Participation in Farm Markets in Rural Northwest Pakistan: A Regression Analysis
|
|
- Winfred Atkins
- 8 years ago
- Views:
Transcription
1 Pak. J. Commer. Soc. Sci Vol. 6 (2), Particiation in Farm Markets in Rural Northwest Pakistan: A Regression Analysis Inayatullah Jan Assistant Professor of Rural Develoment, Institute of Develoment Studies, Khyber Pakhtunkhwa Agricultural University Peshawar, Pakistan inayat43@yahoo.com Abstract Particiation in farm markets is imortant for increasing income of farmers in the develoing countries. A number of factors account for a household articiation in agricultural marketing. This study attemts to exlore such associated factors which lay a significant role in farmers articiation in farm markets in rural northwest Pakistan. Drawing on emirical data from the field survey; gur, vegetables, and milk were the main roducts offered for marketing in the area. The degree of secialization of market relations was based on the nature of the farm roduct. In gur markets, the marketing relations were based on ersonalized terms whereas in vegetable markets, they were exclusively commercialized. The results of the binary logit model show that size of selfcultivated land and number of livestock, were imortant determinants of a household articiation in agricultural marketing. The study concludes that articiation in agricultural markets could be substantially increased through imroved infrastructure, commercialized farming systems, and increased number of farm markets so that the dominance of few selected commission agents is minimized. Keywords: Agricultural marketing, Farm roducts, Commission agent, Gur, Logit model. 1. Introduction Particiation in farm markets is both a cause and a consequence of economic develoment. Markets offer households the oortunity to secialize according to comarative advantage and thereby enjoy welfare gains from the trade. Recognition of the otential of markets as engines of economic develoment and structural transformation gave rise to a market-led aradigm of agricultural develoment during the 1980s (Reardon and Timmer, 2005). With articiation in farm markets, households disosable income increases, and so does demand for multile goods and services. It, therefore, induces increased articiation in demand-side markets, which further increases the demand for cash and thus articiation in suly-side markets. The standard rocess of rural transformation thus involves households transition from a subsistence mode to a commercialized mode with roducts increasingly sold off the farm (Staatz, 1994). In most of the develoing countries, enormous financial, olitical, as well as scientific efforts have esecially concentrated on raising agricultural roduction Nevertheless, the results from imroving the overall living conditions in rural areas are, on the whole, quite
2 Jan oor. One of the reasons that is mentioned again and again even in recent literature, is the neglect of agricultural marketing as a artial asect in the integrated develoment rocess in the rural sector (Jan, 2007). In this study, the market is designated as an imortant agricultural suort institution having a significant imact on the overall socioeconomic imrovement of the farmers. In similar studies (Manig, 1992; Muessen, 1988)on agricultural marketing system in rural areas of Peshawar in the ast, the market structures and market relationshis have been critically analysed. 1.1 Markets for Farm Products in Peshawar The most imortant farm roducts in Peshawar, as identified by the field work and other studies (Manig, 1991, 1992)are gur (brown, non-crystalline sugar) vegetables, cereals, and milk. For gur, vegetables, and fruits, there are five large wholesale markets (two each for fruits and vegetables, and one for gur) in Peshawar. The fruits which are channeled through these markets, are however, not locally roduced but are brought either from Afghanistan or other arts of the rovince and country. All these markets are rivate enterrises. The role of the government-marketing deartment is limited to collecting data on rices, its statistical evaluation and broadcast on media (radio). All other roducts such as milk, milk roducts, fodder etc. are sold directly to the consumers at village (onfarm) or in Peshawar main city (off-farm). There exists no formal market for marketing of cereals, which are channelled to the consumer directly either in the village or are directly sold to the dealers in Peshawar. In both markets for gur and vegetable, there is a hold of several commission agents who lay their imortant role in executing marketing contracts for these roducts (Jan, 2007). However, the nature of marketing relations between the commission agents and roducers differs at both these markets. The marketing relations at gur markets are dominated by the social ties whereas those in vegetable markets are based on economic ties. The gur commission agents lace more emhasis on ersonal and social relations whereas the commission agent s relation with roducers at vegetable markets is mostly based on financial terms (ibid). There are two fruits markets in Peshawar called the old fruitmandi and new fruitmandi. These two mandis (markets) are under the control of few commission agents who mediate large volume of fruits from and to other arts of the rovince. However, no local roducers can be found in these markets. The conditions at both of these markets, esecially the old one, are too unhygienic and the sace for a large number of small retailers at the auctions time is too small. Therefore, the over-crowding sometimes makes the business difficult for the retailers. The above mentioned farm roducts are marketed through different channels. Various tyes of marketing channels available for agricultural roducts are mentioned in detailed here-onwards. 1.2 Marketing Channels Marketing channels are defined as a set of interdeendent businesses and/or organisations, which make a roduct or service available to intermediary and end users. Farm roducts are distributed to the consumers via marketing channels, which may be more or less direct and are formed by the trading activities of first-hand intermediaries, rocessors, wholesalers, and retailers, who buy and rocess raw materials and distribute finished roducts to consumers. Marketing channels begins with farmers (roducers) and ends with the end user (consumer). The marketing channels in the study area are 349
3 Particiation in Farm Markets in Rural Northwest Pakistan illustrated with the hel of figure 1. The most imortant marketing channel for majority of the roducts is the commission agent to whom the goods are sold. The second imortant channel is direct sale to the consumers, for most art in the same village. A small number of the sellers sell their roducts to the small traders in their village stores. Figure 1: Marketing Channels in the Six Selected Villages in District Peshawar, Pakistan. Source: Adoted from (Jan, 2007; Haines, 1999) The transforming trend in global agricultural system from subsistence to commercialized farming is also observable in Pakistan. Farmers are now roducing for their own consumtion as well as for marketing so that to increase their disosable income. Particiation in farm markets is however, retarded by a number of entry barriers (Barrett, et al., 2005). This study attemts to identify the factors that lead a household to articiate in farm marketing in rural northwest Pakistan. 1.3 Objectives of the Study This study is conducted with the aim to analyze the tye and nature of marketing relations among different stakeholders involved in the marketing rocesses. In this context the secific objective of the study is to identify various factors resonsible for articiation in farm marketing in the area. 350
4 Jan 2. Methodology 2.1 Descrition of the Research Location and Data The aer is a comonent of the study conducted by the author as art of his PhD research in in six selected villages in Peshawar. The villages included in the study are Gulbela, Kochian, Dalazak, Kukar, Mushtarzai, and YousafKhel. During the first hase, basic information about all household in these villages was collected through a semi-structured questionnaire. All the households were then searated asfarm and nonfarm household. Out of the farm household 20 household were randomly selected from each village. Thus the total samle size across six villages was 120. For data to be unbiased and highly reresentative, farm household were categorized based on their land tenure system and other socioeconomic conditions. Then selection of all household was made roortionately from each household category. Thus roortionate stratified randomized samling technique was used to collect data. For random selection of the households, SPSS was used Analytical Techniques The data obtained was analysed by using SPSS. It was hyothesized that various household and individual level variables may influence a household s articiation in farm marketing services. The nature and influence of these variables, however, may differ within regions. The level of a household articiation in agricultural marketing was determined by using regression analysis. The deendent variable -articiation in farm marketing -is in dummy (Binary) form; in this case binary logistic model is a most aroriate econometric tool for regression analysis (Gujrati, 2004). The general regression model is: Y 0 1X1 2 X 2... X (1) Where Y = Deendent Variable X1, X 2,..., X Exlanatory Variables β s = Regression Coefficients = Error Term If the deendent variable is in dummy form, the use of binary resonse model is recommended, which is as follow. Y 1 if 0 t X > µ and Y 0 if 0 t X µ 351
5 Particiation in Farm Markets in Rural Northwest Pakistan where t... 1, 2, µ = Error term Assuming µ ~ logit standard, then where t P( Y 1 X ) E[ Y X ] G ( X ) = Logit e t X GLogit Cumulated Distribution Function of the random Error term µ That means conditional exectation is equal to robability for Y = 1 This gives the rediction Eˆ Y X ˆ ˆ X ˆ X ˆ X e ˆ ˆ X ˆ X... ˆ X e or, in different terms (i.e. for the latent variable), Logit Yˆ ˆ ˆ X ˆ X ˆ X (2) ( ) Discussion of Main Findings 3.1. The Model Secification Particiation in farm marketing services is modeled as a dichotomous variable where articiation takes the value 1 if a house articiates in these services and 0 if otherwise. The robability of a household to articiate is formulated as a function of individual, household and village level characteristics, the descritive statistics of which are given in table 1. Education can be used as roxy for more knowledge (awareness) about the requirement for different channels of marketing and their regulations. Household members visit to the main city was hyothesized to have ositive effects on a household articiation in the marketing, as eole frequently travelling to the main city of Peshawar were suosed to be more aware of different markets and the channels adoted for marketing of a articular roduct. Since one of the major marketing roducts in the area is milk and milk roducts, therefore, number of livestock in a house was also included as a otential variable to affect the overall fitness of the model. An imortant variable in the model was total landself cultivated. It was hyothesized that a farmers having more cultivable land will have more roduce and hence more likelihood of articiation in agricultural marketing. 352
6 Jan Table 1: Summary Statistics of the Variables used in Binary Logit Model Variable Descrition Mean Std. Deviation. HACTM Involved in Farm Marketing ( =1, if Yes EDUILL No Education ( = 1, if illiterate) EDUPRI Primary Education (1 = 5 years education) EDUMAT Matric Education (1 = 10 years education) EDUHIG Higher Education (1 = >10 years education) BNCPP Household members visit to Peshawar ( = 1 if visits daily ) TNOB Number of livestock (Buffalos) LogTLSC Self-cultivated land HHW No. of HH members working LOVWRP Location of village from Peshawar ( 1 = Nearer, 6 = Too far ) N Results of the Binary Logit Model Source: Author s Own Data Deiction The model for articiation in marketing services is as follow: Where Logit( Yˆ ) ˆ ˆ X ˆ X... ˆ X (3) Y = 1 if involved in marketing of the farm roducts Table 2 shows the results of the binary logit model for articiation in marketing services. Education of the household head and number of household members working showed no significant effect on the articiation of a household in agricultural marketing. The results are in contrast with those of Heltberg and Tar (2002) whose study deicted the significantly ositive imact of education on articiation in farm marketing in Mozambique. The number of livestock (buffaloes) in a household shows significant effect on the articiation in marketing. A household having more buffaloes have the higher robability for articiation in marketing (more milk roduction) than others. 353
7 Particiation in Farm Markets in Rural Northwest Pakistan Similarly, total land self-cultivated has also significant role on the articiation in farm marketing. The likelihood of a household for articiation in farm marketing increases with increase in size of land self-cultivated. The results are significant at 1% of robability. Similar results were found by Heltberg and Tar (2002) who identified factors such as farm size er household worker, animal traction, and infrastructure as significant factors of smallholder market articiation. Table 2: Determinants of Household s Particiation in Farm Marketing in Northwest Pakistan Variables Variable Label Coefficients Standard Errors EDUPRI (1) Primary education EDUMAT (1) 10 years of education EDUHIG (1) > 10 years education BNCPP(1) HH members visit to Peshawar (frequency TNOB Number of buffaloes.468 *.243 LogTLSC Self-cultivated land *** HHW HH-members working LOVWRP(1) Location of village *** LOVWRP(2) Location of village ** LOVWRP(3) Location of village LOVWRP(4) Location of village ** LOVWRP(5) Location of village *** Constant N 120 Log-Likelihood Valve LR Chi 2 (12) 29.95*** *(**)[***] Significant at =0.10 (0.05) [0.01] The location of the village, which was hyothesized to have a significant effects turned out to be significant in the model. The negative signs of the coefficients, however, show that the villages which are nearer to Peshawar, comared to the reference village, are less likely to articiate in marketing services. Thus it is concluded that distance from the main city is not the only influencing factor for a household articiation in farm roducts 354
8 Jan marketing. Other factors like number of roducers in a articular village, the existing croing attern in the village, and road and transort availability etc. are imortant in influencing a household articiation in the marketing farm roducts, as the factors identified by Heltberg and Tar (2002). The overall model, however, is highly significant having robability of 1%. 4. Conclusion The study shows that the most imortant marketing roducts in the research area are gur, vegetable, milk, cereals, and green fodder. These roducts were marketed through different channels. Gur and vegetables, for examle, were marketed through commission agents. However, there were two distinct differences in the marketing of these roducts through commission agents. The first was the croing attern and secialization of household land tenure system. The household falling in the tenant category of farmers were mostly marketing gur whereas household with additional emloyment (non-farm emloyment) were involved in marketing of vegetables. The second difference is that of the secialization of marketing relation existing between the roducer and the commission agents. The revailing marketing relations between commission agents and gur roducers were driven by social interaction (such as visits to farm, gur-factory, and credit etc.). On contrarily, the relations between commission agents and vegetable growers were absolutely commercialized involving cash transactions on the sot. Hence, gur roducers were normally tied to secific commission agents and the vegetable roducers were having no such obligation. They were marketing through the agent offering relatively better rices. Milk was marketed through retailers in the city. The roducts like fruits and milk roducts have almost disaeared from the region. Similarly, cereals, desite the large volume of croing, are of less imortance from marketing ersectives. They were either marketed at a small level through the local shokeeers or through large dealers collecting it in bulk for rocessing at flour mills. The roducers of gur and vegetables articularly face two roblems in articiating in agricultural marketing; the oor infrastructure, due to which erishable vegetables are often lost, and the hold of few commission agents in the markets who often control the rices. It is recommended that if farm to market infrastructure is imroved, farmers adot more commercialized farming system, and further markets are established in the surroundings of the main city, large number of farmers will be able to timely channel their roduces to markets and will be able to get more rofits of their efforts. Acknowledgements The author is thankful to the Volkswagen Foundation, Germany for roviding financial suort to the study. I am also thankful to the Institute of Rural Develoment (IRD), University of Goettingen, Germany for roviding technical suort to the study. Most imortantly, heartiest thanks are to Prof. Dr. Winfried Manig of IRD, for his candid comments on imroving the overall reort of which this aer is a art. Any statement, oinion, or judgment reflects the ersonal views of the author alone. REFERENCES Reardon, T.and Timmer, C.P.(2005).Transformation of Markets for Agricultural Outut in Develoing Countries since 1950: How Has Thinking Changed? In Robert, E. Evenson 355
9 Particiation in Farm Markets in Rural Northwest Pakistan and Prabhu Pingali (eds) Agricultural Develoment: Farmers, Farm Production and Farm Markets. Handbook of Agricultural Economics, Elsevier. Staatz, J.M. (1994). The Strategic Role of Food and Agriculture Systems in Fighting Hunger through Fostering Sustainable Economic Growth. Staff Paer, Deartment of Agricultural Economics, Michigan State University. Jan, I. (2007). Institutional Changes in Agricultural Suort Services in Rural Northwest Pakistan. Socioeconomic Studies on Rural Develoment (Vol.140). Wissenschaftsverlag Vauk Kiel KG. Manig, W. (1992).Rural Institutional Develoment and its Imact in Northwest Pakistan, Socioeconomic Studies on Rural Develoment. Aachen (Vol. 88). AlanoVerlag. Manig, W. (1991).Rural Social and Economic Structures and Institutional Develoment. In Winfried Manig (ed) Stability and Changes in Rural Institutions in North Pakistan. Socioeconomic Studies in Rural Develoment. Aachen: Vol. 85.AlanoVerlag. Muessen, G. (1988).Changes in Agricultural Marketing in North Pakistan. In Winfried Manig (ed) Institutional Change and Rural Develoment: Adjustment Processes of Rural Institutions inpakistan, Preliminary Results of an Emirical Research Project.Publication No. 194.Institute of Develoment Studies, NWFP Agricultural University Peshawar, Pakistan, and Institute of Rural Develoment, University of Goettingen, West Germany. Haines, M. (1999).Marketing for Farm and Rural Enterrise.UK: Farming Press. Barrett, C.B., Bezuneh, M., Clay, D.C.and Reardon, T. (2005).Heterogeneous Constraints, Incentives and Income Diversification Strategies in Rural Africa. Quarterly Journal of International Agriculture, 44(1), Gujrati, N.D. (2004). Basic Econometrics. (4 th International Editions. ed.), Singaore: McGraw Hill Heltberg, R. and Tar, F. (2002). Agricultural Suly Resonse and Poverty in Mozambique. Food Policy, 27(1),
An Empirical Analysis of the Effect of Credit Rating on Trade Credit
011 International Conference on Financial Management and Economics IPED vol.11 (011) (011) ICSIT Press, Singaore n Emirical nalysis of the Effect of Credit ating on Trade Credit Jian-Hsin Chou¹ Mei-Ching
More informationCOST CALCULATION IN COMPLEX TRANSPORT SYSTEMS
OST ALULATION IN OMLEX TRANSORT SYSTEMS Zoltán BOKOR 1 Introduction Determining the real oeration and service costs is essential if transort systems are to be lanned and controlled effectively. ost information
More informationA Multivariate Statistical Analysis of Stock Trends. Abstract
A Multivariate Statistical Analysis of Stock Trends Aril Kerby Alma College Alma, MI James Lawrence Miami University Oxford, OH Abstract Is there a method to redict the stock market? What factors determine
More informationTHE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN
THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN *Akbar Abdolhosenzadeh 1, Laya Mokhtari 2, Amineh Sahranavard Gargari
More informationDAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON
DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON Rosario Esínola, Javier Contreras, Francisco J. Nogales and Antonio J. Conejo E.T.S. de Ingenieros Industriales, Universidad
More informationService Network Design with Asset Management: Formulations and Comparative Analyzes
Service Network Design with Asset Management: Formulations and Comarative Analyzes Jardar Andersen Teodor Gabriel Crainic Marielle Christiansen October 2007 CIRRELT-2007-40 Service Network Design with
More informationBusiness Development Services and Small Business Growth in Bangladesh
Universal Journal of Industrial and Business Management 1(2): 54-61, 2013 DOI: 10.13189/ujibm.2013.010206 htt://www.hrub.org Business Develoment Services and Small Business Growth in Bangladesh Md. Serazul
More informationJoint Production and Financing Decisions: Modeling and Analysis
Joint Production and Financing Decisions: Modeling and Analysis Xiaodong Xu John R. Birge Deartment of Industrial Engineering and Management Sciences, Northwestern University, Evanston, Illinois 60208,
More informationTitle: Stochastic models of resource allocation for services
Title: Stochastic models of resource allocation for services Author: Ralh Badinelli,Professor, Virginia Tech, Deartment of BIT (235), Virginia Tech, Blacksburg VA 2461, USA, ralhb@vt.edu Phone : (54) 231-7688,
More informationComparing Dissimilarity Measures for Symbolic Data Analysis
Comaring Dissimilarity Measures for Symbolic Data Analysis Donato MALERBA, Floriana ESPOSITO, Vincenzo GIOVIALE and Valentina TAMMA Diartimento di Informatica, University of Bari Via Orabona 4 76 Bari,
More informationInterbank Market and Central Bank Policy
Federal Reserve Bank of New York Staff Reorts Interbank Market and Central Bank Policy Jung-Hyun Ahn Vincent Bignon Régis Breton Antoine Martin Staff Reort No. 763 January 206 This aer resents reliminary
More informationAn important observation in supply chain management, known as the bullwhip effect,
Quantifying the Bullwhi Effect in a Simle Suly Chain: The Imact of Forecasting, Lead Times, and Information Frank Chen Zvi Drezner Jennifer K. Ryan David Simchi-Levi Decision Sciences Deartment, National
More informationCRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS
Review of the Air Force Academy No (23) 203 CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS Cătălin CIOACĂ Henri Coandă Air Force Academy, Braşov, Romania Abstract: The
More informationTHE HEBREW UNIVERSITY OF JERUSALEM
האוניברסיטה העברית בירושלים THE HEBREW UNIVERSITY OF JERUSALEM FIRM SPECIFIC AND MACRO HERDING BY PROFESSIONAL AND AMATEUR INVESTORS AND THEIR EFFECTS ON MARKET By ITZHAK VENEZIA, AMRUT NASHIKKAR, and
More informationManaging specific risk in property portfolios
Managing secific risk in roerty ortfolios Andrew Baum, PhD University of Reading, UK Peter Struemell OPC, London, UK Contact author: Andrew Baum Deartment of Real Estate and Planning University of Reading
More informationCFRI 3,4. Zhengwei Wang PBC School of Finance, Tsinghua University, Beijing, China and SEBA, Beijing Normal University, Beijing, China
The current issue and full text archive of this journal is available at www.emeraldinsight.com/2044-1398.htm CFRI 3,4 322 constraints and cororate caital structure: a model Wuxiang Zhu School of Economics
More informationGLOBAL EMPLOYMENT TRENDS FOR YOUTH 2012
GLOBAL EMPLOYMENT TRENDS FOR YOUTH 2012 +0.1 +2.03 +0.04-25.301 023-00.22 006.65 0.887983 +1.922523006.62-0.657987 +1.987523006.82-006.65 +0.1 0.887987 +1.987523006.60 0.887987 +2.03 +1.0075230.887984
More informationAn inventory control system for spare parts at a refinery: An empirical comparison of different reorder point methods
An inventory control system for sare arts at a refinery: An emirical comarison of different reorder oint methods Eric Porras a*, Rommert Dekker b a Instituto Tecnológico y de Estudios Sueriores de Monterrey,
More informationElectronic Commerce Research and Applications
Electronic Commerce Research and Alications 12 (2013) 246 259 Contents lists available at SciVerse ScienceDirect Electronic Commerce Research and Alications journal homeage: www.elsevier.com/locate/ecra
More informationPiracy and Network Externality An Analysis for the Monopolized Software Industry
Piracy and Network Externality An Analysis for the Monoolized Software Industry Ming Chung Chang Deartment of Economics and Graduate Institute of Industrial Economics mcchang@mgt.ncu.edu.tw Chiu Fen Lin
More informationThe impact of metadata implementation on webpage visibility in search engine results (Part II) q
Information Processing and Management 41 (2005) 691 715 www.elsevier.com/locate/inforoman The imact of metadata imlementation on webage visibility in search engine results (Part II) q Jin Zhang *, Alexandra
More informationSt.George - ACCI SMALL BUSINESS SURVEY August 2007
Release Date: 21 August 2007 St.George - ACCI SMALL BUSINESS SURVEY August 2007 Identifying National Trends and Conditions for the Sector Working in Partnershi for the future of Australian Business St.George
More informationProject Finance as a Risk- Management Tool in International Syndicated Lending
Discussion Paer No. 183 Project Finance as a Risk Management Tool in International Syndicated ending Christa ainz* Stefanie Kleimeier** December 2006 *Christa ainz, Deartment of Economics, University of
More informationOn Software Piracy when Piracy is Costly
Deartment of Economics Working aer No. 0309 htt://nt.fas.nus.edu.sg/ecs/ub/w/w0309.df n Software iracy when iracy is Costly Sougata oddar August 003 Abstract: The ervasiveness of the illegal coying of
More informationAsymmetric Information, Transaction Cost, and. Externalities in Competitive Insurance Markets *
Asymmetric Information, Transaction Cost, and Externalities in Cometitive Insurance Markets * Jerry W. iu Deartment of Finance, University of Notre Dame, Notre Dame, IN 46556-5646 wliu@nd.edu Mark J. Browne
More informationWhat is Adverse Selection. Economics of Information and Contracts Adverse Selection. Lemons Problem. Lemons Problem
What is Adverse Selection Economics of Information and Contracts Adverse Selection Levent Koçkesen Koç University In markets with erfect information all rofitable trades (those in which the value to the
More informationIndex Numbers OPTIONAL - II Mathematics for Commerce, Economics and Business INDEX NUMBERS
Index Numbers OPTIONAL - II 38 INDEX NUMBERS Of the imortant statistical devices and techniques, Index Numbers have today become one of the most widely used for judging the ulse of economy, although in
More informationSage HRMS I Planning Guide. The HR Software Buyer s Guide and Checklist
I Planning Guide The HR Software Buyer s Guide and Checklist Table of Contents Introduction... 1 Recent Trends in HR Technology... 1 Return on Emloyee Investment Paerless HR Workflows Business Intelligence
More informationOn-the-Job Search, Work Effort and Hyperbolic Discounting
On-the-Job Search, Work Effort and Hyerbolic Discounting Thomas van Huizen March 2010 - Preliminary draft - ABSTRACT This aer assesses theoretically and examines emirically the effects of time references
More informationCorporate Compliance Policy
Cororate Comliance Policy English Edition FOREWORD Dear Emloyees, The global nature of Bayer s oerations means that our activities are subject to a wide variety of statutory regulations and standards
More informationA Simple Model of Pricing, Markups and Market. Power Under Demand Fluctuations
A Simle Model of Pricing, Markus and Market Power Under Demand Fluctuations Stanley S. Reynolds Deartment of Economics; University of Arizona; Tucson, AZ 85721 Bart J. Wilson Economic Science Laboratory;
More informationMerchandise Trade of U.S. Affiliates of Foreign Companies
52 SURVEY OF CURRENT BUSINESS October 1993 Merchandise Trade of U.S. Affiliates of Foreign Comanies By William J. Zeile U. S. AFFILIATES of foreign comanies account for a large share of total U.S. merchandise
More informationOn the predictive content of the PPI on CPI inflation: the case of Mexico
On the redictive content of the PPI on inflation: the case of Mexico José Sidaoui, Carlos Caistrán, Daniel Chiquiar and Manuel Ramos-Francia 1 1. Introduction It would be natural to exect that shocks to
More informationSage HRMS I Planning Guide. The Complete Buyer s Guide for Payroll Software
I Planning Guide The Comlete Buyer s Guide for Payroll Software Table of Contents Introduction... 1 Recent Payroll Trends... 2 Payroll Automation With Emloyee Self-Service... 2 Analyzing Your Current Payroll
More informationOutsourcing and Technological Innovations: A Firm-Level Analysis
DISCUSSION PAPER SERIES IZA DP No. 3334 Outsourcing and Technological Innovations: A Firm-Level Analysis Ann Bartel Saul Lach Nachum Sicherman February 2008 Forschungsinstitut zur Zuunft der Arbeit Institute
More informationRisk and Return. Sample chapter. e r t u i o p a s d f CHAPTER CONTENTS LEARNING OBJECTIVES. Chapter 7
Chater 7 Risk and Return LEARNING OBJECTIVES After studying this chater you should be able to: e r t u i o a s d f understand how return and risk are defined and measured understand the concet of risk
More informationTime-Cost Trade-Offs in Resource-Constraint Project Scheduling Problems with Overlapping Modes
Time-Cost Trade-Offs in Resource-Constraint Proect Scheduling Problems with Overlaing Modes François Berthaut Robert Pellerin Nathalie Perrier Adnène Hai February 2011 CIRRELT-2011-10 Bureaux de Montréal
More informationLarge firms and heterogeneity: the structure of trade and industry under oligopoly
Large firms and heterogeneity: the structure of trade and industry under oligooly Eddy Bekkers University of Linz Joseh Francois University of Linz & CEPR (London) ABSTRACT: We develo a model of trade
More informationSang Hoo Bae Department of Economics Clark University 950 Main Street Worcester, MA 01610-1477 508.793.7101 sbae@clarku.edu
Outsourcing with Quality Cometition: Insights from a Three Stage Game Theoretic Model Sang Hoo ae Deartment of Economics Clark University 950 Main Street Worcester, M 01610-1477 508.793.7101 sbae@clarku.edu
More informationThe predictability of security returns with simple technical trading rules
Journal of Emirical Finance 5 1998 347 359 The redictability of security returns with simle technical trading rules Ramazan Gençay Deartment of Economics, UniÕersity of Windsor, 401 Sunset, Windsor, Ont.,
More informationService Network Design with Asset Management: Formulations and Comparative Analyzes
Service Network Design with Asset Management: Formulations and Comarative Analyzes Jardar Andersen Teodor Gabriel Crainic Marielle Christiansen October 2007 CIRRELT-2007-40 Service Network Design with
More informationRummage Web Server Tuning Evaluation through Benchmark
IJCSNS International Journal of Comuter Science and Network Security, VOL.7 No.9, Setember 27 13 Rummage Web Server Tuning Evaluation through Benchmark (Case study: CLICK, and TIME Parameter) Hiyam S.
More informationConcurrent Program Synthesis Based on Supervisory Control
010 American Control Conference Marriott Waterfront, Baltimore, MD, USA June 30-July 0, 010 ThB07.5 Concurrent Program Synthesis Based on Suervisory Control Marian V. Iordache and Panos J. Antsaklis Abstract
More informationWeb Inv. Web Invoicing & Electronic Payments. What s Inside. Strategic Impact of AP Automation. Inefficiencies in Current State
Pay tream A D V I S O R S WHITE PAPER Web Inv Web Invoicing Strategic Imact of AP Automation What s Inside Inefficiencies in Current State Key Drivers for Automation Web Invoicing Comonents New Automation
More informationTHE WELFARE IMPLICATIONS OF COSTLY MONITORING IN THE CREDIT MARKET: A NOTE
The Economic Journal, 110 (Aril ), 576±580.. Published by Blackwell Publishers, 108 Cowley Road, Oxford OX4 1JF, UK and 50 Main Street, Malden, MA 02148, USA. THE WELFARE IMPLICATIONS OF COSTLY MONITORING
More informationDynamics of Open Source Movements
Dynamics of Oen Source Movements Susan Athey y and Glenn Ellison z January 2006 Abstract This aer considers a dynamic model of the evolution of oen source software rojects, focusing on the evolution of
More informationThe Advantage of Timely Intervention
Journal of Exerimental Psychology: Learning, Memory, and Cognition 2004, Vol. 30, No. 4, 856 876 Coyright 2004 by the American Psychological Association 0278-7393/04/$12.00 DOI: 10.1037/0278-7393.30.4.856
More informationEvaluating a Web-Based Information System for Managing Master of Science Summer Projects
Evaluating a Web-Based Information System for Managing Master of Science Summer Projects Till Rebenich University of Southamton tr08r@ecs.soton.ac.uk Andrew M. Gravell University of Southamton amg@ecs.soton.ac.uk
More informationTwo-resource stochastic capacity planning employing a Bayesian methodology
Journal of the Oerational Research Society (23) 54, 1198 128 r 23 Oerational Research Society Ltd. All rights reserved. 16-5682/3 $25. www.algrave-journals.com/jors Two-resource stochastic caacity lanning
More informationCash-in-the-Market Pricing and Optimal Bank Bailout Policy 1
Cash-in-the-Maret Pricing and Otimal Ban Bailout Policy 1 Viral V. Acharya 2 London Business School and CEPR Tanju Yorulmazer 3 Ban of England J.E.L. Classification: G21, G28, G38, E58, D62. Keywords:
More informationWorking paper No: 23/2011 May 2011 LSE Health. Sotiris Vandoros, Katherine Grace Carman. Demand and Pricing of Preventative Health Care
Working aer o: 3/0 May 0 LSE Health Sotiris Vandoros, Katherine Grace Carman Demand and Pricing of Preventative Health Care Demand and Pricing of Preventative Healthcare Sotiris Vandoros, Katherine Grace
More informationADOLESCENTS RIDING MOPEDS COMPARED TO ADOLESCENTS RIDING LIGHT MOTORCYCLES
Issue 2 2011 Article 7 VOL 15 ADOLESCENTS RIDING MOPEDS COMPARED TO ADOLESCENTS RIDING LIGHT MOTORCYCLES OVE NJÅ University of Stavanger ABSTRACT Powered two wheelers (PTW) are categorised into moeds,
More informationA MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION
9 th ASCE Secialty Conference on Probabilistic Mechanics and Structural Reliability PMC2004 Abstract A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION
More informationFailure Behavior Analysis for Reliable Distributed Embedded Systems
Failure Behavior Analysis for Reliable Distributed Embedded Systems Mario Tra, Bernd Schürmann, Torsten Tetteroo {tra schuerma tetteroo}@informatik.uni-kl.de Deartment of Comuter Science, University of
More information5 A recent paper by Courbage and Zweifel (2011) suggests to look at intra-family moral
Introduction Long-term care has been increasingly becoming a "hot" toic over the last years, and its imortance is redicted to grow even more in the coming decades. Long-term care is the care for eole who
More informationApplications of Regret Theory to Asset Pricing
Alications of Regret Theory to Asset Pricing Anna Dodonova * Henry B. Tiie College of Business, University of Iowa Iowa City, Iowa 52242-1000 Tel.: +1-319-337-9958 E-mail address: anna-dodonova@uiowa.edu
More informationSynopsys RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Development FRANCE
RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Develoment FRANCE Synosys There is no doubt left about the benefit of electrication and subsequently
More informationIEEM 101: Inventory control
IEEM 101: Inventory control Outline of this series of lectures: 1. Definition of inventory. Examles of where inventory can imrove things in a system 3. Deterministic Inventory Models 3.1. Continuous review:
More informationMachine Learning with Operational Costs
Journal of Machine Learning Research 14 (2013) 1989-2028 Submitted 12/11; Revised 8/12; Published 7/13 Machine Learning with Oerational Costs Theja Tulabandhula Deartment of Electrical Engineering and
More informationSoftmax Model as Generalization upon Logistic Discrimination Suffers from Overfitting
Journal of Data Science 12(2014),563-574 Softmax Model as Generalization uon Logistic Discrimination Suffers from Overfitting F. Mohammadi Basatini 1 and Rahim Chiniardaz 2 1 Deartment of Statistics, Shoushtar
More informationIdentifying Employment Creating Sectors in India:
ICDD Working Paers Paer No. 12 May 2014 Tulika Bhattacharya Meenakshi Rajeev Identifying Emloyment Creating Sectors in India: An Analysis of Inut-Outut Linkages The International Center for Develoment
More informationWeb Application Scalability: A Model-Based Approach
Coyright 24, Software Engineering Research and Performance Engineering Services. All rights reserved. Web Alication Scalability: A Model-Based Aroach Lloyd G. Williams, Ph.D. Software Engineering Research
More informationThe risk of using the Q heterogeneity estimator for software engineering experiments
Dieste, O., Fernández, E., García-Martínez, R., Juristo, N. 11. The risk of using the Q heterogeneity estimator for software engineering exeriments. The risk of using the Q heterogeneity estimator for
More informationWhere you are Where you need to be How you get there Market Intelligence Competitive Insights Winning Strategies
Where you are Where you need to be How you get there Market Intelligence Cometitive Insights Winning Strategies The industrial and B2B market research and strategy firm Dominate Your Markets Whether you
More informationI will make some additional remarks to my lecture on Monday. I think the main
Jon Vislie; august 04 Hand out EON 4335 Economics of Banking Sulement to the the lecture on the Diamond Dybvig model I will make some additional remarks to my lecture on onday. I think the main results
More informationConsumer Price Index Dynamics in a Small Open Economy: A Structural Time Series Model for Luxembourg
Aka and Pieretii, International Journal of Alied Economics, 5(, March 2008, -3 Consumer Price Index Dynamics in a Small Oen Economy: A Structural Time Series Model for Luxembourg Bédia F. Aka * and P.
More informationMultiperiod Portfolio Optimization with General Transaction Costs
Multieriod Portfolio Otimization with General Transaction Costs Victor DeMiguel Deartment of Management Science and Oerations, London Business School, London NW1 4SA, UK, avmiguel@london.edu Xiaoling Mei
More informationRETAIL INDUSTRY. Shaping the Customer s Experience: How Humans Drive Retail Sales in a Ferocious Economy
RETAIL INDUSTRY Shaing the Customer s Exerience: How Humans Drive Retail Sales in a Ferocious Economy Who Energizes Customer Exerience Management? Senior Executives define the retail strategy with strategic
More informationMomentum Profits in Alternative Stock Market Structures
Momentum Profits in Alternative Stock Market Structures by Patricia Chelley-Steeley* and Antonios Siganos** **Corresonding author Antonios Siganos, Deartment of Accounting and Finance, 73 Southark Avenue,
More informationThe Competitiveness Impacts of Climate Change Mitigation Policies
The Cometitiveness Imacts of Climate Change Mitigation Policies Joseh E. Aldy William A. Pizer 2011 RPP-2011-08 Regulatory Policy Program Mossavar-Rahmani Center for Business and Government Harvard Kennedy
More informationThe Changing Wage Return to an Undergraduate Education
DISCUSSION PAPER SERIES IZA DP No. 1549 The Changing Wage Return to an Undergraduate Education Nigel C. O'Leary Peter J. Sloane March 2005 Forschungsinstitut zur Zukunft der Arbeit Institute for the Study
More informationLocal Connectivity Tests to Identify Wormholes in Wireless Networks
Local Connectivity Tests to Identify Wormholes in Wireless Networks Xiaomeng Ban Comuter Science Stony Brook University xban@cs.sunysb.edu Rik Sarkar Comuter Science Freie Universität Berlin sarkar@inf.fu-berlin.de
More informationIndustrial Management & Data Systems Emerald Article: Gaining customer knowledge through analytical CRM Mark Xu, John Walton
Industrial Management & Data Systems Emerald Article: Gaining customer knowledge through analytical CRM Mark Xu, John Walton Article information: To cite this document: Mark Xu, John Walton, (2005),"Gaining
More informationPreferred risk allocation in China s public private partnership (PPP) projects
Available online at www.sciencedirect.com International Journal of Project Management 28 (2010) 482 492 www.elsevier.com/locate/ijroman Preferred risk allocation in China s ublic rivate artnershi (PPP)
More informationThe HIV Epidemic: What kind of vaccine are we looking for?
adia Abuelezam MATH 181 May 5, 2008 The HIV Eidemic: What kind of vaccine are we looking for? 1 Problem Background 33.2 million eole are living with HIV and AIDS worldwide [4]. Human Immunodeficiency Virus
More informationRisk in Revenue Management and Dynamic Pricing
OPERATIONS RESEARCH Vol. 56, No. 2, March Aril 2008,. 326 343 issn 0030-364X eissn 1526-5463 08 5602 0326 informs doi 10.1287/ore.1070.0438 2008 INFORMS Risk in Revenue Management and Dynamic Pricing Yuri
More informationThe fast Fourier transform method for the valuation of European style options in-the-money (ITM), at-the-money (ATM) and out-of-the-money (OTM)
Comutational and Alied Mathematics Journal 15; 1(1: 1-6 Published online January, 15 (htt://www.aascit.org/ournal/cam he fast Fourier transform method for the valuation of Euroean style otions in-the-money
More informationDrinking water systems are vulnerable to
34 UNIVERSITIES COUNCIL ON WATER RESOURCES ISSUE 129 PAGES 34-4 OCTOBER 24 Use of Systems Analysis to Assess and Minimize Water Security Risks James Uber Regan Murray and Robert Janke U. S. Environmental
More informationLarge-Scale IP Traceback in High-Speed Internet: Practical Techniques and Theoretical Foundation
Large-Scale IP Traceback in High-Seed Internet: Practical Techniques and Theoretical Foundation Jun Li Minho Sung Jun (Jim) Xu College of Comuting Georgia Institute of Technology {junli,mhsung,jx}@cc.gatech.edu
More informationImplementation of Statistic Process Control in a Painting Sector of a Automotive Manufacturer
4 th International Conference on Industrial Engineering and Industrial Management IV Congreso de Ingeniería de Organización Donostia- an ebastián, etember 8 th - th Imlementation of tatistic Process Control
More informationBranch-and-Price for Service Network Design with Asset Management Constraints
Branch-and-Price for Servicee Network Design with Asset Management Constraints Jardar Andersen Roar Grønhaug Mariellee Christiansen Teodor Gabriel Crainic December 2007 CIRRELT-2007-55 Branch-and-Price
More informationHow To Determine Rice Discrimination
Price Discrimination in the Digital Economy Drew Fudenberg (Harvard University) J. Miguel Villas-Boas (University of California, Berkeley) May 2012 ABSTRACT With the develoments in information technology
More informationAlpha Channel Estimation in High Resolution Images and Image Sequences
In IEEE Comuter Society Conference on Comuter Vision and Pattern Recognition (CVPR 2001), Volume I, ages 1063 68, auai Hawaii, 11th 13th Dec 2001 Alha Channel Estimation in High Resolution Images and Image
More informationPartial-Order Planning Algorithms todomainfeatures. Information Sciences Institute University ofwaterloo
Relating the Performance of Partial-Order Planning Algorithms todomainfeatures Craig A. Knoblock Qiang Yang Information Sciences Institute University ofwaterloo University of Southern California Comuter
More informationProject Management and. Scheduling CHAPTER CONTENTS
6 Proect Management and Scheduling HAPTER ONTENTS 6.1 Introduction 6.2 Planning the Proect 6.3 Executing the Proect 6.7.1 Monitor 6.7.2 ontrol 6.7.3 losing 6.4 Proect Scheduling 6.5 ritical Path Method
More informationDigital goods lend themselves to versioning but also suffer from piracy losses. This paper develops a pricing
Information Systems Research Vol. 16, No. 4, December 2005,. 400 417 issn 1047-7047 eissn 1526-5536 05 1604 0400 informs doi 10.1287/isre.1050.0069 2005 INFORMS Managing Piracy: Pricing and Samling Strategies
More informationWhat Makes an Effective Coalition?
MARCH 2011 What Makes an Effective Coalition? Evidence-Based Indicators of Success Funded by and reared for: TCC Grou Team and Acknowledgements This aer was reared by Jared Raynor with extensive research
More informationTOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES
TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES C. Gutiérrez, S. Servigne, R. Laurini LIRIS, INSA Lyon, Bât. Blaise Pascal, 20 av. Albert Einstein 69621 Villeurbanne, France
More informationBeyond the F Test: Effect Size Confidence Intervals and Tests of Close Fit in the Analysis of Variance and Contrast Analysis
Psychological Methods 004, Vol. 9, No., 164 18 Coyright 004 by the American Psychological Association 108-989X/04/$1.00 DOI: 10.1037/108-989X.9..164 Beyond the F Test: Effect Size Confidence Intervals
More informationhttp://www.ualberta.ca/~mlipsett/engm541/engm541.htm
ENGM 670 & MECE 758 Modeling and Simulation of Engineering Systems (Advanced Toics) Winter 011 Lecture 9: Extra Material M.G. Lisett University of Alberta htt://www.ualberta.ca/~mlisett/engm541/engm541.htm
More informationEFFECTS OF FEDERAL RISK MANAGEMENT PROGRAMS ON INVESTMENT, PRODUCTION, AND CONTRACT DESIGN UNDER UNCERTAINTY. A Dissertation SANGTAEK SEO
EFFECTS OF FEDERAL RISK MANAGEMENT PROGRAMS ON INVESTMENT, PRODUCTION, AND CONTRACT DESIGN UNDER UNCERTAINTY A Dissertation by SANGTAEK SEO Submitted to the Office of Graduate Studies of Texas A&M University
More informationX How to Schedule a Cascade in an Arbitrary Graph
X How to Schedule a Cascade in an Arbitrary Grah Flavio Chierichetti, Cornell University Jon Kleinberg, Cornell University Alessandro Panconesi, Saienza University When individuals in a social network
More informationWe are going to delve into some economics today. Specifically we are going to talk about production and returns to scale.
Firms and Production We are going to delve into some economics today. Secifically we are going to talk aout roduction and returns to scale. firm - an organization that converts inuts such as laor, materials,
More informationEuropean Journal of Operational Research
Euroean Journal of Oerational Research 15 (011) 730 739 Contents lists available at ScienceDirect Euroean Journal of Oerational Research journal homeage: www.elsevier.com/locate/ejor Interfaces with Other
More informationAmbiguity, Risk and Earthquake Insurance Premiums: An Empirical Analysis. Toshio FUJIMI, Hirokazu TATANO
京 都 大 学 防 災 研 究 所 年 報 第 49 号 C 平 成 8 年 4 月 Annuals 6 of Disas. Prev. Res. Inst., Kyoto Univ., No. 49 C, 6 Ambiguity, Risk and Earthquake Insurance Premiums: An Emirical Analysis Toshio FUJIMI, Hirokazu
More informationINFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1
RESEARCH NOTE INFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1 Rajiv Garg McCombs School of Business, The University of Texas at Austin, Austin, TX 78712 U.S.A. {Rajiv.Garg@mccombs.utexas.edu} Rahul
More informationOn Multicast Capacity and Delay in Cognitive Radio Mobile Ad-hoc Networks
On Multicast Caacity and Delay in Cognitive Radio Mobile Ad-hoc Networks Jinbei Zhang, Yixuan Li, Zhuotao Liu, Fan Wu, Feng Yang, Xinbing Wang Det of Electronic Engineering Det of Comuter Science and Engineering
More informationThe Economics of the Cloud: Price Competition and Congestion
Submitted to Oerations Research manuscrit The Economics of the Cloud: Price Cometition and Congestion Jonatha Anselmi Basque Center for Alied Mathematics, jonatha.anselmi@gmail.com Danilo Ardagna Di. di
More informationMeasures of Clinic Systems in Clinic Surveys
use is not associated with better diabetes care Patrick J. O Connor, MD, MPH, A. Lauren Crain, PhD, Leif I. Solberg, MD, Stehen E. Asche, MA, William A. Rush, PhD, Robin R. Whitebird, PhD, MSW Electronic
More informationMulti-Channel Opportunistic Routing in Multi-Hop Wireless Networks
Multi-Channel Oortunistic Routing in Multi-Ho Wireless Networks ANATOLIJ ZUBOW, MATHIAS KURTH and JENS-PETER REDLICH Humboldt University Berlin Unter den Linden 6, D-99 Berlin, Germany (zubow kurth jr)@informatik.hu-berlin.de
More information