988 resultados para SPATIAL PROPENSITY SCORE MATCHING
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thesis is developed from a real life application of performance evaluation of small and medium-sized enterprises (SMEs) in Vietnam. The thesis presents two main methodological developments on evaluation of dichotomous environment variable impacts on technical efficiency. Taking into account the selection bias the thesis proposes a revised frontier separation approach for the seminal Data Envelopment Analysis (DEA) model which was developed by Charnes, Cooper, and Rhodes (1981). The revised frontier separation approach is based on a nearest neighbour propensity score matching pairing treated SMEs with their counterfactuals on the propensity score. The thesis develops order-m frontier conditioning on propensity score from the conditional order-m approach proposed by Cazals, Florens, and Simar (2002), advocated by Daraio and Simar (2005). By this development, the thesis allows the application of the conditional order-m approach with a dichotomous environment variable taking into account the existence of the self-selection problem of impact evaluation. Monte Carlo style simulations have been built to examine the effectiveness of the aforementioned developments. Methodological developments of the thesis are applied in empirical studies to evaluate the impact of training programmes on the performance of food processing SMEs and the impact of exporting on technical efficiency of textile and garment SMEs of Vietnam. The analysis shows that training programmes have no significant impact on the technical efficiency of food processing SMEs. Moreover, the analysis confirms the conclusion of the export literature that exporters are self selected into the sector. The thesis finds no significant impact from exporting activities on technical efficiency of textile and garment SMEs. However, large bias has been eliminated by the proposed approach. Results of empirical studies contribute to the understanding of the impact of different environmental variables on the performance of SMEs. It helps policy makers to design proper policy supporting the development of Vietnamese SMEs.
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This paper investigates the effects of domestic privatisation or foreign acquisition of Chinese State Owned Enterprises (SOEs) on employment growth, using firm level data for China and a combination of propensity score matching and difference-in-differences in order to identify the causal effect. Our results suggest that, controlling for output growth there is some evidence that domestic privatisation leads to contemporaneous reductions in employment growth compared to firms that did not undergo an ownership change. By contrast, there is some evidence that foreign acquisitions show higher employment growth in the post acquisition period than non-acquired SOEs.
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This paper is the first paper to present findings evaluating the consequences for employees of full and partial privatization using difference-in-differences combined with propensity score matching. We find: (1) partial privatization causes job creation in contrast to full privatization, which destroys jobs, (2) full privatization causes higher labor productivity improvement than partial privatization, (3) wage increases occur only in partially privatized firms and (4) there are small increases in labor quality investment in both cases. The results suggest partial privatization exploits market discipline to induce labor productivity whilst simultaneously providing welfare improvements for labor. This is the ‘win-win’ outcome predicted by the ‘helping hand’ theory of government. Our results suggest that governments are likely to gain wider support for a program of partial privatization rather than full privatization.
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Service innovations in retailing have the potential to benefit consumers as well as retailers. This research models key factors associated with the trial and continuous use of a specific self-service technology (SST), the personal shopping assistant (PSA), and estimates retailer benefits from implementing that innovation. Based on theoretical insights from prior SST studies, diffusion of innovation literature, and the technology acceptance model (TAM), this study develops specific hypotheses and tests them on a sample of 104 actual users of the PSA and 345 nonusers who shopped at the retail store offering the PSA device. Results indicate that factors affecting initial trial are different from those affecting continuous use. More specifically, consumers' trust toward the retailer, novelty seeking, and market mavenism are positively related to trial, while technology anxiety hinders the likelihood of trying the PSA. Perceived ease of use of the device positively impacts continuous use while consumers' need for interaction in shopping environments reduces the likelihood of continuous use. Importantly, there is evidence on retailer benefits from introducing the innovation since consumers using the PSA tend to spend more during each shopping trip. However, given the high costs of technology, the payback period for recovery of investments in innovation depends largely upon continued use of the innovation by consumers. Important implications are provided for retailers considering investments in new in-store service innovations. Incorporation of technology within physical stores affords opportunities for the retailer to reduce costs, while enhancing service provided to consumers. Therefore, service innovations in retailing have the potential to benefit consumers as well as retailers. This research models key factors associated with the trial and continuous use of a specific SST in the retail context, the PSA, and estimates retailer benefits from implementing that innovation. In so doing, the study contributes to the nascent area of research on SSTs in the retail sector. Based on theoretical insights from prior SST studies, diffusion of innovation literature, and the TAM, this study develops specific hypotheses regarding the (1) antecedent effects of technological anxiety, novelty seeking, market mavenism, and trust in the retailer on trial of the service innovation; (2) the effects of ease of use, perceived waiting time, and need for interaction on continuous use of the innovation; and (3) the effect of use of innovation on consumer spending at the store. The hypotheses were tested on a sample of 104 actual users of the PSA and 345 nonusers who shopped at the retail store offering the PSA device, one of the early adopters of PSA in Germany. Data were analyzed using logistic regression (antecedents of trial), multiple regression (antecedents of continuous use), and propensity score matching (assessing retailer benefits). Results indicate that factors affecting initial trial are different from those affecting continuous use. More specifically, consumers' trust toward the retailer, novelty seeking, and market mavenism are positively related to trial, while technology anxiety hinders the likelihood of trying the PSA. Perceived ease of use of the device positively impacts continuous use, while consumers' need for interaction in shopping environments reduces the likelihood of continuous use. Importantly, there is evidence on retailer benefits from introducing the innovation since consumers using the PSA tend to spend more during each shopping trip. However, given the high costs of technology, the payback period for recovery of investments in innovation depends largely upon continued use of the innovation by consumers. Important implications are provided for retailers considering investments in new in-store service innovations. The study contributes to the literature through its (1) simultaneous examination of antecedents of trial and continuous usage of a specific SST, (2) the demonstration of economic benefits of SST introduction for the retailer, and (3) contribution to the stream of research on service innovation, as against product innovation.
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This study investigates whether the completion of an optional sandwich work placement enhances student performance in final year examinations. Using Propensity Score Matching, our analysis departs from the literature by controlling for self-selection. Previous studies may have overestimated the impact of sandwich work placements on performance because it might be the case that high-calibre students choose to go on placement. Our results, utilising a large student data set, indicate that self-selection is present, but the effects of a placement on student performance still have an impact. This robust finding is found to be of a remarkably similar magnitude across two UK universities.
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We use a unique dataset with bank clients’ security holdings for all German banks to examine how macroeconomic shocks affect asset allocation preferences of households and non-financial firms. Our analysis focuses on two alternative mechanisms which can influence portfolio choice: wealth shocks, which are represented by the sovereign debt crisis in the Eurozone, and credit-supply shocks which arise from reductions in borrowing abilities during bank distress. We document het- erogeneous responses to these two types of shocks. While households with large holdings of secu- rities from stressed Eurozone countries (Greece, Ireland, Italy, Portugal, and Spain) decrease the degree of concentration in their security portfolio as a result of the Eurozone crisis, non-financial firms with similar levels of holdings from stressed Eurozone countries do not. Credit-supply shocks at the bank level (caused by bank distress) result in lower concentration, for both households and non-financial corporations. We also show that only shocks to corporate credit bear ramifications on bank clients’ portfolio concentration, while shocks in retail credit are inconsequential. Our results are robust to falsification tests, propensity score matching techniques, and instrumental variables estimation.
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Motivated by the historically poor productivity performance of Northern Ireland firms and the longstanding productivity gap with the UK, the aim of this thesis is to examine, through the use of firm-level data, how exporting, innovation and public financial assistance impact on firm productivity growth. These particular activities are investigated due to the continued policy focus on their link to productivity growth and the theoretical claims of a direct positive relationship. In order to undertake these analyses a newly constructed dataset is used which links together cross-sectional and longitudinal data over the 1998-2008 period from the Annual Business Survey, the Manufacturing Sales and Export Survey; the Community Innovation Survey and Invest NI Selective Financial Assistance (SFA) payment data. Econometric methodologies are employed to estimate each of the relationships with regards to productivity growth, making use in particular of Heckman selection techniques and propensity score matching to take account of critical issues of endogeneity and selection bias. The results show that more productive firms self-select into exporting but there is no resulting productivity effect from starting to export; contesting the argument for learning-by-exporting. Product innovation is also found to have no impact on productivity growth over a four year period but there is evidence of a negative process innovation impact, likely to reflect temporary learning effects. Finally SFA assistance, including the amount of the payment, is found to have no short term impact on productivity growth suggesting substantial deadweight effects and/or targeting of inefficient firms. The results provide partial evidence as to why Northern Ireland has failed to narrow the productivity gap with the rest of the UK. The analyses further highlight the need for access to comprehensive firm-level data for research purposes, not least to underpin robust evidence-based policymaking.
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This study aims at exploring the potential impact of forest protection intervention on rural households’ private fuel tree planting in Chiro district of eastern Ethiopia. The study results revealed a robust and significant positive impact of the intervention on farmers’ decisions to produce private household energy by growing fuel trees on their farm. As participation in private fuel tree planting is not random, the study confronts a methodological issue in investigating the causal effect of forest protection intervention on rural farm households’ private fuel tree planting through non-parametric propensity score matching (PSM) method. The protection intervention on average has increased fuel tree planting by 503 (580.6%) compared to open access areas and indirectly contributed to slowing down the loss of biodiversity in the area. Land cover/use is a dynamic phenomenon that changes with time and space due to anthropogenic pressure and development. Forest cover and land use changes in Chiro District, Ethiopia over a period of 40 years was studied using remotely sensed data. Multi temporal satellite data of Landsat was used to map and monitor forest cover and land use changes occurred during three point of time of 1972,1986 and 2012. A pixel base supervised image classification was used to map land use land cover classes for maps of both time set. The result of change detection analysis revealed that the area has shown a remarkable land cover/land use changes in general and forest cover change in particular. Specifically, the dense forest cover land declined from 235 ha in 1972 to 51 ha in 1986. However, government interventions in forest protection in 1989 have slowed down the drastic change of dense forest cover loss around the protected area through reclaiming 1,300 hectares of deforested land through reforestation program up to 2012.
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In the current study, we compared technical efficiency of smallholder rice farmers with and without credit in northern Ghana using data from a farm household survey. We fitted a stochastic frontier production function to input and output data to measure technical efficiency. We addressed self-selection into credit participation using propensity score matching and found that the mean efficiency did not differ between credit users and non-users. Credit-participating households had an efficiency of 63.0 percent compared to 61.7 percent for non-participants. The results indicate significant inefficiencies in production and thus a high scope for improving farmers’ technical efficiency through better use of available resources at the current level of technology. Apart from labour and capital, all the conventional farm inputs had a significant effect on rice production. The determinants of efficiency included the respondent’s age, sex, educational status, distance to the nearest market, herd ownership, access to irrigation and specialisation in rice production. From a policy perspective, we recommend that the credit should be channelled to farmers who demonstrate the need for it and show the commitment to improve their production through external financing. Such a screening mechanism will ensure that the credit goes to the right farmers who need it to improve their technical efficiency.
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During the last 15 years, the public school system in Bogotá, Colombia has maintained a concession system in which 25 schools are managed privately with exemptions to many of the rules required in the traditional schools -- This study uses the propensity score matching technique to examine whether students in the privately-managed schools have better scores on the Saber 11° examinations taken upon completion of secondary school -- The results for 251 schools indicates that students with comparable socioeconomic characteristics score considerably better on these tests in the privately-managed schools than in the traditional public schools -- Thus, there is evidence that the privately-managed public schools are a cost-effective alternative to the traditional public school
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Tese (doutorado)—Universidade de Brasília, Departamento de Economia, Brasília, 2016.
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Les maladies cardiovasculaires ont un impact considérable sur la vie des Canadiens, et de nombreux efforts ont permis d’identifier différents facteurs de risque associés à cette condition. L’hypertension artérielle représente un de ces facteurs modifiables les plus importants. Quoique l’hypertension est définie à l’aide de mesures de pression artérielle en périphérie, il devient de plus en plus apparent que la mesure de pression centrale et de ses composantes auraient des avantages au niveau de la prédiction de la survenue d’événements cardiovasculaires. Le présent mémoire vise à mieux caractériser deux déterminants de cette pression centrale, le traitement antihypertenseur à base de bêtabloqueurs et l’insuffisance rénale chronique précoce. En utilisant les données recueillies dans la banque de données populationnelle CARTaGENE, il a été possible à l’aide d’analyses statistiques par appariement basé sur le coefficient de propension de démontrer que l’utilisation d’agents antihypertensifs de type bêtabloqueurs était associée à un profil hémodynamique central défavorable. Ainsi, les individus recevant ces agents avaient une pression centrale et une amplification artérielle plus élevées que des individus du groupe contrôle apparié et ce, malgré une pression périphérique identique. Cet effet semblait être incomplètement expliqué par la réduction du rythme cardiaque associé à l’utilisation de bêtabloqueurs. Aussi, il a été démontré que l’insuffisance rénale chronique de stade 3 (débit de filtration glomérulaire estimé entre 30 et 60 mL/min/1.73m2) n’était pas associée à une élévation des paramètres hémodynamiques centraux, contrairement à ce qui avait déjà été décrit chez des individus avec insuffisance rénale chronique plus avancée. De plus, le niveau d’albuminurie ne serait également pas associé à un changement du profil central dans un sous-groupe de la cohorte CARTaGENE.
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Les maladies cardiovasculaires ont un impact considérable sur la vie des Canadiens, et de nombreux efforts ont permis d’identifier différents facteurs de risque associés à cette condition. L’hypertension artérielle représente un de ces facteurs modifiables les plus importants. Quoique l’hypertension est définie à l’aide de mesures de pression artérielle en périphérie, il devient de plus en plus apparent que la mesure de pression centrale et de ses composantes auraient des avantages au niveau de la prédiction de la survenue d’événements cardiovasculaires. Le présent mémoire vise à mieux caractériser deux déterminants de cette pression centrale, le traitement antihypertenseur à base de bêtabloqueurs et l’insuffisance rénale chronique précoce. En utilisant les données recueillies dans la banque de données populationnelle CARTaGENE, il a été possible à l’aide d’analyses statistiques par appariement basé sur le coefficient de propension de démontrer que l’utilisation d’agents antihypertensifs de type bêtabloqueurs était associée à un profil hémodynamique central défavorable. Ainsi, les individus recevant ces agents avaient une pression centrale et une amplification artérielle plus élevées que des individus du groupe contrôle apparié et ce, malgré une pression périphérique identique. Cet effet semblait être incomplètement expliqué par la réduction du rythme cardiaque associé à l’utilisation de bêtabloqueurs. Aussi, il a été démontré que l’insuffisance rénale chronique de stade 3 (débit de filtration glomérulaire estimé entre 30 et 60 mL/min/1.73m2) n’était pas associée à une élévation des paramètres hémodynamiques centraux, contrairement à ce qui avait déjà été décrit chez des individus avec insuffisance rénale chronique plus avancée. De plus, le niveau d’albuminurie ne serait également pas associé à un changement du profil central dans un sous-groupe de la cohorte CARTaGENE.
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Esta investigación analiza el impacto del Programa de Alimentación Escolar en el trabajo infantil en Colombia a través de varias técnicas de evaluación de impacto que incluyen emparejamiento simple, emparejamiento genético y emparejamiento con reducción de sesgo. En particular, se encuentra que este programa disminuye la probabilidad de que los escolares trabajen alrededor de un 4%. Además, se explora que el trabajo infantil se reduce gracias a que el programa aumenta la seguridad alimentaria, lo que consecuentemente cambia las decisiones de los hogares y anula la carga laboral en los infantes. Son numerosos los avances en primera infancia llevados a cabo por el Estado, sin embargo, estos resultados sirven de base para construir un marco conceptual en el que se deben rescatar y promover las políticas públicas alimentarias en toda la edad escolar.
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Background L’incidenza di malattie valvolari aortiche è in costante aumento. La terapia definitiva è chirurgica o interventistica, determinando un evidente miglioramento della qualità di vita, a fronte di un rischio operatorio ormai estremamente basso. Le linee guida internazionali più recenti pongono in classe I entrambe le procedure nella fascia di età fra 65 e 80 anni. Materiali e metodi È stata effettuata un’analisi retrospettiva dei pazienti di età compresa fra 65 e 80 anni, sottoposti a sostituzione valvolare aortica isolata chirurgica con bioprotesi sutureless (gruppo SU-AVR), oppure trans-catetere (gruppo TAVR), presso Maria Cecilia Hospital tra gennaio 2011 e dicembre 2021. Mediante propensity score matching sono stati analizzati, nei due gruppi risultanti, gli outcomes di mortalità e complicanze intraospedaliere, a 30 giorni, ad un anno e attuariale. Risultati Sono stati inclusi nello studio 638 pazienti, di cui 338 (52.98%) nel gruppo SU-AVR e 300 (47.02%) nel gruppo TAVR. Dopo propensity score matching, sono stati ottenuti due gruppi di pazienti (124 per gruppo) senza differenze statisticamente significative nelle comorbidità preoperatorie. La mortalità a 30 giorni è risultata sovrapponibile nei 2 gruppi. Il gruppo TAVR ha mostrato un’incidenza significativamente maggiore di impianto di pacemaker definitivo e di danni vascolari maggiori, mentre il gruppo SU-AVR ha mostrato una maggior incidenza di fibrillazione atriale, di trasfusioni e di insufficienza renale. La mortalità per tutte le cause a un anno è risultata significativamente maggiore per il gruppo TAVR e il divario continua ad aumentare con il tempo. Conclusioni La sostituzione valvolare aortica trans-catetere (TAVR) mostra risultati molto buoni nel breve termine nei pazienti fra 65 e 80 anni di età. Al follow-up a medio termine, tuttavia, i risultati preliminari mostrano un miglior outcome dei pazienti sottoposti a sostituzione valvolare chirurgica, sia in termini di mortalità per qualsiasi causa che di eventi cardiovascolari e cerebrovascolari maggiori.