...Meta-Regression Analysis Abdul Jabbar Abdullah* Hristos Doucouliagos Elizabeth Manning - FIRST DRAFT - Please do not quote without permission from the authors September 2011 Abstract This paper revisits the literature that investigates the effects of education on inequality. Specifically, the paper provides a comprehensive quantitative review of the extant econometrics literature through a meta-regression analysis of 64 empirical studies that collectively report 868 estimates of the effects of education on inequality. We find that education affects the two tails of the distribution of incomes; it reduces the income share of top earners and increases the share of the bottom earners, but has no effect on the share of the middle class. Inequality in education widens income inequality. Education has a larger negative effect on inequality in Africa. The heterogeneity in reported estimates can be largely explained by differences in the specification of the econometric model. JEL Codes: I24, C01 Keywords: Education, inequality, meta-regression analysis Number of words: 12,683 * Corresponding author. Abdullah: Universiti Teknologi Mara Sarawak Campus, Malaysia and PhD Candidate Deakin University, ajabd@deakin.edu.au Doucouliagos: School of Accounting, Economic and Finance, Deakin University, douc@deakin.edu.au Manning: School of Accounting, Economic and Finance, Deakin University, elizabem@deakin.edu.au 1 Education and Income Inequality: A Meta-Regression Analysis 1. Introduction...
Words: 13666 - Pages: 55
...basis for a Fraud Detection solution. Indeed, we believe that this architecture will stimulate research, and more importantly organizations, to invest in Analytics and Statistical Fraud-Scoring to be used in conjunction with the already in-place preventive techniques. Therefore, in this research we explore different strategies to build a Streambased Fraud Detection solution, using advanced Data Mining Algorithms and Statistical Analysis, and show how they lead to increased accuracy in the detection of fraud by at least 78% in our reference dataset. We also discuss how a combination of these strategies can be embedded in a Stream-based application to detect fraud in real-time. From this perspective, our experiments lead to an average processing time of 111,702ms per transaction, while strategies to further improve the performance are discussed. Keywords: Fraud Detection, Stream Computing, Real-Time Analysis, Fraud, Data Mining, Retail Banking Industry, Data Preprocessing, Data Classification, Behavior-based Models, Supervised Analysis, Semi-supervised Analysis Sammanfattning Privatbankerna har drabbats hårt av bedrägerier de senaste åren. Bedragare har lyckats kringgå forskning och tillgängliga system och lura bankerna och deras kunder. Därför vill vi införa en ny, polyvalent...
Words: 56858 - Pages: 228
...THE FIRST FILIPINO Republie of the Philippines Department of Education & Culture NATIONAL HISTORICAL COMMISSION Manila FERDINAND E. MARCOS President Republic of the Philippines JUAN L. MANUEL Secretary of Education & Culture ESTEBAN A. DE OCAMPO Chairman DOMINGO ABELLA Member HORACIO DE LA COSTA, S. J. Member GODOFREDO L. ALCASID Ex-Oficio Member TEODORO A. AGONCILLO Member EMILIO AGUILAR CRUZ Member SERAFIN D. QUIASON Ex-Oficio Member FLORDELIZA K. MILITANTE Exccutive Director RAMON G. CONCEPCION Chief, Administrative Division BELEN V. FORTU Chief, Budget & Fiscal Division JOSE C. DAYRIT Chief, Research & Publications Division AVELINA M. CASTAÑEDA Chief, Special & Commemorative Events Division ROSAURO G. UNTIVERO Historical Researcher & Editor EULOGIO M. LEAÑO Chief Historical Writer-Translator & Publications Officer GENEROSO M. ILANO Auditor JOSE RIZAL (1861-1896) THE FIRST FILIPINO A Biography of José Rizal by LEÓN Ma. GUERRERO with an introduction by CARLOS QUI R INO ( Awarded First Prize in the Rizal Biography Contest held under the auspices of the José Rizal National Centennial Commission in 1961) NATIONAL HISTORICAL COMMISSION Manila 1974 First Printing 1963 Second Printing 1965 Third Printing 1969 Fourth Printing 1971 Fifth Printing 1974 This Book is dedicated by the Author to the other Filipinos Speak of me as I am; nothing extenuate, Nor set down aught in malice, Shakespeare: °the/Lo. Paint my picture truly like me, and not flatter me at all ; but...
Words: 203166 - Pages: 813
...basis for a Fraud Detection solution. Indeed, we believe that this architecture will stimulate research, and more importantly organizations, to invest in Analytics and Statistical Fraud-Scoring to be used in conjunction with the already in-place preventive techniques. Therefore, in this research we explore different strategies to build a Streambased Fraud Detection solution, using advanced Data Mining Algorithms and Statistical Analysis, and show how they lead to increased accuracy in the detection of fraud by at least 78% in our reference dataset. We also discuss how a combination of these strategies can be embedded in a Stream-based application to detect fraud in real-time. From this perspective, our experiments lead to an average processing time of 111,702ms per transaction, while strategies to further improve the performance are discussed. Keywords: Fraud Detection, Stream Computing, Real-Time Analysis, Fraud, Data Mining, Retail Banking Industry, Data Preprocessing, Data Classification, Behavior-based Models, Supervised Analysis, Semi-supervised Analysis Sammanfattning Privatbankerna har drabbats hårt av bedrägerier de senaste åren. Bedragare har lyckats kringgå forskning och tillgängliga system och lura bankerna och deras kunder. Därför vill vi införa en ny, polyvalent...
Words: 56858 - Pages: 228
...Project Management Institute A GUIDE TO THE PROJECT MANAGEMENT BODY OF KNOWLEDGE (PMBOK® Guide)—Fourth Edition 30, 0HPEHU &RS\ ² 1RW IRU 5HSURGXFWLRQ RU 'LVWULEXWLRQ An American National Standard ANSI/PMI 99-001-2008 ISBN: 978-1-933890-51-7 Published by: Project Management Institute, Inc. 14 Campus Boulevard Newtown Square, Pennsylvania 19073-3299 USA. Phone: +610-356-4600 Fax: +610-356-4647 E-mail: customercare@pmi.org Internet: www.pmi.org ©2008 Project Management Institute, Inc. All rights reserved. “PMI”, the PMI logo, “PMP”, the PMP logo, “PMBOK”, “PgMP”, “Project Management Journal”, “PM Network”, and the PMI Today logo are registered marks of Project Management Institute, Inc. The Quarter Globe Design is a trademark of the Project Management Institute, Inc. For a comprehensive list of PMI marks, contact the PMI Legal Department. PMI Publications welcomes corrections and comments on its books. Please feel free to send comments on typographical, formatting, or other errors. Simply make a copy of the relevant page of the book, mark the error, and send it to: Book Editor, PMI Publications, 14 Campus Boulevard, Newtown Square, PA 19073-3299 USA. To inquire about discounts for resale or educational purposes, please contact the PMI Book Service Center. PMI Book Service Center P.O. Box 932683, Atlanta, GA 31193-2683 USA Phone: 1-866-276-4764 (within the U.S. or Canada) or +1-770-280-4129 (globally) Fax: +1-770-280-4113 E-mail: book.orders@pmi.org Printed in the...
Words: 148336 - Pages: 594
...cyan magenta amarillo negro Contabilidad 1 es una obra concebida y desarrollada para la enseñanza y el aprendizaje de la contabilidad, que describe la parte operativa de esta disciplina, con orientación a la toma de decisiones. Cada tema del libro se desarrolla a través de una estructura muy clara: al principio se establecen los objetivos, y luego se ofrece una explicación acerca de los orígenes del tema, posteriormente se definen los conceptos más importantes, y por último, se proporcionan ejercicios de diversa complejidad. Cada tema presenta cuatro tipos de ejercicios (resueltos, individuales, colectivos y optativos); algunos de ellos pueden ser resueltos con el software incluido en el libro. Entre los temas más importantes que desarrolla esta obra se encuentran: • Normas de Información Financiera • Cuentas de resultados, deudoras y acreedoras • Inventarios • El estado de resultados • Registro de operaciones en diario y en paquetes de cómputo • Ajustes y la nueva elaboración de estados financieros • Estado de cambios en la situación financiera • Análisis de estados financieros Para obtener más información, visite: www.pearsoneducacion.net/calleja www.FreeLibros.me www.FreeLibros.me Contabilidad 1 Francisco Javier Calleja Bernal Instituto Tecnológico y de Estudios Superiores de Monterrey, Campus ciudad de México Revisión técnica Miguel Ángel Rodríguez Gutiérrez Universidad Iberoamericana Prentice Hall www.FreeLibros.me Datos de...
Words: 166193 - Pages: 665
...62118 0/nm 1/n1 2/nm 3/nm 4/nm 5/nm 6/nm 7/nm 8/nm 9/nm 1990s 0th/pt 1st/p 1th/tc 2nd/p 2th/tc 3rd/p 3th/tc 4th/pt 5th/pt 6th/pt 7th/pt 8th/pt 9th/pt 0s/pt a A AA AAA Aachen/M aardvark/SM Aaren/M Aarhus/M Aarika/M Aaron/M AB aback abacus/SM abaft Abagael/M Abagail/M abalone/SM abandoner/M abandon/LGDRS abandonment/SM abase/LGDSR abasement/S abaser/M abashed/UY abashment/MS abash/SDLG abate/DSRLG abated/U abatement/MS abater/M abattoir/SM Abba/M Abbe/M abbé/S abbess/SM Abbey/M abbey/MS Abbie/M Abbi/M Abbot/M abbot/MS Abbott/M abbr abbrev abbreviated/UA abbreviates/A abbreviate/XDSNG abbreviating/A abbreviation/M Abbye/M Abby/M ABC/M Abdel/M abdicate/NGDSX abdication/M abdomen/SM abdominal/YS abduct/DGS abduction/SM abductor/SM Abdul/M ab/DY abeam Abelard/M Abel/M Abelson/M Abe/M Aberdeen/M Abernathy/M aberrant/YS aberrational aberration/SM abet/S abetted abetting abettor/SM Abeu/M abeyance/MS abeyant Abey/M abhorred abhorrence/MS abhorrent/Y abhorrer/M abhorring abhor/S abidance/MS abide/JGSR abider/M abiding/Y Abidjan/M Abie/M Abigael/M Abigail/M Abigale/M Abilene/M ability/IMES abjection/MS abjectness/SM abject/SGPDY abjuration/SM abjuratory abjurer/M abjure/ZGSRD ablate/VGNSDX ablation/M ablative/SY ablaze abler/E ables/E ablest able/U abloom ablution/MS Ab/M ABM/S abnegate/NGSDX abnegation/M Abner/M abnormality/SM abnormal/SY aboard ...
Words: 113589 - Pages: 455
