pandemic starts. Finally, there seems to be no effect of the pandemic neither on the third global factor nor on the intermittent factor active when the markets in Asia are operating.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"33 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139077244","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 : 2024-01-02DOI: 10.1007/s00181-023-02540-5
Fumitaka Furuoka, Luis A. Gil-Alana, OlaOluwa S. Yaya, Elayaraja Aruchunan, Ahamuefula E. Ogbonna
This paper proposes a nonlinear fractional unit root approach which is known as the autoregressive neural network–fractional integration (ARNN–FI) test. This new fractional integration test is based on a new multilayer perceptron of a neural network process, proposed in Yaya et al. (Oxf Bull Econ Stat 83(4):960–981, 2021). The asymptotic theory and the properties of the proposed test are given. By setting up a Monte Carlo simulation experiment, the simulation results reveal that as the number of observations increases, size and power distortions would disappear in the test. The empirical application based on this new test reveals that the unemployment rates of three European countries are neither stationary nor mean-reverting in line with the hysteresis hypothesis.
本文提出了一种非线性分数单位根方法,即自回归神经网络-分数积分(ARNN-FI)检验。这种新的分数积分检验基于 Yaya 等人(Oxf Bull Econ Stat 83(4):960-981, 2021)提出的一种新的神经网络多层感知器过程。文中给出了所提检验的渐近理论和特性。通过建立蒙特卡罗模拟实验,模拟结果表明,随着观测值数量的增加,检验中的规模和功率失真将消失。基于这一新检验的实证应用表明,三个欧洲国家的失业率既不是静态的,也不是均值回复的,符合滞后假说。
{"title":"A new fractional integration approach based on neural network nonlinearity with an application to testing unemployment hysteresis","authors":"Fumitaka Furuoka, Luis A. Gil-Alana, OlaOluwa S. Yaya, Elayaraja Aruchunan, Ahamuefula E. Ogbonna","doi":"10.1007/s00181-023-02540-5","DOIUrl":"https://doi.org/10.1007/s00181-023-02540-5","url":null,"abstract":"<p>This paper proposes a nonlinear fractional unit root approach which is known as the autoregressive neural network–fractional integration (ARNN–FI) test. This new fractional integration test is based on a new multilayer perceptron of a neural network process, proposed in Yaya et al. (Oxf Bull Econ Stat 83(4):960–981, 2021). The asymptotic theory and the properties of the proposed test are given. By setting up a Monte Carlo simulation experiment, the simulation results reveal that as the number of observations increases, size and power distortions would disappear in the test. The empirical application based on this new test reveals that the unemployment rates of three European countries are neither stationary nor mean-reverting in line with the hysteresis hypothesis.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"55 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2024-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139079791","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}
Yao Hao Teo, Cai Ling Yong, Yi Hui Ou, Wilson W Tam, Yao Neng Teo, Chieh-Yang Koo, Pipin Kojodjojo, Chi-Hang Lee
Study objectives: In coronary artery bypass grafting (CABG), abnormal cardiac repolarization is associated with adverse cardiovascular events that can be measured via the QTc interval. We investigated the impact of obstructive sleep apnea on the change in repolarization after CABG and the association of change in repolarization with the occurrence of major adverse cardiac and cerebrovascular events.
Methods: A total of 1,007 patients from 4 hospitals underwent an overnight sleep study prior to a nonemergent CABG. Electrocardiograms of 954 patients (median age: 62 years; male: 86%; mean follow-up: 2.1 years) were acquired prospectively within 48 hours before CABG (T1) and within 24 hours after CABG (T2). QTc intervals were measured using the BRAVO algorithm by Analyzing Medical Parameters for Solutions LLC. The change in T2 from T1 for QTc (ΔQTc) was derived, and Cox regression was performed.
Results: Compared with those without, patients who developed major adverse cardiac and cerebrovascular events (n = 115) were older and had (1) a higher prevalence of smoking, hypertension, diabetes mellitus, and chronic kidney disease; (2) a higher apnea-hypopnea index and oxygen desaturation index; and (3) a smaller ΔQTc. Cox regression analysis demonstrated a smaller ΔQTc to be an independent risk factor for major adverse cardiac and cerebrovascular events (hazard ratio: 0.997; P = .032). In the multivariable regression model, a higher oxygen desaturation index was independently associated with a smaller ΔQTc (correlation coefficient: -0.58; P < .001).
Conclusions: A higher preoperative oxygen desaturation index was an independent predictor of a smaller ΔQTc. ΔQTc within 24 hours after CABG could be a novel predictor of occurrence of major adverse cardiac and cerebrovascular events at medium-term follow-up.
Citation: Teo YH, Yong CL, Ou YH, et al. Obstructive sleep apnea and temporal changes in cardiac repolarization in patients undergoing coronary artery bypass grafting. J Clin Sleep Med. 2024;20(1):49-55.
研究目的:在冠状动脉旁路移植术(CABG)中,心脏复极化异常与不良心血管事件有关,可通过QTc间期进行测量。我们研究了阻塞性睡眠呼吸暂停对 CABG 术后复极化变化的影响,以及复极化变化与主要不良心脑血管事件发生的关联:方法:来自 4 家医院的 1007 名患者在接受非急诊 CABG 手术前接受了通宵睡眠研究。954名患者(中位年龄:62岁;男性:86%;平均随访时间:2.1年)的心电图分别在CABG术前48小时内(T1)和CABG术后24小时内(T2)进行了前瞻性采集。QTc间期使用Analyzing Medical Parameters for Solutions LLC公司的BRAVO算法测量。得出T2与T1的QTc变化(ΔQTc),并进行Cox回归:结果:与未发生重大不良心脑血管事件的患者(n = 115)相比,发生重大不良心脑血管事件的患者年龄较大,(1)吸烟、高血压、糖尿病和慢性肾病的发病率较高;(2)呼吸暂停-低通气指数和氧饱和度指数较高;(3)ΔQTc较小。Cox 回归分析表明,较小的 ΔQTc 是发生重大心脏和脑血管不良事件的独立风险因素(危险比:0.997;P = 0.032)。在多变量回归模型中,较高的氧饱和度指数与较小的ΔQTc独立相关(相关系数:-0.58;P < .001):结论:术前氧饱和度指数越高,ΔQTc越小。CABG术后24小时内的ΔQTc可能是中期随访时发生重大不良心脑血管事件的一个新的预测指标:临床试验注册临床试验注册:注册表:ClinicalTrials.gov;名称:未诊断的睡眠呼吸暂停:未确诊的睡眠呼吸暂停和搭桥手术(SABOT);URL:https://classic.clinicaltrials.gov/ct2/show/NCT02701504;标识符:NCT02701504.Citation:Teo YH, Yong CL, Ou YH, et al. 冠状动脉旁路移植术患者阻塞性睡眠呼吸暂停与心脏复极化的时间变化。J Clin Sleep Med.2024;20(1):49-55.
{"title":"Obstructive sleep apnea and temporal changes in cardiac repolarization in patients undergoing coronary artery bypass grafting.","authors":"Yao Hao Teo, Cai Ling Yong, Yi Hui Ou, Wilson W Tam, Yao Neng Teo, Chieh-Yang Koo, Pipin Kojodjojo, Chi-Hang Lee","doi":"10.5664/jcsm.10786","DOIUrl":"10.5664/jcsm.10786","url":null,"abstract":"<p><strong>Study objectives: </strong>In coronary artery bypass grafting (CABG), abnormal cardiac repolarization is associated with adverse cardiovascular events that can be measured via the QTc interval. We investigated the impact of obstructive sleep apnea on the change in repolarization after CABG and the association of change in repolarization with the occurrence of major adverse cardiac and cerebrovascular events.</p><p><strong>Methods: </strong>A total of 1,007 patients from 4 hospitals underwent an overnight sleep study prior to a nonemergent CABG. Electrocardiograms of 954 patients (median age: 62 years; male: 86%; mean follow-up: 2.1 years) were acquired prospectively within 48 hours before CABG (T1) and within 24 hours after CABG (T2). QTc intervals were measured using the BRAVO algorithm by Analyzing Medical Parameters for Solutions LLC. The change in T2 from T1 for QTc (ΔQTc) was derived, and Cox regression was performed.</p><p><strong>Results: </strong>Compared with those without, patients who developed major adverse cardiac and cerebrovascular events (n = 115) were older and had (1) a higher prevalence of smoking, hypertension, diabetes mellitus, and chronic kidney disease; (2) a higher apnea-hypopnea index and oxygen desaturation index; and (3) a smaller ΔQTc. Cox regression analysis demonstrated a smaller ΔQTc to be an independent risk factor for major adverse cardiac and cerebrovascular events (hazard ratio: 0.997; <i>P</i> = .032). In the multivariable regression model, a higher oxygen desaturation index was independently associated with a smaller ΔQTc (correlation coefficient: -0.58; <i>P</i> < .001).</p><p><strong>Conclusions: </strong>A higher preoperative oxygen desaturation index was an independent predictor of a smaller ΔQTc. ΔQTc within 24 hours after CABG could be a novel predictor of occurrence of major adverse cardiac and cerebrovascular events at medium-term follow-up.</p><p><strong>Clinical trial registration: </strong>Registry: ClinicalTrials.gov; Name: Undiagnosed Sleep Apnea and Bypass OperaTion (SABOT); URL: https://classic.clinicaltrials.gov/ct2/show/NCT02701504; Identifier: NCT02701504.</p><p><strong>Citation: </strong>Teo YH, Yong CL, Ou YH, et al. Obstructive sleep apnea and temporal changes in cardiac repolarization in patients undergoing coronary artery bypass grafting. <i>J Clin Sleep Med</i>. 2024;20(1):49-55.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"23 1","pages":"49-55"},"PeriodicalIF":3.5,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10758550/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73103147","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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 : 2023-12-31DOI: 10.1007/s00181-023-02534-3
Meng-Chi Tang
{"title":"Medical providers’ supply curve in a universal healthcare system with global budgeting","authors":"Meng-Chi Tang","doi":"10.1007/s00181-023-02534-3","DOIUrl":"https://doi.org/10.1007/s00181-023-02534-3","url":null,"abstract":"","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"65 9","pages":""},"PeriodicalIF":3.2,"publicationDate":"2023-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139132539","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 : 2023-12-24DOI: 10.1007/s00181-023-02528-1
Abstract
We analyze diverse and heterogeneous literature to grasp the general effect size of financial development on economic growth on a world scale. For that, we perform by far the largest available meta-analysis of the finance–growth nexus using 3561 estimates collected from 177 studies. Our meta-synthesis results show that large heterogeneity in empirical evidence is, in fact, driven by only a limited number of variables (moderators). By using advanced techniques, we also document the existence of the publication selection bias that is propagated in the literature in a nonlinear fashion. We account for uncertainty in moderator selection by employing model-averaging techniques. After adjusting for the publication bias, the results of our meta-regression provide evidence of a small but genuine positive effect of the financial development on growth that very mildly declines over time. Finance channeled via capital markets seems to be more beneficial for economic growth than that provided in the form of private credit. Our evidence goes against arguments about the damaging role of financial development and is in line with century-old theoretical foundations that favor the positive role of finance on economic growth.
{"title":"Quest for the general effect size of finance on growth: a large meta-analysis of worldwide studies","authors":"","doi":"10.1007/s00181-023-02528-1","DOIUrl":"https://doi.org/10.1007/s00181-023-02528-1","url":null,"abstract":"<h3>Abstract</h3> <p>We analyze diverse and heterogeneous literature to grasp the general effect size of financial development on economic growth on a world scale. For that, we perform by far the largest available meta-analysis of the finance–growth nexus using 3561 estimates collected from 177 studies. Our meta-synthesis results show that large heterogeneity in empirical evidence is, in fact, driven by only a limited number of variables (moderators). By using advanced techniques, we also document the existence of the publication selection bias that is propagated in the literature in a nonlinear fashion. We account for uncertainty in moderator selection by employing model-averaging techniques. After adjusting for the publication bias, the results of our meta-regression provide evidence of a small but genuine positive effect of the financial development on growth that very mildly declines over time. Finance channeled via capital markets seems to be more beneficial for economic growth than that provided in the form of private credit. Our evidence goes against arguments about the damaging role of financial development and is in line with century-old theoretical foundations that favor the positive role of finance on economic growth.</p>","PeriodicalId":11642,"journal":{"name":"Empirical Economics","volume":"1 1","pages":""},"PeriodicalIF":3.2,"publicationDate":"2023-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139026988","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}