FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equilibrium analysis applied to Uruguay *

Size: px
Start display at page:

Download "FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equilibrium analysis applied to Uruguay *"

Transcription

1 Vol. 48, No. 1 (May, 2011), 1-37 FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equlbrum analyss appled to Uruguay * Carmen Estrades ** María Inés Terra ** As n other Latn Amercan countres, labor nformalty n Uruguay manly affects less educated workers, who are also more vulnerable to poverty. We analyze the mpact of some polces aganst nformalty n Uruguay, applyng a general equlbrum model wth a segmented labor market specfcaton. We smulate two sets of polces: payroll tax cuts and ncreased enforcement n the nformal sector. Both sets of polces are effectve n reducng nformalty, but the effect on poverty s not straghtforward. Poverty falls as nformalty s reduced; however, as enforcement polces ncrease hrng costs for nformal frms, wages of low-sklled workers declne and poverty ncreases. JEL clasfcaton: D58, I32, J08, J42 Keywords: Informalty, labor market, general equlbrum model, polces, poverty 1. Introducton Labor nformalty n Latn Amerca, although not hgher than n other regons, s stll a source of concern for polcymakers, snce t s usually assocated wth less favorable workng condtons, lower productvty and weak enforcement of the rule of law (Perry et al., 2007). Informalty rates ncreased n most countres of the regon durng the 1990s and contnued to be hgh durng the 2000s. In ths sense, Uruguay s not an excepton. The fnancal and trade openng of the Uruguayan economy, together wth the creaton of MERCOSUR n 1991 and the mplementaton of stablzaton polces durng the 1990s, deeply affected the country s economy. The labor market was also transformed: the sectoral dstrbuton of employment changed, unemployment and nformalty rose, the female labor supply ncreased and relatve factor remuneratons changed. Unemployment and nformalty rose durng the second half of the decade, and ncreased even more wth the recesson of the economy that began n * The authors thank the useful comments from anonymous referees. All remanng errors are ours. ** Department of Economcs, Unversdad de la Repúblca, Uruguay. Address: Consttuyente 1502, Pso 6, Montevdeo 11200, Uruguay. E-mal addresses: carmen@decon.edu.uy; terra@decon.edu.uy

2 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 By 2005, nformal workers represented 45% of total prvate workers n Uruguay (Amarante and Espno, 2007). Although nformalty s a complex phenomenon that affects workers wth very dfferent characterstcs n Latn Amerca, nformal workers tend, on average, to be less educated and younger, whle certan sectors such as constructon, agrculture, retal and transport show hgher nformalty rates (Perry et al., 2007). In Uruguay, nformalty affects manly low-sklled workers: n 2004, 55% of workers wth fewer than eght years of schoolng were employed n the nformal sector, whle 20% of sklled workers wth 12 or more years of schoolng were nformal workers. 1 Informal workers also earn on average less than formal workers, and ths wage gap ncreased n the regon between 1990 and 2002 (Cmol et al., 2006). Several authors (Amarante and Arm, 2005; Amarante and Espno, 2007; Casson, 2001; Terra et al., 2006) estmate wage gaps between formal and nformal workers n Uruguay, and even when they dffer n terms of the tme frame of the analyss and the methodology appled, they fnd evdence of an earnngs gap between formal and nformal workers wth dentcal characterstcs. Furthermore, nformaton from the Contnuous Household Survey shows that the most vulnerable workers n terms of poverty are at the greatest dsadvantage n the labor market. For ths reason, mplementng polces aganst unemployment and nformalty may ndrectly contrbute to the reducton of poverty. Although nformalty n Uruguay s labor market has been wdely analyzed, there are no studes that evaluate specfc polcy optons to reduce t. Wth ths n mnd, n ths paper we dscuss specfc polcy optons to reduce nformalty n labor markets n Uruguay, we provde polcy scenaros and we analyze ther mpact on the labor market and the economy. Even though ths research focuses on the Uruguayan case, the dscusson and evaluaton of dfferent polcy optons may be relevant for other countres as well, snce nformalty s usually assocated wth common causes, partcularly wthn the regon. Specfcally, we smulate two dfferent polcy optons reducton n labor tax rates and enforcement polces usng a sngle-country computable general equlbrum (CGE) model whch ncludes a detaled specfcaton of the labor market. Our results suggest that even when both types of 1. The percentage of nformal jobs for medum-sklled workers was 40% n the same year, accordng to data from the Contnuous Household Survey 2004.

3 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS polces are effectve n reducng nformalty, they may also produce other unwanted effects on wages and poverty. Specfcally, enforcng polces on nformal frms ncreases ther hrng costs, causng wages to fall wth the consequent negatve effect on poverty. In the next secton we present the operatonal defnton of nformalty appled n ths paper and a revew of lterature on the causes of nformalty and polces desgned to reduce t. Secton 3 presents the methodology appled n the paper, whle Secton 4 presents our results and Secton 5 our conclusons. 2. Informalty: orgn and polces to reduce t Informalty s a complex concept for whch there are numerous theoretcal explanatons and operatonal defntons. The tradtonal ILO-PREALC concepton of nformalty s that of dual labor markets. It suggests that n an economy there s a sector whch encompasses all actvtes that are margnal to the man economc actvtes and presents lower productvty levels (Hart, 1973; ILO, 1972; Sethuraman, 1976; Tokman, 1978). On the other hand, accordng to the structuralst approach developed by Moser (1978) and Portes et al. (1989), among others the nformal sector s consdered part of the structure of the economy. Accordng to ths approach, the nformal sector conssts of all remunerated actvtes that are not regulated by the State, and whch coexst wth other smlar actvtes n the formal sector. Followng ths approach, the nformal sector s measured by the percentage of jobs that do not comply wth exstng regulatons, such as provdng socal securty or healthcare benefts. In Uruguay, ths means that nformal workers are defned as those who do not contrbute to the socal securty system, regardless of the sze of the frm n whch they are employed. Ths defnton of nformalty stresses the fact that the labor condtons of a job are more mportant than the type of frm that provdes the job. 2 We apply ths last defnton of nformalty, but we also consder some aspects of the dual labor market theory. Ths theory states that two sectors coexst n the labor market: the prmary sector, or formal sector, pays hgher wages and offers better labor condtons, 2. A thrd theoretcal approach, known as legalst, consders that nformalty s a consequence of excessve State regulaton. The presentaton of theoretcal approaches on nformalty follows Portes and Shauffler (1992).

4 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 whle the secondary sector, or nformal sector, offers jobs that do not comply wth regulatons. We assume that the dfferental between the wages pad n the formal and the nformal sectors s an effcency wage that frms n the formal sector pay n order to boost worker performance or to mantan employees once tranng costs have been assumed by the frm. The secondary or nformal sector presents lower productvty levels, whch are assocated, among other factors, wth credt and publc servces restrcton (Braun and Loayza, 1994). We also assume that n the nformal sector there are workers and frms that choose to be part of the nformal sector n order to avod the costs and regulatons of the formal sector. Ths hypothess follows Agénor and Azenman (1999) and Fugazza and Jacques (2003), and corresponds to an ntegrated approach to nformalty that combnes the dual economy approach wth the structuralst and legalst approaches. The theoretcal approach adopted and the dagnoss of the causes of an nformal sector n the labor market wll determne the polcy suggestons to reduce t. The most frequently mentoned cause of nformalty n the labor market s the exstence of hgh tax levels borne by the formal sector (Braun and Loayza, 1994; Fugazza and Jacques, 2003; Ihrg and Moe, 2004; Sanches, 2005; Schneder and Klngmar, 2004; among many other authors). The costs of formalzng a busness can be understood as hgh tax rates and onerous socal securty contrbutons (Gërxhan, 2004; Schneder and Enste, 2000). The second most mentoned cause of nformalty s overregulaton n the labor market (Gërxhan, 2004; Schneder and Enste, 2000). Overregulaton can be measured through the exstence of hgh mnmum wage levels (Loayza 1994), hgh entry costs to the formal sector the number of permts requred and the ease wth whch they are obtaned (Braun and Loayza, 1994; Fredman et al., 2000), or labor restrctons on foregners (Schneder and Enste, 2000). How government controls overregulaton s also mportant. Therefore, the way n whch the government controls and enforces complance wth regulatons and penalzes frms whch do not comply s also assocated wth nformalty levels (Ihrg and Moe, 2004). Accordng to Schneder and Enste (2000), the studes tend to show that what matters s how regulatons are enforced, rather than ther quantty or qualty. There may be cases where many regulatons are not followed. Thus, corrupton becomes a factor assocated wth nformalty (Braun and Loazya, 1994; Fredman et al., 2000).

5 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS Other factors that are mentoned less frequently n the lterature are socal securty plans for unemployed or precarous workers; changes n labor market regulatons, such as a reducton of workng hours and ncentves for early retrement; the deteroraton of publc servces from whch the formal sector benefts (Schneder and Enste, 2000); the presence of powerful unons that frms and workers prefer to avod; and the mpact of nternatonal competton (Gërxhan, 2004). Whch specfc polces can be mplemented to reduce nformalty? Many authors suggest tax reducton polces, and ths goes along wth the opnon that hgh costs n the formal sector lead to a bgger nformal sector. Related to the effcency wage theory, several authors suggest that n order to ncrease formal employment and mprove welfare, government should subsdze wages pad n the prmary (formal) sector (Therfelder and Shells, 1997). Studes that analyze the mpact of fscal polces on nformalty fall nto two groups: those that develop theoretcal models and those that use emprcal data from developed and/or developng countres. In the frst group, Ihrg and Moe (2004) work wth a dynamc model and consder two man causes of nformalty: hgh taxes (postve relatonshp) and regulaton complance (negatve relatonshp). The authors evaluate dfferent polces amed at reducng the sze of the nformal sector: decreasng the tax rate for busnesses operatng n the formal sector and ncreasng enforcement n addton to hgher penaltes. They fnd that reducng the tax rate has a greater mpact on the sze of the nformal sector, although mantanng government revenue requres better enforcement and hgher penalty rates for frms found to be operatng nformally. Albrecht et al. (2006), usng a search and matchng model that consders a large nformal sector, smulate an ncrease n tax rates for both severance taxes and payroll taxes. Ther results show that ncreasng the rates of these two taxes reduces the rate at whch workers fnd formal jobs, but hgher payroll taxes generate a deeper mpact on nformalty; the duraton of tenure n formal jobs falls and unemployment ncreases. Among those n the second group, Sanches (2005) analyzes the effect of a payroll tax cut on nformalty, usng data from the Unted States and Brazl and employng a neoclasscal model wth two sectors. In order to keep the fscal balance unchanged, the decrease n payroll tax rates s compensated for by an ncrease n the value added tax rate. The author draws smlar conclusons for the two countres. In the short term, the lower

6 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 overall tax level has a negatve mpact on nformalty n both economes and a postve mpact on GDP. In the long term the conclusons are the opposte: nformalty falls at the begnnng when the ntal level of taxes s hgh, and GDP falls n the long term because of the major declne n captal stock. In spte of that, both n the short and long term, general welfare ncreases as a consequence of substtutng taxes. Fugazza and Jacques (2003) analyze the mpact of fscal polces on nformalty n Italy and Canada usng a dual labor market approach wthn a contnuous matchng model framework, whch consders unemployment for both segments of workers. They smulate a reducton n payroll taxes n the formal sector. They consder dfferent tax rates: payroll taxes mposed on frms and taxes mposed on workers (socal contrbutons). They also consder other parameters related to taxes: nformalty detecton probablty and penalty rates for frms commttng nfractons; and they evaluate how a reducton n both of the tax rates, an ncrease n detecton probablty and a hgher penalty rate affect nformalty n Italy and Canada. They fnd that even when each of the three polces s effectve n reducng nformalty and ncreasng the sze of the formal sector, the ncrease n detecton probablty reduces worker welfare and thus worsens socal welfare. Gven ths result, the tax rate reducton polcy seems to be more effectve n reducng nformalty. Applyng a CGE model wth data from Cameroon, Fortn et al. (1997) smulate dfferent reforms of the tax and regulatory system and analyze the dfferentated effects on model specfcatons wth and wthout an nformal sector. They fnd that n an economy wth an nformal sector and unemployment, a rse n the payroll tax rate, governmentset wage rate or tax rate on profts ncrease the sze of the nformal sector, boost the unemployment rate and have a negatve effect on GDP, more sgnfcant than n a model wthout an nformal sector. Ths happens because as costs ncrease for frms, labor demand and producton fall. If the economy operates wth an nformal sector, frms move to the less effcent nformal sector and the declne n GDP s renforced. Unemployment rates, however, decrease to a lesser extent because the unemployed are absorbed by the nformal sector. In spte of ths, the negatve effect on GDP trggered by expanson of the nformal sector exceeds the postve effect on GDP of a less pronounced ncrease n unemployment. Braun and Loayza (1994) conclude that n order to reduce nformalty, authortes should mpose hgher penalty rates on frms caught

7 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS operatng nformally. The authors develop a dynamc model wth endogenous growth n whch there s an optmum tax rate for the producton of publc servces. If the tax rate s below the optmum, and at a suffcently low level, the nformal sector mght not exst, because there would be no ncentves to operate nformally and thus avod payng taxes. However, a low tax rate also results n low-qualty publc servces. When the tax rate s ncreased, socal welfare rses, but there s a rsk that nformalty may ncrease. In order to avod that, the authors suggest an ncrease n penalty rates for frms n the nformal sector and greater enforcement n order to prevent those frms from obtanng access to publc servces. Smlarly, Schneder and Enste (2000) agree that governments should pay more attenton to the densty of regulatons and to ways n whch authortes can ncrease regulatory complance n order to tackle nformalty. Some studes for Uruguay fnd that hrng costs are hgh n the Uruguayan labor market, partcularly n some sectors such as domestc servce and the constructon sector (Casson and Ferre, 1997). Therefore, a tax reducton polcy would reduce nformalty n the Uruguayan labor market, although polces focused on specfc sectors may have a greater mpact on the creaton of new formal jobs (Casson, 2005). Informalty n Uruguay s also assocated wth a low enforcement level of current regulatons (Forteza, 1999). Increasng enforcement and penalzng frms caught n the nformal sector may also reduce nformalty. However, ths type of polcy may also ncrease unemployment, as nformalty and unemployment affect the same segment of workers (Boer and Garbald, 2006). 3. Methodology In order to evaluate the mpact on the labor market and the economy of certan polces amed at reducng nformalty, we chose to apply a computable general equlbrum (CGE) analyss. General equlbrum models are a sutable methodologcal tool for evaluatng polcy optons, because they take nto account the drect and ndrect effects of the polces on the economy. They have been more extensvely used to analyze dfferent trade and tax polces than labor polces; however, as Fortn et al. (1997) conclude, general equlbrum models are an mportant tool for evaluatng tax reforms and regulatory polces, especally when they explctly ncorporate an nformal sector. To capture the effect of the smulated polces on poverty and ncome dstrbuton, we also ran mcrosmulatons.

8 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), Theoretcal model We apply a sngle country, statc CGE model for the Uruguayan economy, followng Laens and Terra (2000) and Terra et al. (2006), and ntroduce some changes, mostly n the labor market. In ths subsecton we frst present the general characterstcs of the model and then turn to the labor market. The full model and ts equatons are presented at the Appendx. General characterstcs The model has a conventonal structure n terms of the analyss of trade-related ssues. It assumes perfect competton n good markets, although goods are not homogenous: they dffer accordng to geographcal orgn, n lne wth an Armngton (1969) specfcaton. In nternatonal markets, Uruguay faces a perfectly elastc supply of mports, whle n ts export markets, the country s a prce maker, followng an almost small open economy assumpton (Harrs, 1984). The demand for exports s a functon of the relatve prces and real ncome of Uruguay s trade partners, whch s consdered exogenous. The country has three trade partners: Argentna, Brazl and the Rest of the World. The trade balance s fxed. There are 23 sectors. One of them s the publc sector wth fxed employment (t does not hre or dsmss workers). Another s the nformal sector, whch encompasses all of the nformal actvtes n the economy. The nformal sector produces one good destned for fnal consumpton n the domestc market and operates wth lower levels of productvty, hrng only unsklled and medum-sklled workers. The other 21 sectors are formal sectors, dstrbuted among prmary, manufacturng and servce sectors. Frms produce for the domestc and nternatonal markets, for both ntermedate and fnal consumpton. The producton functon of frms s nested n three levels. At the upper level, frms combne ntermedate nputs and value added followng a Cobb-Douglas functon. Value added s obtaned through a nested CES (constant elastcty of substtuton) functon: at the upper level the frm combnes composte labor and captal, and at the lower level t combnes labor by dfferent sklls, whch means there s mperfect substtuton among dfferent types of labor by sklls. The frm producton functon s shown n Fgure 1. Frms must pay a tax on labor (t fac ) that negatvely affects labor demand. There s also

9 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS an ncome tax that households pay (t lab ). Ths tax does not affect labor demand. It could affect labor supply, but n our model ths s assumed to be constant. At equlbrum, labor supply equals labor demand. Fgure 1. Frm producton functon Domestc nputs Intermedate nputs (CES) Imported nputs Fnal goods (Cobb-Douglas) Captal Value added (CES) Sklled labor Composte labor Medumsklled labor (CES) Unsklled labor Our model consders three labor categores: unsklled labor (eght or fewer years of schoolng), medum-sklled labor (between nne and eleven years of schoolng) and sklled labor (12 or more years of schoolng), as suggested by some authors for analyss of Latn Amercan labor markets (Wood, 1994). Snce our model s statc, the supply of each type of workers s fxed and workers do not change ther educaton status. Each labor category s perfectly moble between formal sectors, and thus there s one wage per skll category for all sectors (except n the publc sector where employment s fxed). The level of employment n each sector wll depend on the demand for labor n each sector.

10 10 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 Fnal goods demand functons are derved from maxmzng the households utlty functon (Cobb-Douglas functon) subject to ther ncome constrants. There are ten types of households n lne wth ncome decles. The government collects taxes, buys goods and servces and makes transfers to households. The nvestment level of the economy s determned by savngs, whch are made up of prvate savngs, publc savngs and external savngs. The equlbrum n the model s reached through smultaneous equlbrum n the good market, n the factor market and n the external sector. In all smulatons the numerary of the model s the consumer prce ndex of the economy. Labor market In order to ntroduce the nformal sector nto the labor market, we consder the dual labor market hypothess, under the assumpton that nformalty affects only unsklled and medum-sklled workers, whereas sklled workers are fully employed n the formal sector. Unsklled and medum-sklled workers are employed n the nformal sector, whch works under perfect competton, or n the formal sector, where they earn an effcency wage, whch s explaned by montorng or tranng costs. If low-sklled workers are dsmssed from the formal sector, they move to the nformal sector, where no effcency wages are pad and equlbrum s reached through wages. Snce wages are hgher n the effcency wage sector, formal workers make greater effort and formal sectors show hgher productvty. Wage dfferentals are endogenously determned n the model. Followng Therfelder and Shells (1997), the wage dfferental s specfed through the equaton below, n whch we see that effcency wages are postvely determned by the labor demand n each sector and negatvely correlated to the quttng rate n the sector. When the economy expands and producton rses, formal labor demand ncreases, and formal frms are wllng to pay a hgher wage dfferental to promote hgher productvty and retan workers. On the other hand, when the economy contracts, formal labor demand falls and nformalty ncreases, and therefore the quttng rate n each sector s reduced (workers are not wllng to jeopardze ther jobs n a formal frm). In ths scenaro, frms have no ncentve to pay hgh wage dfferentals. wd labnc, wd labnc, - 1 k. rd D S LU labnc = ( D -D ) + k( 1+ ) = {1,..,I} 2 1 ( D2-D1) ( LU labnc - lu, ), labnc

11 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS 11 where k s the utlty of shrkng, rd s the dscount rate, D1 s the probablty of frng workers who were not shrkng, D2 s the probablty of beng caught shrkng and therefore fred and S s the quttng rate n the formal sector. LU labnc refers to labor supply by category of labor (fxed) and lu labnc, represents labor demand by sector for each type of labor labnc. Note that are all the effcency wage sectors, that s all the formal sectors n the economy, not ncludng the publc sector, and labnc ncludes unsklled labor and medum-sklled labor. The wage dfferental at the benchmark s set at 60% for both types of workers, followng estmates by Terra et al. (2006) Data and calbraton Data used n a general equlbrum model s assumed to reflect equlbrum for the economy at the benchmark, and t s represented n a Socal Accountng Matrx (SAM). In ths paper we use the same SAM as n Terra et al. (2006), whch s a modfed verson of the one developed by Barrenechea et al. (2004) for 2000 wth some mnor changes. In our model there are three types of labor correspondng to the skll levels of workers, and thus we needed to ntroduce ths change to the SAM. We dvded unsklled labor nto unsklled and medum-sklled labor, usng data from the Contnuous Household Survey (CHS) for Second, we dvded taxes on labor nto two types: taxes on labor demand, whch are pad by frms, and taxes on worker ncome, pad by households. Although both taxes are consdered n the model, n the orgnal SAM they were lumped nto a sngle payment. In ths paper the dfferentaton of the two taxes n the model and n the SAM s extremely mportant because, snce the model assumes a fxed labor supply, changes n the tax rate appled to labor supply do not affect labor demand and have no mpact on employment. Therefore, a second modfcaton was made to the SAM to dfferentate taxes on factors from taxes on frms. To do ths we used data from the Central Bank of Uruguay (Natonal Accounts, 2005) and the Socal Securty Bank (Banco de Prevsón Socal) Mcrosmulatons General equlbrum models may capture the effects of smulated polces on ncome dstrbuton through changes n the relatve prce of producton factors and changes n relatve household ncome. However,

12 12 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 ths s a partal dstrbuton and does not measure the mpact on poverty and ncome dstrbuton at a mcro level. In order to analyze the effect of the smulated polces on poverty and nequalty, the CGE analyss can be complemented wth mcrosmulatons. Several mcrosmulaton technques can be appled as a complement to CGE analyss. One of the most common ones s the so-called top-down approach, whch s appled n a sequental fashon, takng parameters from the CGE model and feedng them nto the mcro module, wthout any further nteracton between the macro and the mcro level. Roughly, ths approach has two varants: a) modelng the ncome generaton process of the households; b) random assgnaton of changes n parameters to households n the survey. In ths paper we apply the latter technque, developed by Ganuza et al. (2002) and appled n Vos et al. (2006) and other studes. Ths approach assumes that occupatonal shfts can be proxed by a random selecton procedure wthn a segmented labor market structure. Ths procedure allows the mposton of counterfactual changes n key labor market parameters (partcpaton rate, unemployment, employment composton by sector, wage structure, and so on) on a gven dstrbuton derved from household survey data, and the estmaton of the mpact of each change on poverty and ncome dstrbuton at the household level. That s to say, random numbers are used to determne whch persons at workng age change ther labor force status; who wll change occupatonal category; whch employed persons obtan a dfferent level of educaton; and how new mean labor ncomes are assgned to ndvduals n the sample. Hence, the assumpton s that, on average, the effect of the random changes correctly reflects the mpact of the actual changes n the labor market. Because of the ntroducton of a process of random assgnaton, the mcrosmulatons are repeated numerous tmes n Monte Carlo fashon. Ths allows for constructon of 95 percent confdence ntervals for the ndces of nequalty and poverty, except n the case of the smulatons of the effect of change n the structure and level of remuneraton, whch do not nvolve random numbers. Gven the characterstcs of our CGE model, n ths paper we take the followng parameters from the CGE results and feed them nto the mcrosmulaton module: share of nformal workers by category of educaton, wages n the formal and nformal sector and by category of educaton, average wage n the economy and share of workers by skll by sector of actvty. We feed changes n these parameters nto the CHS database for 2001 to obtan the average value and confdence ntervals for the relevant ndcators. Specfcally, we obtan the most

13 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS 13 typcal poverty and nequalty ndcators: the poverty ndex (the percentage of households below the poverty lne), takng as a reference the poverty lne suggested by the Natonal Insttute of Statstcs for the year 2001; the extreme poverty ndex (the percentage of households below the extreme poverty lne); and the Gn coeffcent, calculated wth per capta ncome by household. Comparng the average level of the ndcators wth ther value at the benchmark, we can draw conclusons about the mpact of the smulated polces on poverty and ncome dstrbuton. Mcrosmulatons were run usng STATA software, followng programmng by Ccowez (2006) Smulaton of polcy scenaros We desgn smulatons takng nto account the man objectve of ths paper: to evaluate polcy optons to combat nformalty and to analyze ther mpact on the labor market and the economy. As we have noted, there are two sets of polces mentoned n the lterature. On the one hand, nformalty may be a consequence of hgh tax rates, and therefore a polcy to reduce t would be a tax rate decrease or a subsdy for formal employment; on the other hand, the government can fght nformalty through enforcement polces that ncrease control of the nformal sector and force frms/ndvduals operatng nformally to pay taxes and comply wth regulatons. Frst we smulate fve polcy scenaros nvolvng payroll tax rate reductons. We should remember that n our model ths tax s pad by the frm that demands formal labor, although frms are able to transfer costs to workers through wages. In the fve scenaros the tax reducton smulated s the same, a 20% decrease wth respect to the level at the benchmark. However, the scenaros dffer n two aspects, namely the sectors that beneft from the tax reducton and the type of labor affected. The frst scenaro (TAX1) s the most restrctve n that t smulates a 20% tax cut for unsklled labor and benefts only those sectors ntensve n ths factor. Specfcally, the sectors whch beneft are agrculture, lvestock-rearng, other prmary sectors, rce, ceramcs and the constructon sector. The second scenaro (TAX2) smulates a tax cut for both unsklled and medum-sklled labor, whch benefts sectors ntensve n unsklled labor as well. The TAX3 scenaro smulates a 20% tax cut for unsklled labor, but one whch benefts all effcency wage sectors. Lastly, we smulate a 20% tax cut for unsklled and medumsklled labor n all effcency wage sectors (TAX4). Ths last polcy

14 14 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 could have a sgnfcant mpact on government revenue and therefore on publc nvestment, and n the long term on nvestment and human captal accumulaton (Terra et al., 2006). Thus, we smulate a ffth polcy scenaro (TAX5) whch adds a new tax on captal ncome of 0.75% n order to mantan the fscal defct unchanged. The second set of smulatons consders an enforcement polcy n the nformal sector. In ths case, three alternatve scenaros are smulated. The frst consders a less effectve enforcement polcy and the second a more effectve enforcement polcy. Both of them assume that the enforcement polces are appled to both unsklled and medum-sklled workers. In the thrd scenaro only unsklled workers are compelled to pay taxes, on the assumpton that the enforcement polcy s appled only to those sectors that hre unsklled labor. Because the enforcement polces requre nformal sectors to start payng taxes, they become part of the formal sector. Therefore, we smulate an ncrease n taxes specfcally for the nformal sector. If the probablty of detectng frms n the nformal sector ncreases, the tax rate ncreases as well. The theoretcal revenue from labor tax (R ) would be R = tw, that s tax rate (t ) tmes the tax base, whch n ths case s made up of wages pad to workers (W ). In fact, there are two types of wages: those pad n the formal sector and those pad n the nformal sector. In the latter, revenue s zero because we assume no government enforcement at the benchmark: R = tw f + pτ (tw nf ), where p s the probablty of catchng an nfractng frm and forcng t to pay taxes, W f and W nf are wages n the formal and nformal sector respectvely and τ s the penalzaton rate pad by the nfractng frm. At the benchmark p = 0. If government ncreases enforcement n the nformal sector, then p adopts a postve value. In the frst smulaton scenaro (ENF1), p s 50%; that s, enforcement of the nformal sector s 50% effectve, whle the second scenaro consders 85% effectveness (ENF2). Frms n the nformal sector that are caught not only have to pay taxes but also a fne, whch s smulated by ncreasng tax rates by a few percentage ponts that dffer accordng to the type of worker and the scenaro smulated. As a consequence, the payroll tax rate n the nformal sector s now postve, but has a lower value than the tax rate pad n the formal sector,

15 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS 15 because not all frms and workers are caught nfrngng regulatons. In the frst scenaro (ENF1), the tax rate n the nformal sector s 4.0% for unsklled labor and 4.1% for medum-sklled labor. In the second scenaro (ENF2) the tax rates are 6.8% and 7.0%, respectvely. In the thrd scenaro (ENF3), only the tax rate for unsklled labor rses to 7.2%, whch represents a 90% effectve enforcement polcy. Table 1 presents the eght smulaton scenaros: Table 1. Smulaton scenaros Scenaro Polcy Factors affected Sectors affected Parameter New parameter value TAX1 20% decrease n tax on labor Unsklled labor Unsklled labor-ntensve sectors* tfac Depends on sector TAX2 TAX3 TAX4 TAX5 ENF1 ENF2 ENF3 20% decrease n tax on labor 20% decrease n tax on labor 20% decrease n tax on labor 20% decrease n tax on labor. Increase n captal tax. 50% ncrease n enforcement of nformal frms 85% ncrease n enforcement of nformal frms 90% ncrease n enforcement of nformal frms Medumsklled and unsklled labor Unsklled labor Medumsklled and unsklled labor Medumsklled and unsklled labor. Captal Medumsklled and unsklled labor Medumsklled and unsklled labor Unsklled labor Unsklled labor-ntensve sectors* Effcency wage sectors Effcency wage sectors Effcency wage sectors Informal sector Informal sector Informal sector tfac tfac tfac tfac Depends on sector Depends on sector Depends on sector Depends on sector tcap 0.75% tfac (tncal) tfac (tpcal) tfac (tncal) tfac (tpcal) tfac (tncal) 4.0% 4.1% 6.8% 7.0% 7.2% *Agrculture, lvestock-rearng, other prmary actvtes, dary producton, rce, ceramcs and constructon

16 16 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), Results In ths secton we present the results of the smulatons. Frst we present the results of tax cut polces on the labor market, and then the effect of enforcement polces on the labor market. Next we analyze the effect of the two sets of polces on macroeconomc varables, household ncome and poverty, and ncome dstrbuton. Fnally, we present a senstvty analyss of the value of the elastcty of substtuton among workers by sklls Effects of payroll tax cuts on labor market Table 2 shows the mpact of a reducton n payroll tax rates on nformal and formal employment for unsklled and medum-sklled workers, snce hghly-sklled employment and publc employment s fxed. Frst, we can see that the fve polces smulated are effectve n reducng total nformalty and nformalty among unsklled workers. However, the polces that smulate a tax cut only for unsklled workers (TAX1 and TAX3) cause nformalty among medum-sklled workers to ncrease. Ths s due to a substtuton effect among workers n the sectors that benefted from the tax cuts. Table 2. Effects of tax-cut polces on employment and nformalty (Percentage change) TAX1 TAX2 TAX3 TAX4 TAX5 Informal employment Unsklled nformal employment Medum-sklled nformal employment Unsklled formal employment Medum-sklled formal employment The sectors that beneft from the tax cuts ncrease ther labor demand. In scenaro TAX1, these correspond to the sectors ntensve n unsklled labor, whereas n scenaro TAX3 they correspond to the effcency wage sectors. When the cost of hrng formal workers s reduced, there are two possble effects. Frst, frms may ncrease labor demand, creatng new formal jobs. Nevertheless, a second effect s that frms may also substtute dfferent categores of labor, wthout creatng new jobs. When

17 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS 17 the frms substtute hgh- and medum-sklled workers for unsklled workers, nformalty among ths last group of workers s reduced, but t ncreases for medum-sklled workers. Therefore, reducng payroll tax rates on one type of labor generates substtuton among dfferent types of workers and has an unwanted effect on medum-sklled nformalty. Even though the polcy reduces total nformalty, t harms medum-sklled workers. The magntude of the substtuton depends on the possblty of the frm to make the substtuton, whch n our model s represented by the value of the elastcty of substtuton n the frm producton functon. In the last secton of ths paper we analyze the senstvty of the results to modfcaton of the value of ths parameter. On the other hand, a reducton n tax rates on unsklled and medumsklled labor that benefts unsklled labor-ntensve sectors (TAX2) generates a decrease n nformalty among all types of workers. Obvously, the declne n nformalty among unsklled workers s less pronounced because there s less substtuton among dfferent types of workers. In ths scenaro, nformalty falls because labor demand ncreases for both categores of workers. The most effectve polcy aganst nformalty s that whch reduces payroll taxes n all effcency wage sectors and for both types of workers (TAX4). In ths scenaro, nformalty decreases for both types of workers, leadng to an overall nformalty reducton of 0.5%. However, snce ths polcy may have a sgnfcant negatve mpact on the fscal defct, we smulate t combned wth an ncrease n taxes on captal ncome n order to keep the fscal defct constant (TAX5). In ths scenaro, nformalty falls even more: 0.7%. Ths outcome s assocated wth the behavor of the constructon sector, whch s hghly dependent on the nvestment level of the economy 3. As we wll show below and n Table 6, the fscal defct ncreases n the four prevous scenaros analyzed, but not n scenaro TAX5. When the fscal defct ncreases, publc nvestment falls, resultng n lower total nvestment as well, and ths has a negatve effect on the constructon sector, whch s ntensve n unsklled labor. In fact, n the TAX4 scenaro, n whch nvestment experences the greatest ncrease, formal employment n the constructon sector declnes 1.07% for unsklled workers and 1.34% for medum-sklled workers, even as the sector benefts from the tax reducton. Formal employment n the other sectors stll rses when 3. Construton accounts for almost 60% of nvestment at the benchmark.

18 18 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 labor demand from the constructon sector falls, but ths result reveals that those polces that negatvely affect the fscal defct may have a negatve effect on nformalty. In contrast, n the TAX5 scenaro publc nvestment does not fall and labor demand n the constructon sector ncreases. Thus, the declne n nformalty s greater. Table 3 shows the effect of tax polces on wages. In the model, the consumer prce ndex s fxed as the numerary, so wage varaton s expressed n real terms. When frms see ther hrng costs for unsklled workers fall, they ncrease ther demand for ths type of worker. Ths n turn drves up wages because the labor supply s fxed. Ths happens n the fve tax cut scenaros. Table 3. Effect of tax cuts on wages (Percentage change) TAX1 TAX2 TAX3 TAX4 TAX5 Unsklled wage n the nformal sector Medum-sklled wage n the nformal sector Unsklled wage dfferental Medum-sklled wage dfferental Unsklled wage n the formal sector Medum-sklled wage n the formal sector Sklled wage Publc wage Average wage Sklled wage varaton depends on the possblty of frms substtutng workers wth dfferent sklls. Because sklled employment s fxed, when frms substtute sklled workers nformalty cannot ncrease, as s the case of medum-sklled workers n scenaros TAX1 and TAX3, but wages are negatvely affected. As Table 4 shows, n the scenaros that smulate tax cuts for all the effcency wage sectors (TAX3 and TAX4), wages of hghly sklled workers ncrease slghtly because as labor costs for effcency wage sectors are reduced, producton ncreases and all types of workers beneft. Wth the value of the elastcty of substtuton assumed n the model, the postve producton effect on wages of hghly sklled workers prevals over the negatve effect derved

19 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS 19 from the substtuton effect. As substtuton among workers becomes more mperfect, wages of hghly sklled workers ncrease more. On the other hand, wages of hghly sklled workers fall slghtly n the TAX1 and TAX2 scenaros. In these cases, the substtuton effect prevals. It s mportant to remember that n these scenaros only unsklled ntensve sectors beneft, and some of these do not employ hghly sklled workers at all. Thus, an ncrease n ther producton does not beneft hghly sklled workers. The wage gap between hghly sklled and medum-sklled and unsklled workers falls n all fve tax reducton scenaros. Even when the wages of hghly sklled workers ncrease n some scenaros, medum-sklled and unsklled wages ncrease more. Ths may lead to more equtable ncome dstrbuton. However, the wage gap between formal and nformal workers ncreases. The wage dfferental pad n the formal sector depends negatvely n the dfference between labor supply and labor demand n the formal sector. Therefore, when nformalty declnes, wage dfferentals ncrease. When the nformal sector s reduced, the probablty of beng dsmssed n the formal sector falls, and workers shrk more. Thus, frms n the formal sector are wllng to pay a hgher wage dfferental to promote effort among employees. Ths explans the ncrease n the wage dfferental pad to unsklled workers n the fve scenaros consdered. Wages for lower-sklled workers present the hghest ncrease n scenaro TAX4, where wages for unsklled workers ncrease 0.8%, wages for medum-sklled workers ncrease 0.9% and wage dfferentals ncrease for both types of workers. It s mportant to bear n mnd that effcency wages mean an effcency loss for the economy, whch ncreases when wage dfferentals are hgher. If wage dfferentals were exogenous and dd not depend on employment, the effcency loss would be lower and formal labor demand would ncrease more (Therfelder and Shells, 1997). The average wage ncreases n all fve polcy scenaros, leadng to mproved general welfare Effects of enforcement polces on the labor market Enforcement polces appled to nformal frms are even more effectve n reducng nformalty because they are desgned to attack the problem drectly nformal sectors must pay taxes once they are

20 20 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 found to be n volaton of the law and not ndrectly as tax cuts do. Also, nformalty decreases because tax cuts promote an ncrease n labor demand. Table 4 shows the effect of enforcement polces on nformalty and formal employment for unsklled and medum-sklled workers. We can see that a 50% effectve enforcement polcy reduces total nformalty by 2.2%. A more effcent enforcement polcy has an even greater mpact: total nformalty falls 3.6% under the ENF2 scenaro. Promotng enforcement only among unsklled workers also has a bg mpact on total nformalty, and generates a very sgnfcant declne n nformalty among unsklled workers: 3.9%. In the frst two scenaros, the decrease n nformalty occurs along wth a rse n formal employment for both unsklled and medum-sklled workers. However, as can be seen n Table 5, enforcement polces negatvely affect wages, especally for unsklled workers. In the three scenaros, wages for unsklled workers n the nformal sector fall sharply and wage dfferentals ncrease sgnfcantly. In spte of ths, wages for unsklled and medum-sklled workers n the formal sector also decrease, although less. Wages for sklled workers and publc sector workers fall even less, and there s a declne n average wages n the economy. When frms n the nformal sector are caught evadng and are forced to pay taxes, ther costs ncrease substantally. Because the model does not consder unemployment, frms cannot dsmss workers and an adjustment s made n wages. If there were unemployment, we mght expect that enforcement polces would lead to an ncrease n unemployment among lower-sklled workers (Boer and Garbald, 2006) Effect of smulated polces on macroeconomc varables and welfare Takng account only the effect of the smulated polces on the labor market, the polces that beneft unsklled workers most are those that smulate a tax reducton, because they lead to a declne n nformalty and an ncrease n wages at the same tme. However, these polces have a sgnfcant mpact on publc fnances and publc nvestment, as s shown n Table 6. Tax cut polces actually ncrease the fscal defct and reduce government ncome, whereas enforcement polces ncrease government ncome as a consequence of hgher tax collecton 4. Under the 4. The decrease n the fscal defct caused by the enforcement polces s overestmated because we are not smulatng the cost of mplementng these polces, whch ncreases government expendture.

21 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS 21 Table 4. Effects of enforcement polces on employment and nformalty (Percentage change) ENF1 ENF2 ENF3 Informal employment Unsklled nformal employment Medum-sklled nformal employment Unsklled formal employment Medum-sklled formal employment Table 5. Effect of enforcement polces on wages (Percentage change) ENF1 ENF2 ENF3 Unsklled wage n the nformal sector Medum-sklled wage n the nformal sector Unsklled wage dfferental Medum-sklled wage dfferental Unsklled wage n the formal sector Medum-sklled wage n the formal sector Sklled wage Publc wage Average wage Table 6. Effect on macroeconomc varables (Percentage change) TAX1 TAX2 TAX3 TAX4 TAX5 ENF1 ENF2 ENF3 Absorpton Prvate consumpton Investment Real GDP Government ncome Fscal defct

22 22 LATIN AMERICAN JOURNAL OF ECONOMICS Vol. 48, No. 1 (May, 2011), 1 37 TAX5 scenaro, government ncome ncreases 0.28% because government collects more payroll taxes as well as taxes on captal ncome. Investment reacts to the fscal defct: when the latter ncreases, the former falls (the frst four tax cut scenaros), and when government ncome ncreases, nvestment rses as well, because publc savngs ncrease, as Table 6 shows. Under the TAX5 scenaro, nvestment falls slghtly, due to lower prvate nvestment, whch reacts negatvely to the ncrease n the captal ncome tax rate. The effect of the smulated polces on real GDP, absorpton and prvate consumpton s less marked. Real GDP ncreases n all the scenaros consdered. In fact, the polces smulated may have two contradctory effects on GDP. On the one hand, they have a postve effect because they ncrease effcency n the economy by rasng employment n formal sectors, whch work wth hgher productvty levels. On the other hand, they produce a negatve effect derved from the effcency loss that s mplct n wage dfferentals. Total absorpton does not change sgnfcantly n the smulated scenaros, whle prvate consumpton falls when enforcement polces are mplemented. Ths s a consequence of the declne n wages prevously analyzed, whch means a decrease of ncome n all types of households. In prncple, we would expect poverty and nequalty to fall as a result of tax cut polces, because these polces generate an ncrease n wages for unsklled and medum-sklled workers and reduce nformalty, whch manly affects unsklled workers. Enforcement polces, on the other hand, may have an ambguous effect on poverty and nequalty: under these scenaros, nformalty falls, but so do wages for unsklled workers. Table 7 shows the mpact of the smulated polces on poverty and ncome dstrbuton. The results were obtaned through mcrosmulatons. We present the changes n three ndcators: the poverty ndex (percentage of populaton below the poverty lne), the extreme poverty ndex (percentage of populaton below the extreme poverty lne) and the Gn coeffcent. We also present the value of the ndcators at the benchmark (year 2000). The fve payroll tax cut polces generate a declne n poverty and extreme poverty. The effect s greater when the tax cut benefts more sectors and workers: under the TAX5 scenaro, poverty falls 1.4% and extreme poverty 1.6%. The same happens wth nequalty: under the same scenaro, the Gn coeffcent falls 0.2%. The decrease

23 C. Estrades and M.I. Terra INFORMALITY IN SEGMENTED LABOR MARKETS 23 Table 7. Effects of polces smulated on poverty and ncome dstrbuton (Percentage change) Benchmark value TAX1 TAX2 TAX3 TAX4 TAX5 ENF1 ENF2 ENF3 Poverty ndex Extreme poverty ndex Gn coeffcent n ncome concentraton n ths case s assocated not only wth the mprovement n ncome of poorer households but also wth lower ncome n wealther households, due to the lower wages pad to sklled workers. Mcrosmulatons only ncorporate changes n the labor market, and therefore the mpact on ncome dstrbuton s underestmated. We mght expect a greater decrease n ncome concentraton as a result of the mposton of a tax on captal ncome. Enforcement polces have dfferent effects on poverty and ncome dstrbuton. A 50% effcent enforcement polcy ncreases poverty, whereas an 85% effcent polcy reduces poverty ndexes. The less effcent polcy leads to a decrease n the ncome of poorer households and does not have a sgnfcant mpact on nformalty, whch does occur n the 85% effcent polcy scenaro. Under ths polcy, the postve effect of a reduced nformalty s greater than the negatve effect of a decrease n wages. The ncrease n the enforcement level for sectors whch are ntensve n unsklled labor produces an ncrease n poverty and extreme poverty. In ths scenaro, the large declne n wages leads to a worsenng of workng condtons, and the effect s not reverted by the reduced nformalty whch the polcy promotes. And although wages pad to sklled workers also fall n ths scenaro, nequalty ncreases Senstvty analyss of the substtuton elastcty among skll categores θ Demand for labor n the CGE model follows a CES functon, through whch frms combne dfferent categores of workers by sklls. Therefore, substtuton between workers of dfferent skll level s mperfect, that s,

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy 4.02 Quz Solutons Fall 2004 Multple-Choce Questons (30/00 ponts) Please, crcle the correct answer for each of the followng 0 multple-choce questons. For each queston, only one of the answers s correct.

More information

The Effects of Increasing Openness and Integration to the MERCOSUR on the Uruguayan Labour Market: A CGE Modeling Analysis 1.

The Effects of Increasing Openness and Integration to the MERCOSUR on the Uruguayan Labour Market: A CGE Modeling Analysis 1. The Effects of Increasng Openness and Integraton to the MERCOSUR on the Uruguayan Labour Market: A CGE Modelng Analyss 1. María Inés Terra 2, Marsa Buchel 2, Slva Laens 3, Carmen Estrades 2 November 2005

More information

An Alternative Way to Measure Private Equity Performance

An Alternative Way to Measure Private Equity Performance An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate

More information

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIIOUS AFFILIATION AND PARTICIPATION Danny Cohen-Zada Department of Economcs, Ben-uron Unversty, Beer-Sheva 84105, Israel Wllam Sander Department of Economcs, DePaul

More information

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity Trade Adjustment Productvty n Large Crses Gta Gopnath Department of Economcs Harvard Unversty NBER Brent Neman Booth School of Busness Unversty of Chcago NBER Onlne Appendx May 2013 Appendx A: Dervaton

More information

17 Capital tax competition

17 Capital tax competition 17 Captal tax competton 17.1 Introducton Governments would lke to tax a varety of transactons that ncreasngly appear to be moble across jursdctonal boundares. Ths creates one obvous problem: tax base flght.

More information

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA*

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* Luísa Farnha** 1. INTRODUCTION The rapd growth n Portuguese households ndebtedness n the past few years ncreased the concerns that debt

More information

Returns to Experience in Mozambique: A Nonparametric Regression Approach

Returns to Experience in Mozambique: A Nonparametric Regression Approach Returns to Experence n Mozambque: A Nonparametrc Regresson Approach Joel Muzma Conference Paper nº 27 Conferênca Inaugural do IESE Desafos para a nvestgação socal e económca em Moçambque 19 de Setembro

More information

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange

More information

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ). REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or

More information

Calculation of Sampling Weights

Calculation of Sampling Weights Perre Foy Statstcs Canada 4 Calculaton of Samplng Weghts 4.1 OVERVIEW The basc sample desgn used n TIMSS Populatons 1 and 2 was a two-stage stratfed cluster desgn. 1 The frst stage conssted of a sample

More information

Addendum to: Importing Skill-Biased Technology

Addendum to: Importing Skill-Biased Technology Addendum to: Importng Skll-Based Technology Arel Bursten UCLA and NBER Javer Cravno UCLA August 202 Jonathan Vogel Columba and NBER Abstract Ths Addendum derves the results dscussed n secton 3.3 of our

More information

How To Calculate The Accountng Perod Of Nequalty

How To Calculate The Accountng Perod Of Nequalty Inequalty and The Accountng Perod Quentn Wodon and Shlomo Ytzha World Ban and Hebrew Unversty September Abstract Income nequalty typcally declnes wth the length of tme taen nto account for measurement.

More information

Can Auto Liability Insurance Purchases Signal Risk Attitude?

Can Auto Liability Insurance Purchases Signal Risk Attitude? Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang

More information

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework Journal of Economcs and Econometrcs Vol. 55, No.2, 202 pp. 78-93 SSN 2032-9652 E-SSN 2032-9660 Structural Estmaton of Varety Gans from Trade ntegraton n a Heterogeneous Frms Framework VCTOR RVAS ABSTRACT

More information

Analysis of Premium Liabilities for Australian Lines of Business

Analysis of Premium Liabilities for Australian Lines of Business Summary of Analyss of Premum Labltes for Australan Lnes of Busness Emly Tao Honours Research Paper, The Unversty of Melbourne Emly Tao Acknowledgements I am grateful to the Australan Prudental Regulaton

More information

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative.

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative. Queston roblem Set 3 a) We are asked how people wll react, f the nterest rate on bonds s negatve. When

More information

SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN

SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN Oscar Bajo Antono Gómez D.T.2005/03 SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN * Oscar

More information

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1119

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1119 Kel Insttute for World Economcs Duesternbrooker Weg 120 24105 Kel (Germany) Kel Workng Paper No. 1119 Under What Condtons Do Venture Captal Markets Emerge? by Andrea Schertler July 2002 The responsblty

More information

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..

More information

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank.

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank. Margnal Beneft Incdence Analyss Usng a Sngle Cross-secton of Data Mohamed Ihsan Ajwad and uentn Wodon World Bank August 200 Abstract In a recent paper, Lanjouw and Ravallon proposed an attractve and smple

More information

On the Optimal Control of a Cascade of Hydro-Electric Power Stations

On the Optimal Control of a Cascade of Hydro-Electric Power Stations On the Optmal Control of a Cascade of Hydro-Electrc Power Statons M.C.M. Guedes a, A.F. Rbero a, G.V. Smrnov b and S. Vlela c a Department of Mathematcs, School of Scences, Unversty of Porto, Portugal;

More information

Traffic-light a stress test for life insurance provisions

Traffic-light a stress test for life insurance provisions MEMORANDUM Date 006-09-7 Authors Bengt von Bahr, Göran Ronge Traffc-lght a stress test for lfe nsurance provsons Fnansnspetonen P.O. Box 6750 SE-113 85 Stocholm [Sveavägen 167] Tel +46 8 787 80 00 Fax

More information

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120 Kel Insttute for World Economcs Duesternbrooker Weg 45 Kel (Germany) Kel Workng Paper No. Path Dependences n enture Captal Markets by Andrea Schertler July The responsblty for the contents of the workng

More information

Activity Scheduling for Cost-Time Investment Optimization in Project Management

Activity Scheduling for Cost-Time Investment Optimization in Project Management PROJECT MANAGEMENT 4 th Internatonal Conference on Industral Engneerng and Industral Management XIV Congreso de Ingenería de Organzacón Donosta- San Sebastán, September 8 th -10 th 010 Actvty Schedulng

More information

NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS. Yan Dong John Whalley

NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS. Yan Dong John Whalley NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS Yan Dong John Whalley Workng Paper 14880 http://www.nber.org/papers/w14880 NATIONAL BUREAU OF ECONOMIC

More information

Evaluating the Effects of FUNDEF on Wages and Test Scores in Brazil *

Evaluating the Effects of FUNDEF on Wages and Test Scores in Brazil * Evaluatng the Effects of FUNDEF on Wages and Test Scores n Brazl * Naérco Menezes-Flho Elane Pazello Unversty of São Paulo Abstract In ths paper we nvestgate the effects of the 1998 reform n the fundng

More information

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Canadan Provncal Governments Bev Dahlby a and Ergete Ferede b a Department of Economcs, Unversty of Alberta, Edmonton,

More information

WORKING PAPERS. The Impact of Technological Change and Lifestyles on the Energy Demand of Households

WORKING PAPERS. The Impact of Technological Change and Lifestyles on the Energy Demand of Households ÖSTERREICHISCHES INSTITUT FÜR WIRTSCHAFTSFORSCHUNG WORKING PAPERS The Impact of Technologcal Change and Lfestyles on the Energy Demand of Households A Combnaton of Aggregate and Indvdual Household Analyss

More information

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error Intra-year Cash Flow Patterns: A Smple Soluton for an Unnecessary Apprasal Error By C. Donald Wggns (Professor of Accountng and Fnance, the Unversty of North Florda), B. Perry Woodsde (Assocate Professor

More information

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond Mke Hawkns Alexander Klemm THE INSTITUTE FOR FISCAL STUIES WP04/11 STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond (IFS and Unversty

More information

A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION. Michael E. Kuhl Radhamés A. Tolentino-Peña

A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION. Michael E. Kuhl Radhamés A. Tolentino-Peña Proceedngs of the 2008 Wnter Smulaton Conference S. J. Mason, R. R. Hll, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler eds. A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION

More information

Multiple-Period Attribution: Residuals and Compounding

Multiple-Period Attribution: Residuals and Compounding Multple-Perod Attrbuton: Resduals and Compoundng Our revewer gave these authors full marks for dealng wth an ssue that performance measurers and vendors often regard as propretary nformaton. In 1994, Dens

More information

Documentos de Trabajo

Documentos de Trabajo Documentos de Trabajo Trade Openness and Gender n Uruguay: a CGE Analyss María Inés Terra, Marsa Buchel y Carmen Estrades Documento No. 24/07 Dcembre, 2007 Trade Openness and Gender n Uruguay: a CGE Analyss

More information

AN APPOINTMENT ORDER OUTPATIENT SCHEDULING SYSTEM THAT IMPROVES OUTPATIENT EXPERIENCE

AN APPOINTMENT ORDER OUTPATIENT SCHEDULING SYSTEM THAT IMPROVES OUTPATIENT EXPERIENCE AN APPOINTMENT ORDER OUTPATIENT SCHEDULING SYSTEM THAT IMPROVES OUTPATIENT EXPERIENCE Yu-L Huang Industral Engneerng Department New Mexco State Unversty Las Cruces, New Mexco 88003, U.S.A. Abstract Patent

More information

The Current Employment Statistics (CES) survey,

The Current Employment Statistics (CES) survey, Busness Brths and Deaths Impact of busness brths and deaths n the payroll survey The CES probablty-based sample redesgn accounts for most busness brth employment through the mputaton of busness deaths,

More information

Chapter 15: Debt and Taxes

Chapter 15: Debt and Taxes Chapter 15: Debt and Taxes-1 Chapter 15: Debt and Taxes I. Basc Ideas 1. Corporate Taxes => nterest expense s tax deductble => as debt ncreases, corporate taxes fall => ncentve to fund the frm wth debt

More information

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek HE DISRIBUION OF LOAN PORFOLIO VALUE * Oldrch Alfons Vascek he amount of captal necessary to support a portfolo of debt securtes depends on the probablty dstrbuton of the portfolo loss. Consder a portfolo

More information

Modelling the Cocaine and Heroin Markets in the Era of Globalization and Drug Reduction Policies Claudia Costa Storti and Paul De Grauwe

Modelling the Cocaine and Heroin Markets in the Era of Globalization and Drug Reduction Policies Claudia Costa Storti and Paul De Grauwe Modellng the Cocane and Heron Markets n the Era of Globalzaton and Drug Reducton Polces Clauda Costa Stort and Paul De Grauwe Modellng the Cocane and Heron Markets n the Era of Globalzaton and Drug Reducton

More information

PhD dissertation. A Dynamic General Equilibrium Analysis of Jordan s Trade Liberalisation

PhD dissertation. A Dynamic General Equilibrium Analysis of Jordan s Trade Liberalisation PhD dssertaton A Dynamc General Equlbrum Analyss of Jordan s Trade Lberalsaton Omar Ferabol Eultzstraße 2 09112 Chemntz emal: omar.ferabol@wrtschaft.tu-chemntz.de PhD supervsor: Prof. Dr. Bernd Lucke Referee:

More information

A Novel Methodology of Working Capital Management for Large. Public Constructions by Using Fuzzy S-curve Regression

A Novel Methodology of Working Capital Management for Large. Public Constructions by Using Fuzzy S-curve Regression Novel Methodology of Workng Captal Management for Large Publc Constructons by Usng Fuzzy S-curve Regresson Cheng-Wu Chen, Morrs H. L. Wang and Tng-Ya Hseh Department of Cvl Engneerng, Natonal Central Unversty,

More information

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna wangtngzhong2@sna.cn Abstract.

More information

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000 Problem Set 5 Solutons 1 MIT s consderng buldng a new car park near Kendall Square. o unversty funds are avalable (overhead rates are under pressure and the new faclty would have to pay for tself from

More information

Is Thailand s Fiscal System Pro-Poor?: Looking from Income and Expenditure Components. Hyun Hwa Son

Is Thailand s Fiscal System Pro-Poor?: Looking from Income and Expenditure Components. Hyun Hwa Son Is Thaland s Fscal System Pro-Poor?: Loong from Income and Expendture Components Hyun Hwa Son The World Ban 88 H Street, NW Washngton, D.C. 20433, U.S.A. Emal: hson@worldban.org Abstract: Ths paper develops

More information

When Talk is Free : The Effect of Tariff Structure on Usage under Two- and Three-Part Tariffs

When Talk is Free : The Effect of Tariff Structure on Usage under Two- and Three-Part Tariffs 0 When Talk s Free : The Effect of Tarff Structure on Usage under Two- and Three-Part Tarffs Eva Ascarza Ana Lambrecht Naufel Vlcassm July 2012 (Forthcomng at Journal of Marketng Research) Eva Ascarza

More information

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall SP 2005-02 August 2005 Staff Paper Department of Appled Economcs and Management Cornell Unversty, Ithaca, New York 14853-7801 USA Farm Savngs Accounts: Examnng Income Varablty, Elgblty, and Benefts Brent

More information

Asia-Pacific Research and Training Network on Trade. Working Paper Series, No. 81, July 2010. Truong P. Truong

Asia-Pacific Research and Training Network on Trade. Working Paper Series, No. 81, July 2010. Truong P. Truong Asa-Pacfc Research and Tranng Network on Trade Workng Paper Seres, No. 8, July 00 Revew of Analytcal Tools for Assessng Trade and Clmate Change Lnkages By Truong P. Truong Truong P. Truong s Honorary Professor

More information

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining Rsk Model of Long-Term Producton Schedulng n Open Pt Gold Mnng R Halatchev 1 and P Lever 2 ABSTRACT Open pt gold mnng s an mportant sector of the Australan mnng ndustry. It uses large amounts of nvestments,

More information

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW.

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. Lucía Isabel García Cebrán Departamento de Economía y Dreccón de Empresas Unversdad de Zaragoza Gran Vía, 2 50.005 Zaragoza (Span) Phone: 976-76-10-00

More information

Health Insurance and Household Savings

Health Insurance and Household Savings Health Insurance and Household Savngs Mnchung Hsu Job Market Paper Last Updated: November, 2006 Abstract Recent emprcal studes have documented a puzzlng pattern of household savngs n the U.S.: households

More information

The Short-term and Long-term Market

The Short-term and Long-term Market A Presentaton on Market Effcences to Northfeld Informaton Servces Annual Conference he Short-term and Long-term Market Effcences en Post Offce Square Boston, MA 0209 www.acadan-asset.com Charles H. Wang,

More information

Offshoring and Immigrant Employment: Firm-level theory and evidence

Offshoring and Immigrant Employment: Firm-level theory and evidence Offshorng and Immgrant Employment: Frm-level theory and evdence Gorgo Barba Navarett () Guseppe Bertola () Alessandro Sembenell () December 2008 Abstract: In an Italan dataset wth frm-level nformaton on

More information

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE Samy Ben Naceur ERF Research Fellow Department of Fnance Unversté Lbre de Tuns Avenue Khéreddne Pacha, 002 Tuns Emal : sbennaceur@eudoramal.com

More information

Is There A Tradeoff between Employer-Provided Health Insurance and Wages?

Is There A Tradeoff between Employer-Provided Health Insurance and Wages? Is There A Tradeoff between Employer-Provded Health Insurance and Wages? Lye Zhu, Southern Methodst Unversty October 2005 Abstract Though most of the lterature n health nsurance and the labor market assumes

More information

MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE

MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE Ignaco Fuentes and Teresa Sastre Banco de España Banco de España Servco de Estudos ocumento de Trabajo n.º 9924 MERGERS AN

More information

Traffic-light extended with stress test for insurance and expense risks in life insurance

Traffic-light extended with stress test for insurance and expense risks in life insurance PROMEMORIA Datum 0 July 007 FI Dnr 07-1171-30 Fnansnspetonen Författare Bengt von Bahr, Göran Ronge Traffc-lght extended wth stress test for nsurance and expense rss n lfe nsurance Summary Ths memorandum

More information

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments MARCH 211 C.D. Howe Insttute WORKING PAPER FISCAL AND TAX COMPETITIVENESS The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Provncal Governments Bev Dahlby Ergete Ferede

More information

The Effects of Human Resource Management on Workers' Wages and Firm Productivity

The Effects of Human Resource Management on Workers' Wages and Firm Productivity The Effects of Human Resource Management on Workers' Wages and Frm Productvty ROA-RM-2003/9E Andres de Grp, Inge Seben Research Centre for Educaton and the Labour Market Faculty of Economcs and Busness

More information

Finn Roar Aune, Hanne Marit Dalen and Cathrine Hagem

Finn Roar Aune, Hanne Marit Dalen and Cathrine Hagem Dscusson Papers No. 630, September 2010 Statstcs Norway, Research Department Fnn Roar Aune, Hanne Mart Dalen and Cathrne Hagem Implementng the EU renewable target through green certfcate markets Abstract:

More information

DEFINING %COMPLETE IN MICROSOFT PROJECT

DEFINING %COMPLETE IN MICROSOFT PROJECT CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,

More information

Management Quality, Financial and Investment Policies, and. Asymmetric Information

Management Quality, Financial and Investment Policies, and. Asymmetric Information Management Qualty, Fnancal and Investment Polces, and Asymmetrc Informaton Thomas J. Chemmanur * Imants Paegls ** and Karen Smonyan *** Current verson: December 2007 * Professor of Fnance, Carroll School

More information

Forecasting the Direction and Strength of Stock Market Movement

Forecasting the Direction and Strength of Stock Market Movement Forecastng the Drecton and Strength of Stock Market Movement Jngwe Chen Mng Chen Nan Ye cjngwe@stanford.edu mchen5@stanford.edu nanye@stanford.edu Abstract - Stock market s one of the most complcated systems

More information

! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #...

! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #... ! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #... 9 Sheffeld Economc Research Paper Seres SERP Number: 2011010 ISSN 1749-8368 Sarah Brown, Aurora Ortz-Núñez and Karl Taylor Educatonal loans and

More information

Criminal Justice System on Crime *

Criminal Justice System on Crime * On the Impact of the NSW Crmnal Justce System on Crme * Dr Vasls Sarafds, Dscplne of Operatons Management and Econometrcs Unversty of Sydney * Ths presentaton s based on jont work wth Rchard Kelaher 1

More information

Construction Rules for Morningstar Canada Target Dividend Index SM

Construction Rules for Morningstar Canada Target Dividend Index SM Constructon Rules for Mornngstar Canada Target Dvdend Index SM Mornngstar Methodology Paper October 2014 Verson 1.2 2014 Mornngstar, Inc. All rghts reserved. The nformaton n ths document s the property

More information

Why Do Cities Matter? Local Growth and Aggregate Growth

Why Do Cities Matter? Local Growth and Aggregate Growth Why Do Ctes Matter? Local Growth and Aggregate Growth Chang-Ta Hseh Unversty of Chcago Enrco Morett Unversty of Calforna, Berkeley Aprl 2015 Abstract. We study how growth of ctes determnes the growth of

More information

Winners and Losers in a Free Trade Area between The United States and MERCOSUR

Winners and Losers in a Free Trade Area between The United States and MERCOSUR Wnners and Losers n a Free Trade rea between The Unted States and MERCOSUR Marcel Vallant lvaro Ons Resumen Este documento consdera una eventual zona de lbre comerco entre los EU y el MERCOSUR con el propósto

More information

Conditional Cash Transfers, Schooling and Child Labor: Micro-Simulating Bolsa Escola 1

Conditional Cash Transfers, Schooling and Child Labor: Micro-Simulating Bolsa Escola 1 Frst Draft: September 00 Ths Draft: May 003 Condtonal Cash Transfers, Schoolng and Chld Labor: Mcro-Smulatng Bolsa Escola Franços Bourgugnon, Francsco H. G. Ferrera and Phllppe G. Lete JEL Codes: Key Words:

More information

IS-LM Model 1 C' dy = di

IS-LM Model 1 C' dy = di - odel Solow Assumptons - demand rrelevant n long run; assumes economy s operatng at potental GDP; concerned wth growth - Assumptons - supply s rrelevant n short run; assumes economy s operatng below potental

More information

LIFETIME INCOME OPTIONS

LIFETIME INCOME OPTIONS LIFETIME INCOME OPTIONS May 2011 by: Marca S. Wagner, Esq. The Wagner Law Group A Professonal Corporaton 99 Summer Street, 13 th Floor Boston, MA 02110 Tel: (617) 357-5200 Fax: (617) 357-5250 www.ersa-lawyers.com

More information

Chapter 7: Answers to Questions and Problems

Chapter 7: Answers to Questions and Problems 19. Based on the nformaton contaned n Table 7-3 of the text, the food and apparel ndustres are most compettve and therefore probably represent the best match for the expertse of these managers. Chapter

More information

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK Sample Stablty Protocol Background The Cholesterol Reference Method Laboratory Network (CRMLN) developed certfcaton protocols for total cholesterol, HDL

More information

The OC Curve of Attribute Acceptance Plans

The OC Curve of Attribute Acceptance Plans The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4

More information

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence Bank Credt Condtons and ther Influence on Productvty Growth: Company-level Evdence Rebecca Rley*, Chara Rosazza Bondbene* and Garry Young** *Natonal Insttute of Economc and Socal Research & Centre For

More information

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently.

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently. Corporate Polces & Procedures Human Resources - Document CPP216 Leave Management Frst Produced: Current Verson: Past Revsons: Revew Cycle: Apples From: 09/09/09 26/10/12 09/09/09 3 years Immedately Authorsaton:

More information

Chapter 15 Debt and Taxes

Chapter 15 Debt and Taxes hapter 15 Debt and Taxes 15-1. Pelamed Pharmaceutcals has EBIT of $325 mllon n 2006. In addton, Pelamed has nterest expenses of $125 mllon and a corporate tax rate of 40%. a. What s Pelamed s 2006 net

More information

Relationship Banking and SMEs A Theoretical Analysis

Relationship Banking and SMEs A Theoretical Analysis Dscusson Paper Seres A No.470 Relatonshp Bankng and SMEs A Theoretcal Analyss Tmo Baas (DIW Berln [German Insttute for Economc Research]) and Mechthld Schrooten (Assocate Professor, The Insttute of Economc

More information

Dynamics of Toursm Demand Models in Japan

Dynamics of Toursm Demand Models in Japan hort-run and ong-run structural nternatonal toursm demand modelng based on Dynamc AID model -An emprcal research n Japan- Atsush KOIKE a, Dasuke YOHINO b a Graduate chool of Engneerng, Kobe Unversty, Kobe,

More information

Start me up: The Effectiveness of a Self-Employment Programme for Needy Unemployed People in Germany*

Start me up: The Effectiveness of a Self-Employment Programme for Needy Unemployed People in Germany* Start me up: The Effectveness of a Self-Employment Programme for Needy Unemployed People n Germany* Joachm Wolff Anton Nvorozhkn Date: 22/10/2008 Abstract In recent years actvaton of means-tested unemployment

More information

How Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence

How Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence 1 st Internatonal Symposum on Imprecse Probabltes and Ther Applcatons, Ghent, Belgum, 29 June 2 July 1999 How Sets of Coherent Probabltes May Serve as Models for Degrees of Incoherence Mar J. Schervsh

More information

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds Investment Management and Fnancal Innovatons, Volume 10, Issue 3, 2013 Ahmed F. Salhn (Egypt) The mpact of hard dscount control mechansm on the dscount volatlty of UK closed-end funds Abstract The mpact

More information

The Pricing Strategy of the Manufacturer with Dual Channel under Multiple Competitions

The Pricing Strategy of the Manufacturer with Dual Channel under Multiple Competitions Internatonal Journal of u-and e-servce, Scence and Technology Vol.7, No.4 (04), pp.3-4 http://dx.do.org/0.457/junnesst.04.7.4. The Prcng Strategy of the Manufacturer wth Dual Channel under Multple Compettons

More information

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets Searchng and Swtchng: Emprcal estmates of consumer behavour n regulated markets Catherne Waddams Prce Centre for Competton Polcy, Unversty of East Angla Catherne Webster Centre for Competton Polcy, Unversty

More information

Overview of monitoring and evaluation

Overview of monitoring and evaluation 540 Toolkt to Combat Traffckng n Persons Tool 10.1 Overvew of montorng and evaluaton Overvew Ths tool brefly descrbes both montorng and evaluaton, and the dstncton between the two. What s montorng? Montorng

More information

reduce competition increase market power cost savings economies of scale and scope cost savings Oliver Williamson: the efficiency defense

reduce competition increase market power cost savings economies of scale and scope cost savings Oliver Williamson: the efficiency defense Mergers Why merge? reduce competton ncrease market power cost savngs economes of scale and scope Why allow mergers? cost savngs Olver Wllamson: the effcency defense Merger wthout cost savngs Before merger:

More information

Management Quality and Equity Issue Characteristics: A Comparison of SEOs and IPOs

Management Quality and Equity Issue Characteristics: A Comparison of SEOs and IPOs Management Qualty and Equty Issue Characterstcs: A Comparson of SEOs and IPOs Thomas J. Chemmanur * Imants Paegls ** and Karen Smonyan *** Current verson: November 2009 (Accepted, Fnancal Management, February

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12 14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed

More information

Bankruptcy and Aggregate Productivity

Bankruptcy and Aggregate Productivity Bankruptcy and Aggregate Productvty Julan Nera Unversty of Eeter May 27, 205 Abstract I develop a model of fnancal ntermedaton to study the lnk between bankruptcy effcency the amount a lender can recover

More information

Service Oligopolies and Australia s Economy-Wide Performance*

Service Oligopolies and Australia s Economy-Wide Performance* WORKING PAPERS IN ECONOMICS AND ECONOMETRICS Servce Olgopoles and Australa s Economy-Wde Performance* Rod Tyers College of Busness and Economcs Australan Natonal Unversty Lucy Rees** Ban and Company rst

More information

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets)

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets) Hgh Correlaton between et Promoter Score and the Development of Consumers' Wllngness to Pay (Emprcal Evdence from European Moble Marets Ths paper shows that the correlaton between the et Promoter Score

More information

Chapter 11 Practice Problems Answers

Chapter 11 Practice Problems Answers Chapter 11 Practce Problems Answers 1. Would you be more wllng to lend to a frend f she put all of her lfe savngs nto her busness than you would f she had not done so? Why? Ths problem s ntended to make

More information

Environmental Tax and the Distribution of Income with Heterogeneous Workers

Environmental Tax and the Distribution of Income with Heterogeneous Workers Envronmental Tax and the Dstrbuton of Income wth Heterogeneous Workers Mrelle Chroleu-Assoulne Pars School of Economcs - Unversty Pars Panthéon-Sorbonne Centre d Econome de la Sorbonne, 06-2 Bd de l Hôptal

More information

Analysis of Demand for Broadcastingng servces

Analysis of Demand for Broadcastingng servces Analyss of Subscrpton Demand for Pay-TV Manabu Shshkura * Norhro Kasuga ** Ako Tor *** Abstract In ths paper, we wll conduct an analyss from an emprcal perspectve concernng broadcastng demand behavor and

More information

14.74 Lecture 5: Health (2)

14.74 Lecture 5: Health (2) 14.74 Lecture 5: Health (2) Esther Duflo February 17, 2004 1 Possble Interventons Last tme we dscussed possble nterventons. Let s take one: provdng ron supplements to people, for example. From the data,

More information

Growth and Poverty Reduction in

Growth and Poverty Reduction in The Trade-Off Among Carbon Emssons, Economc Growth and Poverty Reducton n Inda VIJAY PRAKASH OJHA Rajv Gandh Insttute for Contemporary Studes (RGICS) New Delh, Inda August 2005 South Asan Network for Development

More information

General or Vocational? Evidence on School Choice, Returns, and Sheep Skin Effects from Egypt 1998

General or Vocational? Evidence on School Choice, Returns, and Sheep Skin Effects from Egypt 1998 Twenty-ffth Annual Meetng of The Mddle East Economc Assocaton (MEEA) Alled Socal Scence Assocatons Phladelpha, Pennsylvana January 7-9, 2005 General or Vocatonal? Evdence on School Choce, Returns, and

More information

Heterogeneous Paths Through College: Detailed Patterns and Relationships with Graduation and Earnings

Heterogeneous Paths Through College: Detailed Patterns and Relationships with Graduation and Earnings Heterogeneous Paths Through College: Detaled Patterns and Relatonshps wth Graduaton and Earnngs Rodney J. Andrews The Unversty of Texas at Dallas and the Texas Schools Project Jng L The Unversty of Tulsa

More information

Laws About Spansh Electrcty

Laws About Spansh Electrcty Structure, Functonng and Regulaton of the Spansh Electrcty Sector. The Legal Framework and the New Proposals for Reform Francsco Javer Ramos-Real Eduardo Martínez-Budría Unversdad de La Laguna and Sergo

More information

Section 5.4 Annuities, Present Value, and Amortization

Section 5.4 Annuities, Present Value, and Amortization Secton 5.4 Annutes, Present Value, and Amortzaton Present Value In Secton 5.2, we saw that the present value of A dollars at nterest rate per perod for n perods s the amount that must be deposted today

More information

What is Candidate Sampling

What is Candidate Sampling What s Canddate Samplng Say we have a multclass or mult label problem where each tranng example ( x, T ) conssts of a context x a small (mult)set of target classes T out of a large unverse L of possble

More information