Social Science Research 31 (2002)

Size: px
Start display at page:

Download "Social Science Research 31 (2002)"

Transcription

1 Socal Scence Research 31 (2002) Socal Scence RESEARCH Racal dfferences n the effects of job contacts: Conflctng evdence from cross-sectonal and longtudnal data Ted Mouw Department of Socology, Campus Box 3210, 155 Hamlton Hall, Unversty of NorthCarolna, Chapel Hll, NC , USA Abstract Recent research has argued that usng job contacts to fnd work restrcts the opportuntes of Black workers. Although ths makes sense n lght of lterature on urban poverty that contends that nner-cty Blacks are solated from effectve job networks, ths paper argues that there are two reasons why these fndngs may be msleadng. Frst, the exstence of dscrmnaton n the labor market means that contacts may be an effcent method of job search for Black workers. Second, because the use of contacts may be an endogenous varable, we need to look at longtudnal data. In the analyss, I compare cross-sectonal and longtudnal results on the relatonshp between contacts and wages. Whle the cross-sectonal data ndcate a negatve relatonshp between contacts and wages, the longtudnal data suggest ths merely reflects lower levels of opportunty among workers who use contacts rather than the effect of contacts per se. Ó 2002 Elsever Scence (USA). All rghts reserved. 1. Introducton One promnent theory of urban nequalty focuses on the socal solaton of nner-cty mnortes. In The Truly Dsadvantaged, Wllam Julus Wlson argues that lvng n a socally solated ghetto has negatve consequences for two reasons: the loss of postve role models for urban Blacks and ther excluson from job networks (Wlson, 1987). The mportance of role models E-mal address: tedmouw@emal.unc.edu X/02/$ - see front matter Ó 2002 Elsever Scence (USA). All rghts reserved. PII: S X(02)

2 512 T. Mouw / Socal Scence Research31 (2002) argues for the socal-psychologcal consequences of lvng n a poor neghborhood and s plausble only f convncng evdence exsts that the work culture and motvaton of Black workers who lve n hgh-poverty neghborhoods s dfferent from those of other workers. In contrast, the lack of good job contacts s a structural consequence of the socal solaton of nner-cty neghborhoods and would exst even n the absence of psychologcal and cultural dfferences between the poor and nonpoor. Because hgh-poverty neghborhoods have low employment rates, Blacks who lve n these neghborhoods may have fewer frends and relatves who are employed and can help them fnd steady jobs. Moreover, the qualty of ther contacts may be lower than that of Whte workers because of Black/Whte dfferences even among workers who are employed (Holzer, 1987). Because of the prevalent use of contacts to fnd work between 40 and 50% of jobs are found through help or nformaton from frends or relatves (Granovetter, 1974) racal dfferences n the quantty and qualty of job contacts may result n persstent Black/Whte labor market nequalty n urban areas. Recently, a number of researchers have attempted emprcal tests of racal dfferences n the effect of job contacts on labor market outcomes for Black and Whte workers (Falcon and Melendez, 2001; Green, Tgges, and Browne, 1995, 1999; Holzer, 1987; Korenman and Turner, 1996; Olver and Lchter, 1996). A key aspect of ths research on socal solaton and urban poverty s that the socal context of the job contact s key (Olver and Lchter, 1996). Rather than focusng on the blanket effect of usng a job contact, researchers focus on racal dfferences n the composton of socal networks and the neghborhood context of job search (Green et al., 1999). An mportant fndng of ths lne of research s that for Black workers the effect of contacts on wages, employment, and occupatonal status s contngent on the race and resdental locaton of the contact person, the number of employed contacts the worker has, and whether the worker s lvng n a hgh-poverty neghborhood. Although the results are nconsstent across all of the papers, a number of these authors have found that ether Blacks have lower returns from usng personal contacts (Korenman and Turner, 1996) or that certan types of contacts lower occupatonal status (Falcon and Melendez, 2001), employment probabltes (Holzer, 1987; Olver and Lchter, 1996), or the wages of Black workers (Green et al., 1995, 1999) and less-educated urban workers (Ellot, 1999). As a result, t has been argued that Black workers face severe barrers when usng nformal methods of job search (Holzer, 1987, p. 452) and that ther relance on famly and frends for nformaton restrcts ther job opportuntes (Falcon and Melendez, 2001, p. 344; Ln, 1999, p. 483). In ths paper I mantan that, whle the focus on the socal context of job search depcted n these papers s mportant, there are theoretcal and methodologcal reasons why t may be premature to conclude that usng nformal methods to fnd work restrcts the opportuntes of Black workers. Frst,

3 T. Mouw / Socal Scence Research31 (2002) socal segregaton notwthstandng, there are good reasons to thnk that nformal methods of job search may be more mportant for Blacks than Whtes. Job contacts may provde nsde nformaton that can help potental applcants locate employers that do not dscrmnate n the hrng process, thereby reducng the cost and dffculty of job search and ncreasng employment and/or wages. In addton, referrals from a current employee who vouches for the ablty and character of an applcant can ncrease hrng probabltes n cases where employers engage n statstcal dscrmnaton based on racal stereotypes. In other words, although Black workers who lve n socally solated neghborhoods may not be as well connected to job networks as Whte workers, we should be cautous about concludng that relyng on frends and neghbors to fnd work actually restrcts ther job opportuntes. Second, I argue that the data used n cross-sectonal data sets are msleadng because they assume that the use of contacts s an exogenous varable. In contrast, f workers choose whch job search strateges to use, then we cannot rely on cross-sectonal data to tell us whether nformal search methods such as relyng on frends for nformaton are better or worse than more formal methods. The economc search model of unemployment suggests why: based on a search theory model wth multple methods of job search (Montgomery, 1992), the actual method that a worker uses to fnd work s an endogenous varable. Smply put, f a worker has good contacts, then he or she wll accept a job only through formal job search methods f t s at least as good as he could have done relyng on hs connectons. As a result the data that the researcher actually observes s dstorted: accepted job offers whether they are from contacts or other methods reflect the overall opportuntes avalable to the ndvdual, not the effect of the partcular method of job search. Consequently, a negatve relatonshp between contacts and wages n cross-sectonal data may smply reflect a lower level of opportunty n general rather than a negatve effect of usng job contacts. In ths paper, I do two thngs. Frst, I use cross-sectonal data wth socal network nformaton from the 1994 Mult-Cty Study of Urban Inequalty (MCSUI) to ndcate the level of socal segregaton n large urban areas and to corroborate the fndng n prevous studes of a negatve assocaton between contacts and wages for Black workers. Next, I use longtudnal data from the Natonal Longtudnal Study of Youth (NLSY) to argue that these cross-sectonal results are msleadng. When I look at Black workers who changed jobs between 1994 and 1996, I fnd no evdence that Black workers dd worse when they used contacts compared to when they dd not use contacts. Ths ndcates that t s not necessarly the use of contacts that s lowerng wages. I argue that these results can be nterpreted n lght of a search model wth multple methods, and I dscuss the mplcatons for future research on how the nformal organzaton of the labor market affects equal opportunty between Blacks and Whtes.

4 514 T. Mouw / Socal Scence Research31 (2002) Socal solaton and job contacts The prevalent use of contacts to fnd jobs ndcates one way that the socal solaton of urban Blacks may affect ther labor market outcomes: Black workers may not be as well connected as Whte workers. In The Truly Dsadvantaged, Wlson (1987) argues that lvng n a socally solated nner-cty neghborhood has negatve consequences because of the lack of both postve role models and job contacts wth workers employed n wellpayng jobs. Whle the lack of role models suggests a socal psychologcal dmenson to urban poverty, the lack of contacts ponts to the role of socal structure n determnng labor market outcomes. To what degree are urban Blacks socally solated? Spatal patterns of segregaton by race and class are well documented. Hgh levels of resdental segregaton between Blacks and Whtes characterze large urban areas n Amerca (Massey and Denton, 1993), and there s evdence that largely Black central cty areas are experencng an ncreasng concentraton of poverty (Jargowsky, 1997). Accordng to Jargowsky (1997), not only are unemployment rates sgnfcantly hgher n poor neghborhoods, but the number of people lvng n census tracts wth poverty rates greater than 40% doubled between 1979 and Consequently, f job networks are at least partly based on neghborhood contacts, then hgh levels of resdental segregaton and concentrated nner-cty poverty suggest that the members of BlacksÕ socal networks wll be less lkely to be employed n steady jobs (actual evdence on ths hypothess s presented below). If Blacks are excluded from job networks because they lve n poor nner-cty neghborhoods, then a persstent Black/Whte wage dfferental may be partly explaned by structural forces rather than any ntrnsc dfferences between Black and Whte workers. Whle there are good reasons to beleve that urban Black workers are not as well connected to job networks as Whte workers, there s also ample evdence that both Blacks and Whtes make frequent use of job contacts to fnd jobs. A large percentage of both Black and Whte job-searchers use nformal methods of fndng work. Usng Panel Study of Income Dynamcs (PSID) data, for example, Corcoran, Datcher, and Duncan (1980) report that 56% of Whte men and 67% of Black men heard about ther current job from frends or relatves, and ths fndng s supported by other studes that fnd smlar levels of nformal job search among Whtes and Blacks (Falcon and Melendez, 2001; Green et al., 1995, 1999). Nonetheless, despte the prevalent use of contacts and good theoretcal and ntutve reasons to thnk that connectons would be benefcal n the labor market (Granovetter, 1995), there s lttle conclusve emprcal evdence that usng contacts actually affects wages (e.g., Brdges and Vllemez, 1986; Corcoran et al., 1980; for a revew see Granovetter, 1995). Therefore, whle proponents of the socal solaton perspectve argue that nner-cty Blacks lack job contacts,

5 T. Mouw / Socal Scence Research31 (2002) the lack of evdence on the effect of contacts seems to cast doubt on ths as an explanaton for persstent urban poverty n Amerca s nner ctes. However, one of the problems wth research that looks at the overall effect of contacts on wages s that t msses the socal context of job search. Because of dfferences n the composton of socal networks, the effect of contacts may depend on the job seeker s locaton wthn the socal structure. Granovetter argues that makng blanket assumptons about the payoff to contacts s too ndvdualstc and that researchers should focus on how group and ndvdual dfferences n networks mght affect the outcome of usng contacts (1995, p. 150). To observe racal dfferences n the effect of job contacts t may be necessary to nvestgate the composton and structure of job networks n more detal. For example, there are hgh levels of segregaton among the frendshp networks (Olver and Lchter, 1996, and Tables 2 and 3) and job contacts (Falcon and Melendez, 2001; Green et al., 1999; Olver and Lchter, 1996) of Whte and Black workers. In addton, there s evdence of dfferences n the composton of networks, the use of contacts, and the type of contacts used among Blacks and Whtes as a whole (Falcon and Melendez, 2001; Green et al., 1999) and among urban job-seekers lvng n hgh- and low-poverty neghborhoods (Ellot, 1999; Olver and Lchter, 1996). These dfferences suggest rather than havng one effect of contacts for all groups, the effect of contacts vares accordng to the worker s socal context. By studyng job search as an embedded socal process, the recent lterature on racal dfferences n job contacts promses to nform our understandng of the role that socal networks play n the labor market as a whole. Below, I dscuss the results of ths lterature n detal. For clarty, I dvde the papers nto two groups. One group of papers looks at racal dfferences n the effect of nformal and formal job search as a whole (Falcon and Melendez, 2001; Holzer, 1987; Korenman and Turner, 1996), whle the other group analyzes dfferences n the effect of certan types of contacts, the composton of networks, and the effect of contacts n hgh-poverty neghborhoods (Ellot, 1999; Green et al., 1995, 1999; Olver and Lchter, 1996). Usng cross-sectonal data on unemployed workers from the 1982 NLSY, Holzer (1987) fnds that although Whtes and Blacks are equally lkely to use nformal methods of job search, the monthly probablty of gettng hred usng contacts wth frends or relatves seems to be about 50% lower for blacks than Whtes. He concludes that job search strateges that stress formal and nsttutonal mechansms of job placement may be more effectve for Black workers. Korenman and Turner (1996) study racal dfferences n the effect of contacts on wages usng data from a Natonal Bureau of Economc Research (NBER) survey of young workers from three hgh-poverty neghborhoods n Boston (Roxbury, South Boston, and Dorchester). They fnd that the coeffcent on contacts n regressons on wages s sgnfcantly hgher for Whtes than Blacks. Usng contacts ncreased the wages for Whtes by about 20% and had no statstcally sgnfcant effect for Black workers. However,

6 516 T. Mouw / Socal Scence Research31 (2002) when they turn to natonally representatve data from the 1982 wave of the NLSY, they fnd no evdence of racal dfferences n the returns to contacts. They nterpret these results by argung that n dsadvantaged neghborhoods (as opposed to the economy as a whole), hgh-payng jobs are scarce and are lkely to be ratoned to well-connected Whte workers. Next, Falcon and Melendez (2001) study the effect of job contacts on occupatonal status, wages, and workplace segregaton for Black, Whte, Asan, and Latno workers n the 1994 MCSUI. They fnd that usng frends or relatves to fnd work has no effect on the wages of Black workers. It does, however, seem to reduce the occupatonal prestge of Black, Latno, and Asan workers (usng contacts s assocated wth a decrease n the SEI ndex of 1.77 ponts for Blacks) and ncrease the chance of workng n a workplace where the majorty of the workers are mnortes. On the bass of these results, they argue that ther results show that fndng a job through socal networks has negatve mplcatons for Black and Latno workers n general (Falcon and Melendez, 2001, p. 344). In addton to studes whch look at the blanket effect of usng contacts on employment rates and wages, t has been argued that the type of contacts that nner-cty workers use results n lower payng employment. Accordng to Granovetter s strength of weak-tes hypothess, for example, the tendency of nner-cty Blacks to rely on strong tes wth frends, relatves, or neghbors rather than weak tes wth acquantances results n redundant job nformaton and poorer employment prospects (Granovetter, 1974). Usng data from the Atlanta survey of the 1994 MCSUI data, Green et al. (1995) fnd that usng contacts wth workers nsde the frm, relatves, or neghbors reduces the wages of Black job seekers. Accordng to ther results, Black respondents who found ther jobs through neghborhood contacts earned $3200 less than those who used no contacts, and those who used contacts wth relatves or someone who worked at the hrng frm earned $2700 and $1700 less, respectvely. In addton, usng socal network data, they fnd that the number of employed tes a worker has s sgnfcantly assocated wth hgher wages mplyng negatve consequences of socal solaton. They conclude that these results support the vew that Black/Whte dfferences n socal resources explan much of the racal gap n poverty and earnngs. In a follow-up paper usng MCSUI data from Atlanta, Boston, and Los Angeles, Green et al. (1999) make a more nuanced argument about how the type of job contact s lkely to dsadvantage workers n socally solated neghborhoods. They argue that whle usng contacts n general does not affect wages, usng what they call multplex contacts strong-te, wthnfrm contacts wth neghbors (whch represent 27% of the jobs found by Black job seekers) has a substantal negatve effect. In ther sample, the magntude of ths negatve effect s equvalent to the effect of four years of educaton, suggestng sgnfcant dsadvantages for socally solated

7 T. Mouw / Socal Scence Research31 (2002) nner-cty mnortes. Smlarly, Olver and Lchter (1996) use data from Black respondents n Los Angeles MCSUI data. When they dvde ther data nto three groups based upon low, medum, and hgh levels of tract poverty they fnd that respondents n low-poverty neghborhoods have more socal tes, and a hgher percentage of employed tes, than respondents n hghpoverty neghborhoods. Ther statstcal models show that certan types of network tes (the number of tes wth college graduates, employed workers, and non-blacks) sgnfcantly ncrease the probablty of employment. In contrast to employment probabltes, however, the effect of networks and contacts on wages s ambguous. Usng a neghborhood contact to fnd work s assocated wth substantally lower earnngs for Black males (but not for Black women), and havng employed tes and usng non-black job contacts ncrease the wages for both men and women (but the coeffcents are not statstcally sgnfcant at the.05 level). They conclude that networks affect the employment of nner-cty Blacks, but do not seem to have much effect on wages. The effect of contacts may depend on whether the respondent lves n hgh- or low-poverty neghborhoods. Ellot (1999) uses data on employed Whte, Black, and Latno workers wth a hgh school educaton or less. In contrast to the expectatons of the socal solaton hypothess, he fnds that respondents n hgh-poverty neghborhoods are actually more lkely than respondents n low-poverty neghborhoods to use contacts to fnd work. Therefore, he argues, t s not a queston of whether contacts exst n hgh-poverty neghborhoods that s mportant, but whom these contacts are wth and how they nfluence labor market outcomes. In a pooled regresson of respondents n hgh- and low-poverty neghborhoods, he fnds a negatve relatonshp between the use of contacts and wages. However, n separate analyses of respondents n low- and hgh-poverty neghborhoods, these results hold n low-poverty but not n hgh-poverty neghborhoods. In all the models, however, there s a consstent negatve effect for workng wth non-whte co-workers. Ellot hypotheszes that one consequence of socal segregaton among urban mnortes s that the prevalent use of contacts to fnd work leads them to predomnately non-whte frms, whch tend to pay lower wages. He argues that although workers n hgh-poverty neghborhoods are not socally solated, the use of personal contacts serves as a strategy of last resort, rather than as a means of leveragng oneself nto better jobs (1999, p. 213). In sum, the recent research on racal dfferences n the effects of job contacts s mportant because t attempts to depct the way n whch job search s embedded n racally segregated socal networks. One consstent fndng of ths lterature s that, despte the predctons of the socal solaton hypothess, job contacts are actually a common method of fndng work among workers who lve n hgh-poverty neghborhoods (Ellot, 1999). In addton, although there s consderable varaton n the fndngs across the dfferent

8 518 T. Mouw / Socal Scence Research31 (2002) papers, all of the authors presented here fnd somethng about the use of socal networks to fnd work that seems to negatvely affect labor market outcomes. As a result, t s possble to conclude that when the socal context of job search s consdered n detal, certan types of contacts reduce the employment rates (Holzer, 1987; Olver and Lchter, 1996), wages (Ellot, 1999; Green et al., 1995, 1999), or occupatonal prestge (Falcon and Melendez, 2001) of nner-cty and/or Black workers. Ths concluson s tempered, of course, by the fact that Falcon and Melendez (2001) and Olver and Lchter (1996) usng slghtly dfferent varables and data do fnd no effect of contacts on wages, and Ellot (1999) fnds no effect for respondents n hgh-poverty neghborhoods. However, taken as a whole, the evdence can be nterpreted as suggestng that although the urban poor have job contacts, ther job networks are not well connected and are less effectve at provdng entree nto well-payng, stable employment. Green et al. conclude that more than those who are not n poverty, poor people rely on famly and frends for nformaton and support, and ths restrcts ther job opportuntes (Green et al., 1995, p. 178). Falcon and Melendez argue that the poor n nner-cty areas are ncreasngly solated from nteracton wth other classes and that, as a result, the socal tes of these ndvduals seldom reach beyond ther own socal poston (2001, p. 368), and Holzer argues that Blacks face sgnfcant barrers when usng nformal rather than formal search methods (1987, p. 446). Nonetheless, despte the fact that ths research seems to confrm our ntuton about the effect of socal solaton on labor market outcomes, I argue n the next secton that there are several reasons why we should nterpret these results cautously An alternatve nterpretaton As ndcated above, Black workers may not be as well connected to job networks as Whte workers. However, rather than restrctng ther employment prospects, the prevalent use of nformal methods of job search by urban Blacks may, on the contrary, be an ndcaton of the lack of effectveness of other methods of job search. For example, Ellot (1999, p. 213) argues that the ncreased use of contacts to fnd work among workers n hgh-poverty neghborhoods results from ther excluson from formal job openngs. Lkewse, Granovetter notes that n partcular groups, fndng jobs through contacts may be one s best opton, yet the jobs found may stll be of poor qualty by general standards f ths s all the group can provde (1995, pp ). In ths paper, I renterpret the fndngs on the effect of job contacts on the wages of Black workers n lght of two consderatons. Frst, gven the exstence of racal dscrmnaton and stereotypng n the labor market, we mght expect job contacts to reduce the search costs and ncrease the hrng rates of Black workers. As a result, those Black workers who are well

9 T. Mouw / Socal Scence Research31 (2002) connected n the labor market should do sgnfcantly better than Black workers who are not. Therefore, the exstng cross-sectonal results are puzzlng. Second, f workers choose the method they use to fnd work based on ther own economc self-nterest, then the method actually used to fnd work s endogenous to perceved dfferences n outcomes among the methods. Consequently, t s reasonable to beleve that f nformal methods really do lower the wages of nner-cty Black workers, then the workers themselves would tend to swtch to more formal methods of job search. As shown below, ths has sgnfcant emprcal mplcatons. In order elaborate on both of these arguments, we frst turn to a dscusson of why contacts are so prevalent n the labor market. Most labor markets are not formally organzed n the sense that there s lttle relance on centralzed market nsttutons that attempt to mprove the effcency of the match between job-seekers and prospectve employers. On the contrary, much of the nformaton about job openngs s dstrbuted through nformal frendshp networks. Accordng to natonal surveys, about 40 50% of all jobs are found wth help from a frend or relatve (Granovetter, 1974); evdently a sgnfcant amount of job nformaton passes through nformal socal networks. The nformal organzaton of the labor market suggests that socal structure or who knows whom plays an mportant role n the labor market. One explanaton for the nformal organzaton of the labor market s that there s a problem of mperfect nformaton. Rees (1966) argues that whle t mght seem appealng to try to centralze the matchng of buyers and sellers of labor through a formal market mechansm n order to elmnate unemployment a sort of Chcago Board of Trade for labor rather than agrcultural products the central problem of the labor market s one of nformaton. Employers have mperfect nformaton about the sklls and abltes of potental applcants, and unemployed workers have poor nformaton about the characterstcs and workng condtons of potental jobs. Rees suggests that the problem of nformaton means that the labor market s smlar to the market for used cars. Because dfferences n prce may (or may not) reflect dfferences n qualty, to get the best deal t makes sense to conduct an ntensve and careful search of a few cars rather than an extensve search of many. Lkewse, both employers and workers do better by conductng an ntensve search of a few possbltes rather than a superfcal search of many job openngs or applcants. In the presence of racal dscrmnaton, the problem of mperfect nformaton has mportant mplcatons for racal dfferences n the mportance of job contacts. Economc models of dscrmnaton n the labor market argue that there are two fundamental types: outrght dscrmnaton a taste for one racal group over another and statstcal dscrmnaton based on real or magned stereotypes about group dfferences (Can, 1986). Both types have consequences for the use of contacts. Frst, the presence of a taste for racal dscrmnaton among employers, evdent ether n an

10 520 T. Mouw / Socal Scence Research31 (2002) outrght reluctance to hre Black workers or n dscrmnatory treatment of Black workers they do hre, ponts to one reason. Because explct dscrmnaton n hrng practces s llegal (and wll not be explctly advertsed), Black job seekers who rely on formal methods of job search, such as respondng to newspaper advertsements or help-wanted sgns wll not have good nformaton about whch employers are dscrmnatory. Ths effectvely rases the costs of job search for Black workers. Gven a certan percentage of dscrmnatory employers, Black job-seekers wll have to apply to more jobs than Whtes to get the same number of job offers. As the percentage of employers wth dscrmnatory hrng practces ncreases, the dffculty of obtanng a job offer ncreases. Ths ncreases the costs n terms of tme and money of conductng a job search. In a theoretcal model of racal dfferences n job search, Black (1995) shows that exstence of dscrmnatory employers combned wth poor nformaton about ther dentty rases job search costs for Blacks and results n lower wages for Blacks vs-a-vs Whte workers. In contrast, the sharng of job nformaton among Black workers may substantally reduce search costs. Informaton based on the past experences of other workers may help avod employers wth a reputaton for not hrng Black workers. In addton, contacts wth Black workers already employed at a frm s prma face evdence that the frm hres mnortes and provdes evdence on the frmõs treatment of the those workers that t does hre thereby reducng turnover after the job offer s accepted. As a result, n the presence of employer dscrmnaton those Black workers who are well connected may do better than those who are not because nformaton from other employed workers reduces search costs. In addton, job networks wll be mportant n the presence of statstcal dscrmnaton. Whle t has been argued that an employerõs preference for Whte workers, regardless of ablty, s economcally neffcent and should dsappear n compettve markets (Becker, 1957), statstcal dscrmnaton may be ratonal from the employerõs pont of vew (Arrow, 1972; Phelps, 1972; for a dscusson of the effcency of statstcal dscrmnaton see Schwab, 1986). If nformaton about workersõ abltes s costly to obtan, then expectatons of racal dfferences n ablty (real or magned) may result n employers usng race as a cheap screenng devce (Phelps, 1972). In these stuatons, referrals from a current employee may substantally mprove hrng rates by provdng addtonal nformaton about the applcant as well as a degree of mutual accountablty between the referrng worker and the applcant to perform well. In labor markets wthout clear objectve measures of dfferentatng among job applcants and provdng nformaton on desred characterstcs such as relablty and trust-worthness, employers may refer to subjectvely constructed racal stereotypes n makng hrng decsons. For example, n a qualtatve study of employer hrng practces n Chcago, Krschenman and Neckerman (1991) argue that employee referrals are partcularly mportant n low sklled blue-collar and servce sector jobs

11 T. Mouw / Socal Scence Research31 (2002) because most employers rely to some extent on racal stereotypes about productvty. In the words of one employer that they ntervewed: All of a sudden, they take a look at a guy, and unless heõs got an n, the reason why I hred ths black kd the last tme s Õcause my neghbor sad to me, yeah, I used hm for a few, heõs good, and I sad, you know what, IÕm gong to take a chance... (p. 228). The fact that Black workers may not be as well connected as Whtes to job networks s certanly one plausble explanaton for the Black/Whte wage gap. Nonetheless, ths does not mean that contacts are less mportant for Black workers or that usng contacts restrcts ther job opportuntes. On the contrary, n stuatons of ether drect or statstcal dscrmnaton n the hrng process there are good reasons to beleve Black workers who are well connected wll have sgnfcant advantages over those who are not well connected. There s a fnal reason to be cautous about acceptng the exstng emprcal results about racal dfferences n the effect of contacts on wage. The observed data may be dstorted because workers choose whch job search method to actually use. One way to explan the mplcatons of the choce of search method on the observed data s to use the economc model of job search. Whle economc search models present a mathematcal treatment of the search process, t s not necessary to accept the mathematcal formalzaton to apprecate the logc behnd t. There are a few basc prncples behnd a search theory model (see Devne and Kefer, 1991, for a full treatment). (1) Indvduals obtan job offers where the wage of the offer s drawn from a statstcal dstrbuton. (2) Job offers arrve sequentally, and the worker must decde whether to accept the job before contnung to search for more offers. (3) Indvduals have reservaton wages, whch ndcate the mnmally acceptable wage offer. Reservaton wages are chosen to maxmze earnngs and they factor n job search costs, the dstrbuton of offers, the probablty of gettng an offer, and the foregone wages due to unemployment. Offers that are equal to or hgher than the reservaton wage are accepted. Offers that are less than the reservaton wage are rejected. In other words, the frst offer wth a reasonable wage s accepted. 1 (4) Everythng else beng equal, ncreasng the average of the wage offer dstrbuton rases the ndvdual s reservaton wage; the ndvdual rases hs/her expectatons of what a reasonable job s. Recently, t has been argued that the search theory model wth multple methods of job search can help explan the null results n the emprcal lterature on the effect of contacts on wages (Montgomery, 1992). For 1 Emprcally, t turns out that very few job offers ate actually rejected (see Devne and Kefer, 1991). Ths could be because workers use pror nformaton to search for work at hgh-wage frms frst.

12 522 T. Mouw / Socal Scence Research31 (2002) example, f workers use two methods of job search, nformal contacts and formal applcatons, then a hgh average wage offer for nformal contacts may be reflected n hgher wages for all jobs that are accepted, regardless of whether they were found through contacts or formal means. Indvduals wth good connectons may smply rase ther reservaton wage so that they have hgh wage expectatons for an acceptable job. For these ndvduals, job offers from formal methods although not as good, on average, as job offers from contacts wll be accepted only f they pay more than the reservaton wage. As a result, the wages of accepted jobs wll not reflect the true dfference between wage offers among the two methods. They may be more lkely to accept jobs usng nformal methods because these jobs are more lkely than formal methods to generate offers above the reservaton wage but there may be no wage dfference between accepted nformal and formal job offers. In general, f contacts do result n better job offers, then acceptance of only those offers that exceed the reservaton wage weakens the emprcal relatonshp between contacts and hgh wages although the precse effect depends on the actual dstrbuton of wage offers and the probablty of recevng offers (Montgomery, 1992). If we beleve ths ratonal model of job search behavor, then t would seem ncorrect to argue that the exstng emprcal evdence shows a causal lnk between usng contacts and lower wages because the job search method used s an endogenous varable. Ths rases the queston of whether Black workers are dong as well usng contacts as they would usng more formal methods. As argued below, one way to test ths would be to follow the same workers over tme to see whether there was any systematc dfference between when they dd and dd not use contacts. 3. Methods Ths paper compares the results of cross-sectonal and longtudnal models of the effect of contacts on the wages of Black workers. As dscussed above, prevous research on contacts and Black/Whte wage dfferences used cross-sectonal data to estmate the relatonshp between the use of contacts and wages. The coeffcent on contacts s then nterpreted as an ndcaton of whether the use of contacts by mnortes restrcts ther job prospects. The mplct assumpton of ths approach s that the job search method (.e., contacts, newspaper, etc.) s an exogenous varable. In contrast, a job search model wth multple methods of job search argues that the method used s endogenous to the qualty of the workers nformal and formal offer dstrbutons. As I argued above, t s not necessary to accept the precse mathematcal formulaton of such a search model to accept ts basc premse. If workers are usng both nformal and formal methods to search for work, then (1) they wll tend to fnd jobs wth the methods that provde the most

13 T. Mouw / Socal Scence Research31 (2002) promsng job leads and (2) any job offer that s accepted wll be better than the reservaton wage whether t s through formal or nformal methods. Therefore, we mght not fnd a bg dfference between accepted job offers from contacts and other methods. The frst part of the statstcal analyss n ths paper uses cross-sectonal data. The model that s estmated s gven by Eq. (1) as follows: w t ¼ bx t þ ac t þ O formal þ O contacts þ e t ; ð1þ where w s log wages, X s a vector of varables measurng the observed characterstcs of the worker, C s a varable ndcatng whether the worker used a contact (or a partcular type of contact) to fnd her most recent job, and e s an error term. The subscrpt t ndcates varables that vary over tme for worker. Fnally, O formal and O contacts are varables representng the qualty of job offers that the worker would receve by usng formal methods of job search or by usng contacts. Because the researcher observes only accepted job offers, O formal and O contacts are unobserved varables. If the type of method used to fnd work s assumed to be an exogenous varable, then the use of contacts, C, s uncorrelated wth the qualty of the worker s offers through formal and nformal methods, O formal and O contacts. If ths s true, then n a regresson on w for Black workers, a negatve value for the coeffcent on C, a, s evdence that usng contacts decreases wages. The frst part of the analyss uses cross-sectonal data from the 1994 MCSUI and the 1994 NLSY to attempt to corroborate the fndngs of prevous research. However, s the use of contacts really an exogenous varable? It s possble that Afrcan Amercan workers who use contacts do so because they are more effectve than formal search methods such as replyng to newspaper advertsements? We can test ths by followng workers over tme. Dd these workers do better when they found jobs through more formal methods of job search? The second part of the analyss for ths artcle uses data from the 1994 and 1996 waves of the NLSY to estmate a fxed-effects model of contacts on wages. A fxed effects model estmates changes n ndvdual wages over tme as a functon of changes n the ndependent varables. An ndvdual-specfc mean s subtracted from each varable; as a result, the constant effects of unchangng varables that do not vary over tme drop out of the model. In other words, the model estmates the effect of contacts by comparng the wages an ndvdual obtaned wth contacts versus the wages the same ndvdual receved when he or she used no contacts to fnd work. The model s as follows: w t w ¼ bðx t X ÞþaðC t C Þþðe t e Þ: ð2þ The unobserved, person-specfc varables measurng qualty of the formal and nformal offer dstrbutons, O formal and O contacts, drop out of the model. A comparson of the results obtaned by estmatng Eqs. (1) and (2) wth the NLSY data can be used to make nferences about the exogenety of the

14 524 T. Mouw / Socal Scence Research31 (2002) contact varable wth respect to O formal uncorrelated wth O formal and O contacts and O contacts. More precsely, f C s, whch s the mplct assumpton n the prevous lterature on Black/Whte dfference n job contacts, a should be roughly the same n both models. The alternatve hypothess s that the use of contacts to fnd work, C, s endogenous to O formal and O contacts. Accordng to the job search model outlned above, a ratonal worker wll accept job offers only f they are better than the reservaton wage, whch reflects the overall opportuntes avalable to the worker. In ths sense, a negatve coeffcent on C n the cross-secton does not necessarly mean that contacts actually have a negatve effect on wages. Indeed, the concept of a reservaton wage suggests that workers would not accept job offers from contacts f they decreased ther wages relatve to how they could do usng other methods of job search. Ths hypothess predcts that because C s correlated wth O formal be the same n cross-sectonal and fxed effects models. and O contacts ; a wll not 4. Hypotheses We can dstngush three hypotheses. Each hypothess s depcted n Table Negatve effect. Usng cross-sectonal data, prevous research has found a negatve relatonshp between some types of contacts (neghbors and co-workers) and the wages of Black workers or workers lvng nner-cty neghborhoods n partcular. Ths result s ntutvely appealng because, as argued above, Black workers are lkely to be less well connected n the labor market than Whte workers are. The mplct assumpton of ths research s that the choce of method s an exogenous varable. Ths hypothess predcts that the coeffcent on contacts n both the cross-sectonal and longtudnal results should be negatve. 2. Postve effect. Although Black workers on average are not as well connected as Whte workers to job networks, connectons may nonetheless be partcularly mportant for Black workers. Because of dscrmnaton, contacts may provde useful nformaton to help locate nondscrmnatory Table 1 Hypotheses about the effect of contacts on the wages of Black workers Hypothess In regressons on wages for Black workers Is the use of contacts Predcted cross-sectonal an exogenous varable? coeffcent on contacts 1. Negatve effect Yes Negatve Negatve 2. Postve effect Yes Postve Postve 3. Search model No; cross-sectonal data are dstorted? Zero Predcted fxed-effects coeffcent on contacts

15 T. Mouw / Socal Scence Research31 (2002) employers and ncrease hrng probabltes. As a result, the use of contacts s predcted to have a postve effect on the wages of Black workers. 3. Searchmodel. Based on an economc model of job search behavor, the worker s reservaton wage takes the expected qualty of offers from dfferent search methods nto account. If a worker has good connectons n the labor market, then hs reservaton wage wll rse, reflectng ncreased expectatons. Consequently, the only job offers that are actually accepted whether they are from contacts or from formal applcaton wll be at least as good as the reservaton wage. Ths hypothess predcts that whle there may be a negatve relatonshp between wages and contacts for Black workers n the cross-secton, ths result wll dsappear f we follow the same workers over tme. 5. Data and descrptve results Ths paper uses data from the 1994 MCSUI and the 1994 and 1996 waves of the NLSY. The MCSUI data s a representatve sample of households n four large urban areas, Detrot, Boston, Atlanta, and Los Angeles. Data on the socal networks of workers and detaled nformaton on job contacts were collected n Boston, Atlanta, and Los Angeles. Ths paper uses the MCSUI data from these three ctes for all Black or Whte respondents who searched for work n the past fve years, resultng n a sample of 865 Black and 752 Whte workers. In addton, the waves of the NLSY represent a unque source of longtudnal nformaton on job search behavor because the same queston about job search methods was asked of all the jobs the respondent held between 1993 and The NLSY sample uses all Black or Whte respondents who changed jobs between 1994 and 1996, resultng n a sample of 617 Black and 1036 Whte workers. To begn wth, Tables 2 6 provde descrptve evdence on racal dfferences n socal networks and job contacts between Blacks and Whtes from the MCSUI data. Table 2 shows the racal segregaton of socal networks for Black and Whte respondents. Each respondent was asked to provde demographc nformaton on three dscusson partners. Whle ths s not complete Table 2 Racal segregaton of socal networks Respondent s Race of frend n network (%) (N) race Whte Black Hspanc Asan Other Total Whte (752) Black (865) Total (1617) Source. MCSUI data from Los Angeles, Atlanta, and Boston.

16 526 T. Mouw / Socal Scence Research31 (2002) Table 3 Method of fndng most recent job Race Contacts: method used (N) Newspaper Relatve Frend Acquantance Other Total Whte (752) Black (865) Total (1617) Source. MCSUI data from Los Angeles, Atlanta, and Boston. Table 4 Characterstcs of the contact person, by respondent s race (only for respondents who were helped by a contact person) Respondent s Race of person who helped fnd most recent job (N) race Whte Black Hspanc Asan Total Whte (356) Black (450) Source. MCSUI data from Los Angeles, Atlanta, and Boston. Table 5 The man way contact person helped the respondent get most recent job (%) (only for respondents who were helped by a contact person) Race Told me about job Hred me Talked to employer about me Gave me a reference Other Total Neghbor Worked at frm Whte (356) Black (450) Total (806) Source. MCSUI data from Los Angeles, Atlanta, and Boston. (N) network nformaton, t does provde evdence of the demographc composton of workers socal tes. In the MCSUI data 83% of Whtes frends are Whte, and 86% of Blacks frends are Black. Ths s not surprsng because we would expect that racal segregaton n frendshp networks would parallel resdental segregaton. Nonetheless, ths hgh level of socal segregaton suggests that nformally transmtted job nformaton s lkely to pass through racally homogenous socal networks. Table 3 shows the how the respondent found hs or her most recent job. For both Whtes and Blacks, a majorty used a personal contact (e.g., a relatve, frend, or acquantance) to fnd work. Whle contacts wth a relatve or an acquantance to fnd work each represent around 10% of the sample, nearly 30% of respondents used a frend to fnd ther most recent job. As a result, the relatve frequency of usng strong tes wth relatves or weak

17 T. Mouw / Socal Scence Research31 (2002) Table 6 Summary statstcs for MCSUI data Whtes Blacks Obs Mean SD Obs Mean SD Log of hourly wage Age Male Educaton (years) Tenure at current turn Network data (excludng coworkers) Mssng network data Proporton wth steady jobs Avg. educaton Proporton on welfare Total network members tes wth acquantances depends on how frends are classfed. In the statstcal analyss for the MCSUI data, I estmate separate coeffcents for each category of personal contacts n order to avod classfyng frends as ether strong or weak tes. Next, for those workers who used contacts to fnd work, Table 4 shows the race of the person who helped the respondent fnd hs or her job. Ths table demonstrates that there s lttle nter-racal sharng of job nformaton. The race of the contact person s almost always the same as that of the respondent Smlarly, Table 5 shows racal dfferences n how the contact helped the respondent get the job. Here we are nterested n dfferences n the lkelhood that the contact hred the respondent or talked drectly to the employer about the respondent. These are lkely to be nstances where the contact was nstrumental n obtanng the job for the respondent. Whtes are more lkely to be hred by the contact or have ther contact talk to the employer on ther behalf. Table 5 also shows racal dfferences n whether the contact lved n the same neghborhood as the respondent and whether he or she worked at the frm that hred the respondent. Black workers are more lkely to use neghborhood contacts. Ths seems to ndcate that Blacks depend more on strong tes based upon proxmty that may provde less access to wder socal crcles and nonredundant job nformaton. On the other hand, slghtly more Blacks used nsde contacts who worked at the hrng frm. Fnally, Table 6 presents summary statstcs on racal dfferences n several composte network varables. In constructng these varables, I excluded network members who worked at the same job as the respondent, as they are most lkely to represent cases where the drecton of causalty between socal networks and job outcomes s reversed (about 7% of network members were co-workers). In addton to average educaton and the number

18 528 T. Mouw / Socal Scence Research31 (2002) of network members, I use the proporton of network members employed n steady jobs and the proporton on welfare. 2 Table 6 shows that the members of Blacks socal networks are not as hghly educated as Whtes network members, and they are more lkely to be on welfare. However, there s lttle racal dfference n the proporton of network members who have steady jobs. Ths result seems surprsng because we know that the Black unemployment rate s substantally hgher than the Whte unemployment rate. Because of hgh levels of racal socal segregaton, the average characterstcs of Whtes and Blacks socal networks are lkely to be smlar to the populaton averages for the local Whte and Black populatons respectvely (but not necessarly because some workers could have more network tes than others). In addton, because the sample contans data on the most recent job for all respondents who searched for work n the past fve years, t ncludes most of those workers who are currently unemployed. Therefore, t s unlkely that the neglgble dfference n employed network members s due to the composton of the sample. 3 However, a better verson of ths queston would dstngush among several categores of labor force status rather than ask f the network member s employed n a steady job. Ths would allow us to dfferentate between retred and unemployed network members. In addton, f these network questons had been desgned to study labor market outcomes, then t would have been mportant to know the occupaton of network members. Whle educaton may be strongly correlated wth earnngs, havng frends wth hgher human captal levels than oneself does not readly translate nto a net beneft n the labor market On the contrary, a jantor wth three frends who are jantors, for example, may obtan better nformaton about jantoral job openngs than a jantor wth three frends who are doctors and lawyers. The actual transmsson of job nformaton through socal contacts s lkely to be complex and at present s poorly understood. Therefore, to assocate the average value of network characterstcs wth some sort of homogenous socal captal may be msleadng. Fnally, t would be desrable to have the number of network members ncreased. Because ths s tme-consumng durng ntervews, an alternatve would be to ask for three people that the respondent would consder askng for job help or nformaton. Ths mght provde a more accurate profle of the respondent s potental job contacts. In any event, I use these network varables as a proxy for the qualty of workers socal connectons n order to suggest how the Black/Whte wage gap may result from dfferent levels of socal resources. 2 Alternatvely, I could nclude the number (rather than the proporton) of network members employed or on welfare. Ths does not change the results presented. 3 If all of the cases wth network data are used, the.71 of Whtes contacts are employed at steady jobs, and.67 of Blacks contacts.

Volume 30, Issue 4. Who likes circus animals?

Volume 30, Issue 4. Who likes circus animals? Volume 30, Issue 4 Who lkes crcus anmals? Roberto Zanola Unversty of Eastern Pedmont Abstract Usng a sample based on 268 questonnares submtted to people attendng the Acquatco Bellucc crcus, Italy, ths

More information

WISE 2004 Extended Abstract

WISE 2004 Extended Abstract WISE 2004 Extended Abstract Does the Internet Complement Other Marketng Channels? Evdence from a Large Scale Feld Experment Erc Anderson Kellogg School of Management, Northwestern Unversty Erk Brynjolfsson

More information

1 Basic concepts for quantitative policy analysis

1 Basic concepts for quantitative policy analysis 1 Basc concepts for quanttatve polcy analyss 1.1. Introducton The purpose of ths Chapter s the ntroducton of basc concepts of quanttatve polcy analyss. They represent the components of the framework adopted

More information

Volume 29, Issue 2. How do firms interpret a job loss? Evidence from the National Longitudinal Survey of Youth

Volume 29, Issue 2. How do firms interpret a job loss? Evidence from the National Longitudinal Survey of Youth Volume 29, Issue 2 How do frms nterpret a job loss? Evdence from the Natonal Longtudnal Survey of Youth Stephen M. Kosovch Stephen F. Austn State Unversty Abstract Emprcal studes n the job dsplacement

More information

International Trade and California Employment: Some Statistical Tests

International Trade and California Employment: Some Statistical Tests Internatonal Trade and Calforna Employment: Some Statstcal Tests Professor Dwght M. Jaffee Fsher Center for Real Estate and Urban Economcs Haas School of Busness Unversty of Calforna Berkeley CA 94720-1900

More information

Overeducation in Cyprus

Overeducation in Cyprus Overeducaton n Cyprus Andr Kyrz The Unversty of Lecester Department of Economcs Abstract In ths paper we nvestgate the effects of excessve and lmted schoolng on the ndvduals earnngs n Cyprus. Ths mportant

More information

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics Extended Abstract for WISE 5: Workshop on Informaton Systems and Economcs How Many Bundles?:An Analyss on Customzed Bundlng of Informaton Goods wth Multple Consumer Types Wendy HUI Ph.D. Canddate Department

More information

An Empirical Study about the Marketization Degree of Labor Market from the Perspective of Wage Determination Mechanism

An Empirical Study about the Marketization Degree of Labor Market from the Perspective of Wage Determination Mechanism An Emprcal Study about the Marketzaton Degree of Labor Market from the Perspectve of Wage Determnaton Mechansm Qushuo He Shenzhen Insttute of Informaton Technology, Shenzhen 51809, Chna heqs@szt.com.cn

More information

Gender Wage Differences in the Czech Public Sector: A Micro-level Case

Gender Wage Differences in the Czech Public Sector: A Micro-level Case REVIEW OF ECONOMIC PERSPECTIVES NÁRODOHOSPODÁŘSKÝ OBZOR VOL. 16, ISSUE 2, 2016, pp. 121 134, DOI: 10.1515/revecp-2016-0009 Gender Wage Dfferences n the Czech Publc Sector: A Mcro-level Case Veronka Hedja

More information

Labour Market Experience of Male Immigrants and Ethnic Minorities in the UK

Labour Market Experience of Male Immigrants and Ethnic Minorities in the UK IVERSITY OF OTTIGHA Dscusson apers n Economcs Dscusson aper o. 09/08 Labour arket Experence of ale Immgrants and Ethnc nortes n the K By Sayema H. Bdsha Department of Economcs nversty of Dhaka Bangladesh

More information

The Substitutability of Labor of Selected Ethnic Groups in the US Labor Market

The Substitutability of Labor of Selected Ethnic Groups in the US Labor Market DISCUSSION PAPER SERIES IZA DP No. 1945 The Substtutablty of Labor of Selected Ethnc Groups n the US Labor Market Martn Kahanec January 2006 Forschungsnsttut zur Zukunft der Arbet Insttute for the Study

More information

The Effect of Outsourcing on the Change of Wage Share

The Effect of Outsourcing on the Change of Wage Share Clemson Unversty TgerPrnts All Theses Theses 12-2017 The Effect of Outsourcng on the Change of Wage Share Tanq L Clemson Unversty Follow ths and addtonal works at: https://tgerprnts.clemson.edu/all_theses

More information

Experiments with Protocols for Service Negotiation

Experiments with Protocols for Service Negotiation PROCEEDINGS OF THE WORKSHOP ON APPLICATIONS OF SOFTWARE AGENTS ISBN 978-86-7031-188-6, pp. 25-31, 2011 Experments wth Protocols for Servce Negotaton Costn Bădcă and Mhnea Scafeş Unversty of Craova, Software

More information

A Longer Tail?: Estimating The Shape of Amazon s Sales Distribution Curve in Erik Brynjolfsson, Yu (Jeffrey) Hu, Michael D.

A Longer Tail?: Estimating The Shape of Amazon s Sales Distribution Curve in Erik Brynjolfsson, Yu (Jeffrey) Hu, Michael D. A Longer Tal?: Estmatng The Shape of Amazon s Sales Dstrbuton Curve n 2008 1. Introducton Erk Brynjolfsson, Yu (Jeffrey) Hu, Mchael D. Smth The term The Long Tal was coned by Wred s Chrs Anderson (Anderson

More information

Sources of information

Sources of information MARKETING RESEARCH FACULTY OF ENGINEERING MANAGEMENT Ph.D., Eng. Joanna Majchrzak Department of Marketng and Economc Engneerng Mal: joanna.majchrzak@put.poznan.pl Meetngs: Monday 9:45 11:15 Thursday 15:10

More information

Stay Out of My Forum! Evaluating Firm Involvement in Online Ratings Communities Neveen Awad and Hila Etzion

Stay Out of My Forum! Evaluating Firm Involvement in Online Ratings Communities Neveen Awad and Hila Etzion Stay Out of My Forum! Evaluatng Frm Involvement n Onlne Ratngs Communtes Neveen Awad and Hla Etzon. INTRODUCTION A growng number of onlne retalers are enablng and encouragng consumers to post revews of

More information

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen Mtgaton optons for energy-related CO 2 emssons n the Indonesan manufacturng sector Rslma F. Stompul and Anthony D. Owen School of Economcs, The Unversty of New South Wales, Sydney, Australa Why mtgaton

More information

Do not turn over until you are told to do so by the Invigilator.

Do not turn over until you are told to do so by the Invigilator. UNIVERSITY OF EAST ANGLIA School of Economcs Man Seres PG Examnaton 016-17 FINANCIAL ECONOMETRICS ECO-7009A Tme allowed: HOURS Answer ALL FOUR questons. Queston 1 carres a weght of 5%; queston carres 0%;

More information

The Impact of Information Quality of Job Descriptions on an Applicant s Decision to Pursue a Job

The Impact of Information Quality of Job Descriptions on an Applicant s Decision to Pursue a Job The Impact of Informaton Qualty of Job Descrptons on an Applcant s Decson to Pursue a Job by Harry Leung A thess presented to the Unversty of Waterloo n fulfllment of the thess requrement for the degree

More information

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data 8 th World IMACS / MODSIM Congress, Carns, Australa 3-7 July 29 http://mssanz.org.au/modsm9 Evaluatng the statstcal power of goodness-of-ft tests for health and medcne survey data Steele, M.,2, N. Smart,

More information

Small Broadband Providers and Federal Assistance Programs: Solving the Digital Divide?

Small Broadband Providers and Federal Assistance Programs: Solving the Digital Divide? JRAP 38(3): 254-268. 2008 MCRSA. All rghts reserved. Small Broadband Provders and Federal Assstance Programs: Solvng the Dgtal Dvde? Bran E. Whtacre and Phumsth Mahasuweeracha Oklahoma State Unversty -

More information

RACIAL SORTING AND NEIGHBORHOOD QUALITY * Patrick Bayer Yale University. Robert McMillan University of Toronto. November 2005.

RACIAL SORTING AND NEIGHBORHOOD QUALITY * Patrick Bayer Yale University. Robert McMillan University of Toronto. November 2005. RACIAL SORTING AND NEIGHBORHOOD QUALITY * Patrck Bayer Yale Unversty Robert McMllan Unversty of Toronto November 2005 Abstract In ctes throughout the Unted States, blacks tend to lve n sgnfcantly poorer

More information

Analyses Based on Combining Similar Information from Multiple Surveys

Analyses Based on Combining Similar Information from Multiple Surveys Secton on Survey Research Methods JSM 009 Analyses Based on Combnng Smlar Informaton from Multple Surveys Georga Roberts, Davd Bnder Statstcs Canada, Ottawa Ontaro Canada KA 0T6 Statstcs Canada, Ottawa

More information

Supplementary Appendix to. Rich Communication, Social Preferences, and Coordinated Resistance against Divide-and-

Supplementary Appendix to. Rich Communication, Social Preferences, and Coordinated Resistance against Divide-and- Supplementary ppendx to Rch Communcaton, Socal Preferences, and Coordnated Resstance aganst Dvde-and- Conquer: Laboratory Investgaton (2013) by Tmothy N. Cason and Va-Lam Mu In the text, before proceedng

More information

Impacts of supply and demand shifts

Impacts of supply and demand shifts Impacts of supply and demand shfts 1. Impacts of Supply shft S S S S Same sze of shft D D Elastc Demand Inelastc demand 2. Impacts of Demand shft D D S D D S Same sze of shft D Elastc Supply Inelastc demand

More information

Driving Factors of SO 2 Emissions in 13 Cities, Jiangsu, China

Driving Factors of SO 2 Emissions in 13 Cities, Jiangsu, China Avalable onlne at www.scencedrect.com ScenceDrect Energy Proceda 88 (2016 ) 182 186 CUE2015-Appled Energy Symposum and Summt 2015: Low carbon ctes and urban energy systems Drvng Factors of SO 2 Emssons

More information

Product Innovation Risk Management based on Bayesian Decision Theory

Product Innovation Risk Management based on Bayesian Decision Theory Advances n Management & Appled Economcs, vol., no., 0, - ISS: 79-7 (prnt verson), 79-7 (onlne) Internatonal Scentfc Press, 0 Product Innovaton Rsk Management based on Bayesan Decson Theory Yngchun Guo

More information

Job Mobility and Measurement Error

Job Mobility and Measurement Error Job Moblty and Measurement Error by Adele Bergn A thess submtted n fulflment of the requrements for the degree of Ph.D. In the Department of Economcs, Fnance and Accountng, Natonal Unversty of Ireland,

More information

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs A Two-Echelon Inventory Model for Sngle-Vender and Mult-Buyer System Through Common Replenshment Epochs Wen-Jen Chang and Chh-Hung Tsa Instructor Assocate Professor Department of Industral Engneerng and

More information

FEDERAL RESERVE BANK of ATLANTA

FEDERAL RESERVE BANK of ATLANTA FEDERAL RESERVE BANK of ATLANTA Welfare Recpency, Job Separaton Outcomes, and Postseparaton Earnngs: Insght from Lnked Personnel and State Admnstratve Data Jll Mare Gunderson and Jule L. Hotchkss Workng

More information

Spatial difference of regional carbon emissions in China

Spatial difference of regional carbon emissions in China Avalable onlne www.jocpr.com Journal of Chemcal and Pharmaceutcal Research, 2014, 6(7): 2741-2745 Research Artcle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Spatal dfference of regonal carbon emssons n Chna

More information

Key Words: dairy; profitability; rbst; recombinant bovine Somatotropin.

Key Words: dairy; profitability; rbst; recombinant bovine Somatotropin. AgBoForum Volume 4, Number 2 2001 Pages 115-123 THE ESTIMATED PROFIT IMPACT OF RECOMBINANT BOVINE SOMATOTROPIN ON NEW YORK DAIRY FARMS FOR THE YEARS 1994 THROUGH 1997 Loren W. Tauer 1 Data from New York

More information

Innovation in Portugal:

Innovation in Portugal: Innovaton n Portugal: What can we learn from the CIS III? Innovaton and Productvty Pedro Moras Martns de Fara pedro.fara@dem.st.utl.pt Globelcs Academy 2005 25 May 2005 Introducton The study of the relatonshp

More information

Unpaid Overtime for White-collar Workers

Unpaid Overtime for White-collar Workers Unpad Overtme for Whte-collar Workers Yoko Takahash Doctoral Student, Gakushun Unversty 1 Introducton It s sad that there are many workers who work wthout beng pad the legal allowance for overtme work

More information

Perception Biases and Land Use Decisions

Perception Biases and Land Use Decisions Percepton Bases and Land Use Decsons Hongl Feng a Tong Wang b Davd A. Hennessy c a Assocate Professor, Dept. of Agrcultural, Food & Resource Economcs, Mchgan State Unversty Contact: hennes65@msu.edu b

More information

Unemployment and Occupational Attainment of Male Immigrants and Ethnic Minorities in UK

Unemployment and Occupational Attainment of Male Immigrants and Ethnic Minorities in UK relmnary draft nemployment and Occupatonal Attanment of ale Immgrants and Ethnc nortes n K Sayema H Bdsha 1 arch 2008 Abstract: The paper models the labour market experence of mmgrants and of dfferent

More information

Relative income and the WTP for public goods

Relative income and the WTP for public goods CERE Workng Paper, 2014:6 Relatve ncome and the WTP for publc goods - A case study of forest conservaton n Sweden Thomas Broberg Centre for Envronmental and Resource Economcs, Umeå Unversty, Sweden The

More information

Chinese Economic Reform and Labor Market Efficiency

Chinese Economic Reform and Labor Market Efficiency Chnese Economc Reform and Labor Market Effcency John A. Bshop* Department of Economcs East Carolna Unversty Greenvlle, NC 27858 Emal: bshopj@ecu.edu Phone: 252 328 6756 Fax: 252 328 6743 Andrew Grodner

More information

Unemployment and Occupational Attainment of Male Immigrants and Ethnic Minorities in UK

Unemployment and Occupational Attainment of Male Immigrants and Ethnic Minorities in UK relmnary draft nemployment and Occupatonal Attanment of ale Immgrants and Ethnc nortes n K Sayema H Bdsha 1 January 2008 Abstract: The paper models the labour market experence of mmgrants and of dfferent

More information

DISCRIMINATION AND EMPLOYMENT PROTECTION

DISCRIMINATION AND EMPLOYMENT PROTECTION DISCRIMIATIO AD EMPLOYMET PROTECTIO Stenar Holden Unversty of Oslo Åsa Rosén Stockholm Unversty (SOFI) Abstract We study a search model wth employment protecton legslaton. We show that f the output from

More information

CONSUMER PRICE INDEX METHODOLOGY (Updated February 2018)

CONSUMER PRICE INDEX METHODOLOGY (Updated February 2018) CONSUMER PRCE NDEX METHODOLOGY (Updated February 208). Purpose, nature and use The purpose s to obtan country representatve data for the prces of goods and servces and to compute overall and group ndces

More information

More Information Isn t Always Better: The Case of Voluntary Provision of Environmental Quality. Ann L. Owen. Julio Videras.

More Information Isn t Always Better: The Case of Voluntary Provision of Environmental Quality. Ann L. Owen. Julio Videras. More Informaton Isn t Always Better: The Case of Voluntary Provson of Envronmental Qualty Ann L. Owen Julo Vderas Stephen Wu Hamlton College September 2008 Abstract Ths paper adds to the lterature on the

More information

The Employment Effects of Low-Wage Subsidies

The Employment Effects of Low-Wage Subsidies The Employment Effects of Low-Wage Subsdes Krstna Huttunen Jukka Prttlä Roope Uustalo CESIFO WORKING PAPER NO. 3043 CATEGORY 4: LABOUR MARKETS MAY 2010 An electronc verson of the paper may be downloaded

More information

Supplier selection and evaluation using multicriteria decision analysis

Supplier selection and evaluation using multicriteria decision analysis Suppler selecton and evaluaton usng multcrtera decson analyss Stratos Kartsonaks 1, Evangelos Grgorouds 2, Mchals Neofytou 3 1 School of Producton Engneerng and Management, Techncal Unversty of Crete,

More information

Calculation and Prediction of Energy Consumption for Highway Transportation

Calculation and Prediction of Energy Consumption for Highway Transportation Calculaton and Predcton of Energy Consumpton for Hghway Transportaton Feng Qu, Wenquan L *, Qufeng Xe, Peng Zhang, Yueyng Huo School of Transportaton, Southeast Unversty, Nanjng 210096, Chna; *E-mal: wenql@seu.edu.cn

More information

The link between immigration and trade in Spain

The link between immigration and trade in Spain 1 The lnk between mmgraton and trade n Span José Vcente Blanes-Crstóbal March, 2003 Abstract Ths paper tests for the mpact of mmgraton on blateral trade usng Spansh data. It also explores some possble

More information

Gender differentials in agricultural productivity: evidence from Nepalese household data

Gender differentials in agricultural productivity: evidence from Nepalese household data MPRA Munch Personal RePEc Archve Gender dfferentals n agrcultural productvty: evdence from Nepalese household data Srdhar Thapa CIFREM, Faculty of Economcs, Unversty of Trento December 2008 Onlne at http://mpra.ub.un-muenchen.de/13722/

More information

Connective Capital: Building Problem-Solving Networks Within Firms. Casey Ichniowski Columbia University and NBER

Connective Capital: Building Problem-Solving Networks Within Firms. Casey Ichniowski Columbia University and NBER Very prelmnary. Please do not quote. Comments welcome. Connectve Captal: Buldng Problem-Solvng Networks Wthn Frms Casey Ichnowsk Columba Unversty and NBER Kathryn Shaw Stanford Unversty and NBER November

More information

Trust-Based Working Time and Organizational Performance: Evidence from German Establishment-Level Panel Data. December 2011

Trust-Based Working Time and Organizational Performance: Evidence from German Establishment-Level Panel Data. December 2011 Wrtschaftswssenschaftlches Zentrum (WWZ) der Unverstät Basel December 2011 Trust-Based Workng Tme and Organzatonal Performance: Evdence from German Establshment-Level Panel Data WWZ Dscusson Paper 2011/13

More information

RELATIONSHIP BETWEEN BUSINESS STRATEGIES FOLLOWED BY SERVICE ORGANIZATIONS AND THEIR PERFORMANCE MEASUREMENT APPROACH

RELATIONSHIP BETWEEN BUSINESS STRATEGIES FOLLOWED BY SERVICE ORGANIZATIONS AND THEIR PERFORMANCE MEASUREMENT APPROACH RELATIONSHIP BETWEEN BUSINESS STRATEGIES FOLLOWED BY SERVICE ORGANIZATIONS AND THEIR PERFORMANCE MEASUREMENT APPROACH Carlos F. Gomes, School of Economcs, ISR- Insttute of Systems and Robotcs, Unversty

More information

Prediction algorithm for users Retweet Times

Prediction algorithm for users Retweet Times , pp.9-3 http://dx.do.org/0.457/astl.05.83.03 Predcton algorthm for users Retweet Tmes Hahao Yu, Xu Feng Ba,ChengZhe Huang, Haolang Q Helongang Insttute of Technology, Harbn, Chna Abstract. In vew of the

More information

The Allocation of Time and Goods: Three Essays on American Household Shopping Behavior

The Allocation of Time and Goods: Three Essays on American Household Shopping Behavior Western Mchgan Unversty ScholarWorks at WMU Dssertatons Graduate College 12-2010 The Allocaton of Tme and Goods: Three Essays on Amercan Household Shoppng Behavor Jng Ca Western Mchgan Unversty Follow

More information

Evidence of Changes in Preferences Among Beef Cuts Varieties: An Application of Poisson Regressions. Authors

Evidence of Changes in Preferences Among Beef Cuts Varieties: An Application of Poisson Regressions. Authors Evdence of Changes n Preferences Among Beef Cuts Varetes: An Applcaton of Posson Regressons Authors Oscar Ferrara and Ronald W. Ward Contact: rward@ufl.edu Unversty of Florda (Trackng No. 174503) Selected

More information

The Labor Market Impacts of. Adult Education and Training in Canada

The Labor Market Impacts of. Adult Education and Training in Canada The Labor Market Impacts of Adult Educaton and Tranng n Canada Shek-wa Hu Department of Economcs Unversty of Western Ontaro shu@uwo.ca Jeffrey Smth Department of Economcs Unversty of Maryland smth@econ.umd.edu

More information

Consumption capability analysis for Micro-blog users based on data mining

Consumption capability analysis for Micro-blog users based on data mining Consumpton capablty analyss for Mcro-blog users based on data mnng ABSTRACT Yue Sun Bejng Unversty of Posts and Telecommuncaton Bejng, Chna Emal: sunmoon5723@gmal.com Data mnng s an effectve method of

More information

Willingness to Pay for Beef Quality Attributes: Combining Mixed Logit and Latent Segmentation Approach

Willingness to Pay for Beef Quality Attributes: Combining Mixed Logit and Latent Segmentation Approach Wllngness to Pay for Beef Qualty Attrbutes: Combnng Mxed Logt and Latent Segmentaton Approach Chanjn Chung Department of Agrcultural Economcs Oklahoma State Unversty Stllwater, OK 74078 Emal: chanjn.chung@okstate.edu

More information

The Sexual Harassment of Female Active-Duty Personnel: Effects on Job Satisfaction and Intentions to Remain in the Military

The Sexual Harassment of Female Active-Duty Personnel: Effects on Job Satisfaction and Intentions to Remain in the Military DISCUSSION PAPER SERIES IZA DP No. 379 The Sexual Harassment of Female Actve-Duty Personnel: Effects on Job Satsfacton and Intentons to Reman n the Mltary Heather Antecol Deborah A. Cobb-Clark October

More information

An Empirical Analysis of Search Engine Advertising:Sponsored Search in Electronic Markets 1

An Empirical Analysis of Search Engine Advertising:Sponsored Search in Electronic Markets 1 An Emprcal Analyss of Search Engne Advertsng:Sponsored Search n Electronc Markets Anndya Ghose Stern School of Busness New York Unversty aghose@stern.nyu.edu Sha Yang Stern School of Busness New York Unversty

More information

DEPARTMENT OF ECONOMICS COLLEGE OF BUSINESS AND ECONOMICS UNIVERSITY OF CANTERBURY CHRISTCHURCH, NEW ZEALAND

DEPARTMENT OF ECONOMICS COLLEGE OF BUSINESS AND ECONOMICS UNIVERSITY OF CANTERBURY CHRISTCHURCH, NEW ZEALAND DEPARTMENT OF ECONOMICS COLLEGE OF BUSINESS AND ECONOMICS UNIVERSITY OF CANTERBURY CHRISTCHURCH, NEW ZEALAND Does Farness of the Outsde Opton Matter? by Maroš Servátka and Radovan Vadovč WORKING PAPER

More information

Comparative Advantage, Information and the Allocation of. Workers to Tasks: Evidence from an Agricultural Labor Market. Andrew D. Foster.

Comparative Advantage, Information and the Allocation of. Workers to Tasks: Evidence from an Agricultural Labor Market. Andrew D. Foster. Comparatve Advantage, Informaton and the Allocaton of Workers to asks: Evdence from an Agrcultural Labor Market Andrew D. Foster and Mark R. Rosenzweg Unversty of Pennsylvana February 1996 he research

More information

Bulletin of Energy Economics.

Bulletin of Energy Economics. Bulletn of Energy Economcs http://www.tesdo.org/journaldetal.aspx?id=4 Energy Intensty and Technology Sourcng: A Study of Manufacturng Frms n Inda Santosh Kumar Sahu a,, K. Narayanan b a Madras School

More information

Documento de Trabajo No. 01/00 Marzo Wage Differentials Between the Formal and the Informal Sector in Urban Bolivia.

Documento de Trabajo No. 01/00 Marzo Wage Differentials Between the Formal and the Informal Sector in Urban Bolivia. Documento de Trabajo No. 01/00 Marzo 2000 Wage Dfferentals Between the Formal and the Informal Sector n Urban Bolva por Trne Monsted Wage Dfferentals Between the Formal and the Informal Sector n Urban

More information

Willingness to Pay for the Quality of Drinking Water

Willingness to Pay for the Quality of Drinking Water The Pakstan Development Revew 46 : 4 Part II (Wnter 2007) pp. 767 777 Wllngness to Pay for the Qualty of Drnkng Water ABDUL SATTAR and EATZAZ AHMAD * 1. INTRODUCTION Wllngness-to-Pay to avod rsks has long

More information

FACULTEIT ECONOMIE EN BEDRIJFSKUNDE. HOVENIERSBERG 24 B-9000 GENT Tel. : 32 - (0) Fax. : 32 - (0)

FACULTEIT ECONOMIE EN BEDRIJFSKUNDE. HOVENIERSBERG 24 B-9000 GENT Tel. : 32 - (0) Fax. : 32 - (0) FACULTEIT ECONOMIE EN BEDRIJFSKUNDE HOVENIERSBERG 24 B-9000 GENT Tel. : 32 - (0)9 264.34.61 Fax. : 32 - (0)9 264.35.92 WORKING PAPER Overeducaton n the Flemsh Youth Labour Market Deter Verhaest 1 Eddy

More information

Non-cooperative strategic behavior:

Non-cooperative strategic behavior: Strategc non-cooperatve behavor Vllas-Boas Non-cooperatve strategc behavor: Encompasses actons of one frm that wants to ncrease ts profts by mprovng ts poston relatve to ts rvals. To harm ts rvals To beneft

More information

Formal and Informal Recruitment of College Graduates: Policy Implications in West Virginia* Brian Lego, Tesfa Gebremedhin and Kerry Odell

Formal and Informal Recruitment of College Graduates: Policy Implications in West Virginia* Brian Lego, Tesfa Gebremedhin and Kerry Odell Formal and Informal Recrutment of College Graduates: Polcy Implcatons n West Vrgna* by Bran Lego, Tesfa Gebremedhn and Kerry Odell RESEARCH PAPER 2001-4 Tesfa Gebremedhn Professor, Agrculture and Resource

More information

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE Dleep R. Sule and Anuj A. Davalbhakta Lousana Tech Unversty ABSTRACT Ths paper presents a new graphcal technque for cluster

More information

Urbanization and Returns to Human Capital Investment

Urbanization and Returns to Human Capital Investment Journal of Economcs, Busness and Management, Vol. 4, No. 2, February 2016 Urbanzaton and Returns to Human Captal Investment Sung Soo Lm 1 Abstract Many developng economes are undergong urbanzaton processes

More information

EH SmartView. A SmartView of risks and opportunities. Monitoring credit insurance. ehsmartview.co.uk. Euler Hermes Online Services

EH SmartView. A SmartView of risks and opportunities. Monitoring credit insurance. ehsmartview.co.uk. Euler Hermes Online Services EH SmartVew Euler Hermes Onlne Servces A SmartVew of rsks and opportuntes Montorng credt nsurance ehsmartvew.co.uk Benefts of EH SmartVew Presentng tmely ntellgence n a clear and concse way Provdng greater

More information

The NPV of Bad News. Jacob Goldenberg School of Business Administration Hebrew University of Jerusalem, Jerusalem, Israel

The NPV of Bad News. Jacob Goldenberg School of Business Administration Hebrew University of Jerusalem, Jerusalem, Israel The NPV of Bad News Jacob Goldenberg School of Busness Admnstraton Hebrew Unversty of Jerusalem, Jerusalem, Israel 91905 msgolden@huj.ac.l Barak Lba Recanat Graduate School of Busness Admnstraton Tel Avv

More information

EH SmartView. A SmartView of risks and opportunities. Monitoring credit insurance. Euler Hermes Online Services

EH SmartView. A SmartView of risks and opportunities. Monitoring credit insurance.   Euler Hermes Online Services EH SmartVew Euler Hermes Onlne Servces A SmartVew of rsks and opportuntes Montorng credt nsurance www.eulerhermes.dk EH SmartVew Montor rsks and seze opportuntes as they arse In an uncertan world, protectng

More information

A DUOPOLY MODEL OF FIXED COST CHOICE. Charles E. Hegji*

A DUOPOLY MODEL OF FIXED COST CHOICE. Charles E. Hegji* 004 DUOPOY MODE O IXED OST HOIE harles E Hegj* INTRODUTION omparson of frms n ournot and Stackelberg eulbrum s a subject that has receved much attenton unversally mposed assumpton n most dscussons of the

More information

An Empirical Analysis of Search Engine Advertising: Sponsored Search in Electronic Markets

An Empirical Analysis of Search Engine Advertising: Sponsored Search in Electronic Markets Unversty of Pennsylvana ScholarlyCommons Operatons, Informaton and Decsons Papers Wharton Faculty Research -9 An Emprcal Analyss of Search Engne Advertsng: Sponsored Search n Electronc Markets Anndya Ghose

More information

OMITTED VARIABLES IN THE MEASURE OF A LABOUR QUALITY INDEX: THE CASE OF SPAIN. Documentos de Trabajo N.º 0835

OMITTED VARIABLES IN THE MEASURE OF A LABOUR QUALITY INDEX: THE CASE OF SPAIN. Documentos de Trabajo N.º 0835 OMITTED VARIABLES IN THE MEASURE OF A LABOUR QUALITY INDEX: THE CASE OF SPAIN 2008 Ator Lacuesta, Sergo Puente and Plar Cuadrado Documentos de Trabajo N.º 0835 OMITTED VARIABLES IN THE MEASURE OF A LABOUR

More information

How Education Level, Gender, and Social Network Correlate With Migrant Workers Starting Income in China s Urban Cities *

How Education Level, Gender, and Social Network Correlate With Migrant Workers Starting Income in China s Urban Cities * US-Chna Educaton Revew B, January 2016, Vol. 6, No. 1, 63-70 do:10.17265/2161-6248/2016.01.006 D DAVID PUBLISHING How Educaton Level, Gender, and Socal Network Correlate Wth Mgrant Workers Startng Income

More information

The relative value of internal and external information sources to innovation

The relative value of internal and external information sources to innovation The relatve value of nternal and external nformaton sources to nnovaton Anthony Arundel and Catalna Bordoy MERIT, Unversty of Maastrcht Abstract Ths workng paper nvestgates the factors that nfluence frms

More information

Battle of the Retail Channels: How Internet Selection and Local Retailer Proximity Drive Cross-Channel Competition

Battle of the Retail Channels: How Internet Selection and Local Retailer Proximity Drive Cross-Channel Competition Assocaton for Informaton Systems AIS Electronc Lbrary (AISeL) ICIS 2007 Proceedngs Internatonal Conference on Informaton Systems (ICIS) December 2007 Battle of the Retal Channels: How Internet Selecton

More information

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach Proceedngs of the 010 Internatonal Conference on Industral Engneerng and Operatons Management Dhaka, Bangladesh, January 9 10, 010 A Group Decson Makng Method for Determnng the Importance of Customer Needs

More information

An Evaluation of Alternative Cash, Share, and Flexible Leasing Arrangements for South. Carolina Grain Farms * Todd D. Davis **

An Evaluation of Alternative Cash, Share, and Flexible Leasing Arrangements for South. Carolina Grain Farms * Todd D. Davis ** An Evaluaton of Alternatve Cash, Share, and Flexble Leasng Arrangements for South Carolna Gran Farms * Todd D. Davs ** Abstract A smulaton model ncorporatng stochastc yelds, prces, and government payments

More information

INFORMAL EMPLOYMENT IN DEVELOPING ECONOMIES: MULTIPLE HETEROGENEITY 1

INFORMAL EMPLOYMENT IN DEVELOPING ECONOMIES: MULTIPLE HETEROGENEITY 1 INFORMAL EMPLOYMENT IN DEVELOPING ECONOMIES: MLTIPLE HETEROGENEITY 1 Natala Radchenko 2, Amercan nversty, Washngton, DC 2015 ABSTRACT Ths paper contrbutes to the lterature on the nature of nformal employment

More information

Labour Demand Elasticities in Manufacturing Sector in Kenya

Labour Demand Elasticities in Manufacturing Sector in Kenya Internatonal Journal of Busness and Socal Scence Volume 8 Number 8 August 2017 Labour Demand Elastctes n Manufacturng Sector n Kenya Anthony Wambugu Unversty of Narob School of Economcs P.O.Box 30197-00100

More information

Household Budget and Calorie Consume of Livestock Products: Evidence from Indonesia SUMMARY

Household Budget and Calorie Consume of Livestock Products: Evidence from Indonesia SUMMARY Household Budget and Calore Consume of Lvestock Products: Evdence from Indonesa M.A.U. Muzayyanah 1, S.Nurtn 1 & S.P. Syahlan 1 1 Departement of Soco-Economcs, Faculty of Anmal Scence, Gadjah Mada Unversty,

More information

Roper, S. (Stephen); Scott, J. M. (Jonathan)

Roper, S. (Stephen); Scott, J. M. (Jonathan) TeesRep - Teessde's Research Repostory Perceved fnancal barrers and the start-up decson: An econometrc analyss of gender dfferences usng GEM data Item type Authors Ctaton Artcle Roper, S. (Stephen); Scott,

More information

The Determinants of Actual Migration and the Role of Wages and Unemployment in Albania: an Empirical Analysis

The Determinants of Actual Migration and the Role of Wages and Unemployment in Albania: an Empirical Analysis The European Journal of Comparatve Economcs Vol. 5, n.1, pp. 3-32 ISSN 1722-4667 The Determnants of Actual Mgraton and the Role of Wages and Unemployment n Albana: an Emprcal Analyss Abstract Crstna Cattaneo

More information

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS 6.4 PASSIVE RACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULAIONS Jose Lus Santago *, Alberto Martll and Fernando Martn CIEMA (Center for Research on Energy, Envronment and echnology). Madrd,

More information

Concern of Uncertainty and Willingness to Pay for Adopting PSS: Example of Solar Power System Leasing

Concern of Uncertainty and Willingness to Pay for Adopting PSS: Example of Solar Power System Leasing Concern of Uncertanty and Wllngness to Pay for Adoptng PSS: Example of Solar Power System Leasng L-Hsng Shh 1 and Tse-Yuen Chou 2 Department of Resources Engneerng, Natonal Cheng Kung Unversty Tanan, Tawan

More information

PREDICTING THE WAGES OF EMPLOYEES USING SOCIO-ECONOMIC AND DEMOGRAPHIC DETERMINANTS: A CASE OF PAKISTAN

PREDICTING THE WAGES OF EMPLOYEES USING SOCIO-ECONOMIC AND DEMOGRAPHIC DETERMINANTS: A CASE OF PAKISTAN Proc. 10 th Int. Conference on Statstcal Scences Lahore, Pakstan March 7-9, 2013, Vol. 24, pp. 179-196 PREDICTING THE WAGES OF EMPLOYEES USING SOCIO-ECONOMIC AND DEMOGRAPHIC DETERMINANTS: A CASE OF PAKISTAN

More information

How Much Does Your Boss Make? The Effects of Salary Comparisons

How Much Does Your Boss Make? The Effects of Salary Comparisons How Much Does Your Boss Make? The Effects of Salary Comparsons Zoë Cullen Harvard Busness School Rcardo Perez-Trugla Unversty of Calforna, Los Angeles Prelmnary Draft, Do Not Crculate Ths Verson: December

More information

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise Expermental Valdaton of a Suspenson Rg for Analyzng Road-nduced Nose Dongwoo Mn 1, Jun-Gu Km 2, Davd P Song 3, Yunchang Lee 4, Yeon June Kang 5, Kang Duc Ih 6 1,2,3,4,5 Seoul Natonal Unversty, Republc

More information

Education and competence mismatches: job satisfaction consequences for workers

Education and competence mismatches: job satisfaction consequences for workers Educaton and competence msmatches: job satsfacton consequences for workers Educaton and competence msmatches: job satsfacton consequences for workers Lourdes Badllo Amador Departamento de Economía Unversdad

More information

Problem Set 4 Outline of Answers

Problem Set 4 Outline of Answers Advanced Internatonal Trade Prof. A. Waldkrch EC 378 Fall 2006 Problem Set 4 Outlne of Answers 1. a) Dscuss the meanng and mportance of the eontef paradox. eontef found that US mport substtutes were more

More information

FEDERAL RESERVE BANK of ATLANTA

FEDERAL RESERVE BANK of ATLANTA FEDERAL RESERVE BANK of ATLANTA A Dscrete Choce Model of Dvdend Renvestment Plans: Classfcaton and Predcton Thomas P. Boehm and Ramon P. DeGennaro Workng Paper 2007-22 October 2007 WORKING PAPER SERIES

More information

NON-WORK AT WORK, UNEMPLOYMENT AND LABOR PRODUCTIVITY

NON-WORK AT WORK, UNEMPLOYMENT AND LABOR PRODUCTIVITY Frst Verson: February 205 Ths Verson: October 206 NON-WORK AT WORK, UNEMPLOYMENT AND LABOR PRODUCTIVITY Mchael C. Burda, Kate R. Genadek and Danel S. Hamermesh* Abstract: We use the Amercan Tme Use Survey

More information

Social Interactions and Endogenous Association. October 2006

Social Interactions and Endogenous Association. October 2006 Socal Interactons and Endogenous ssocaton October 26 Bruce. Wenberg Oho State Unversty, IZ, and NBER Department of Economcs 945 North gh Street Columbus, Oho 432 wenberg.27@osu.edu http://www.brucewenberg.net

More information

LECTURE 9 The Benefits and Challenges of Intercultural Communication

LECTURE 9 The Benefits and Challenges of Intercultural Communication Internatonal Extenson Currculum: Strengthenng Extenson s Capacty for Internatonal Engagement http://www2.ces.purdue.edu/ec/default.htm UNIT 7 LECTURE 9 The Benefts and Challenges of Intercultural Communcaton

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 People and Development - Document CPP216 Leave Management Frst Produced: Current Verson: Past Revsons: Revew Cycle: Apples From: 09/09/09 07/02/17 09/09/09, 26/10/12 3 years

More information

THE SOCIAL CONTEXT OF ACTIVITY-SCHEDULING: A DISCRETE-CONTINUOUS MODEL OF THE RELATIONSHIP BETWEEN WITH WHOM AND EPISODE START TIME AND DURATION

THE SOCIAL CONTEXT OF ACTIVITY-SCHEDULING: A DISCRETE-CONTINUOUS MODEL OF THE RELATIONSHIP BETWEEN WITH WHOM AND EPISODE START TIME AND DURATION THE SOCIAL CONTEXT OF ACTIVITY-SCHEDULING: A DISCRETE-CONTINUOUS MODEL OF THE RELATIONSHIP BETWEEN WITH WHOM AND EPISODE START TIME AND DURATION Khandker M. N. Habb Department of Cvl & Envronmental Engneerng

More information

Wage growth and bargaining in the minimum wage era

Wage growth and bargaining in the minimum wage era Wage growth and barganng n the mnmum wage era Kerry L. Papps * Lttle s known about the long-term effects of mnmum wages on workers. As demonstrated n ths paper, a mnmum wage should have a negatve effect

More information