The Importance of Being Marginal: Gender Differences in Generosity 1

Size: px
Start display at page:

Download "The Importance of Being Marginal: Gender Differences in Generosity 1"

Transcription

1 The Importance of Beng Margnal: Gender Dfferences n Generosty 1 Stefano DellaVgna, John A. Lst, Ulrke Malmender, and Gautam Rao Forthcomng, Amercan Economc Revew Papers and Proceedngs, May 2013 Abstract Do men and women have dfferent socal preferences? Prevous fndngs are contradctory. We provde a potental explanaton usng evdence from a feld experment. In a door-to-door solctaton, men and women are equally generous, but women become less generous when t becomes easy to avod the solctor. Our structural estmates of the socal preference parameters suggest an explanaton: women are more lkely to be on the margn of gvng, partly because of a less dspersed dstrbuton of altrusm. We fnd smlar results for the wllngness to complete an unpad survey: women are more lkely to be on the margn of partcpaton. 1 Many thanks to Alec Brandon, Sheng L, Davd Novgorodsky, and Vera te Velde for able research assstance. We are grateful to Rachel Croson and Yan Chen as well as to semnar partcpants at UC Berkeley, CalTech, Chcago, and the ASSA 2013 and ESA 2012 meetngs for valuable comments. 1

2 In modern economes, prvate organzatons are reled on to provde mportant publc goods and servces. Indeed, snce 1971 ndvdual contrbutons to chartable causes have ncreased from roughly $130 bllon to nearly $300 bllon, or about 2% of GDP. Despte much nterest n understandng the whys? and whats? of gvng, however, fundrasers and academcs alke have faced some persstent puzzles when tryng to predct whch ndvdual wll gve for whch cause. The predctve power of demographc and other ndvdual characterstcs vares wdely across data sets and studes. In the case of gender, the focus of our study, there are conflctng vews on whch s the more chartable gender. In the laboratory, usng varants of the dctator game, Bolton and Katok (1995) fnd no evdence of gender dfferences n generosty, whle Eckel and Grossman (1998) fnd that women share twce as much on average. The same puzzle exsts n feld data. Lookng at the statstcs of blood donaton, women sometmes are overrepresented (e.g., among frst-tme Norwegan blood donors n Msje, Bosnes, and Heer, 2010) and sometmes underrepresented (e.g., n most European countres n the meta analyss of Ban and Gussan, 2010) relatve to men. We provde new evdence from a feld experment that can help reconcle pror conflctng fndngs. We argue that seemng nconsstences n gender-specfc patterns of pro-socal behavor reflect, at least partly, dstrbutonal dfferences n altrusm between genders. Even n cases where men and women do not dffer n ther mean nclnaton to gve, dfferences n heterogenety can lead to a hgher share of women beng on the margn of gvng. Hence, small dfferences n the gvng request (such as n the cost of sayng no) can have szeable effects on women s pro-socal behavor relatve to men. Hence, t s mportant to estmate the wthngender heterogenety n socal preferences to better understand the gender dfferences. Our analyss bulds on recent attempts to te models of pro-socal behavor more closely to 1

3 emprcal tests, obtanng structural estmates of the underlyng preferences. Specfcally, DellaVgna et al. (2012) use a door-to-door fund-rasng campagn and survey to dsentangle the mportance of warm-glow altrusm versus socal pressure n chartable gvng. Ther estmates suggest that the socal pressure cost of sayng no to a solctor plays an mportant role n hghpressure gvng requests such as door-to-door campagns. In ths paper, we explot the rch desgn n DellaVgna et al. (2012) to estmate the dstrbuton of socal preferences by gender. DellaVgna et al. (2012) compare the ncdence of gvng n a control treatment, n whch subjects receve an unannounced door-to-door vst, to two flyer treatments, n whch subjects are notfed a day n advance of the upcomng door-to-door campagn va a flyer on the door knob. The flyer treatments allow donors who gve due to altrustc motves to sort n; and they allow donors who gve due to socal pressure to sort out. In one of the two flyer treatments, the flyer also ncludes an opt-out box, whch makes t easy to avod the solctor (the solctor does not contact the household f the box s checked). The man fndngs are that () the smple flyer lowers the share answerng the door, relatve to the control group, but does not affect the share gvng; and that () the opt-out opton lowers both the share answerng the door and the share of ndvduals gvng. These fndngs suggest that both altrusm and socal pressure are at play. The desre to avod socal pressure explans the drop n gvng n the opt-out treatment. In ths paper, we decompose these fndngs by gender of the respondents. In Fgure 1 we plot for each treatment the share of households n whch a male person answers and gves to the charty out of all the households contacted; smlarly, we compute a share of females answerng and gvng to the charty. The sum of the two shares equals approxmately the uncondtonal share of gvers out of all the ndvduals contacted. 2 As Fgure 1 shows, the shares of male and 2 For a small fracton of respondents, gender was not recorded. Notce also that we do not observe the gender of the potental gver n the case of households not answerng the door. 2

4 female gvers are about the same n the baselne treatment. Gven that the shares of males and females answerng the door (not shown) are also smlar n ths treatment, we conclude that generosty n the baselne treatment does not dffer by gender. The shares reman smlar n the smple flyer treatment. In the opt-out treatment, however, women are sgnfcantly less lkely to gve. The decrease n male gvng n the opt-out treatment s nstead small. Fgure 1. Share of households contacted gvng to a charty, by gender and treatment These results provde yet another example of the seemngly nconsstent fndngs n gvng behavor: In a settng where ndvduals cannot (easly) avod a gvng request, we fnd no gender dfferences; n a settng where ndvduals can sort out at a low cost, nstead, the data suggests sgnfcant gender dfferences n gvng behavor. Consderng these fndngs jontly, however, we conclude that women are more responsve to a smple avodance strategy, the opt-out box. We estmate the socal preference parameters separately by gender. Usng all the emprcal moments n the data (not just those dsplayed n Fgure 1), and allowng the key parameters to dffer by gender, we fnd a sgnfcant dfference not only n the mean, but also n the varance of 3

5 the gender-specfc altrusm dstrbutons. The mpled dstrbutons ndcate that a hgher share of women s on the margn of gvng, and hence responsve to a low-cost opportunty to opt out (snce margnal gvers prefer not to be asked n the frst place). We also fnd evdence of a smlar pattern wth respect to the pro-socal wllngness to answer a survey request. Our fndngs pont to the mportance of consderng dfferences n the overall dstrbuton of socal preferences and, n partcular, margnalty. When put under pressure, women may gve more, and contrbute more to publc goods because they are more lkely to be on the margn, and hence senstve to an extra push. But they may say no f gven a smple opton to do so. The fndng n ths paper are consstent wth the hypothess that women are more malleable or more senstve to socal cues n determnng approprate behavor (see, e.g., Kahn et al., 1971; Croson and Gneezy, 2009). 3 Our fndngs are not nconsstent wth the fndngs cted above that suggest that women are more generous than men. A natural nterpretaton s that the presence of a larger share of margnal gvers leads women to gve more n certan stuatons, but not n others. We would lke to emphasze, though, that the results n ths paper should be seen as suggestve and that more evdence wll be necessary. Fnally, ths paper hghlghts the benefts of the lterature on Structural Behavoral Economcs. Whle the reduced-form fndngs on gender dfferences n gvng are of frst order mportance, t s the estmaton of the underlyng gvng preferences whch suggests a possble explanaton of dfferences n gvng across settngs. I. Framework and Expermental Desgn 3 Our fndngs also complement the prce senstvty of gvng establshed by Andreon and Vesterlund (2001), who show that women are more generous than men when t s relatvely expensve to gve, but that men begn to gve more than women as the prce of gvng decreases. 4

6 Framework. Consder a two-stage game between a solctor and a potental gver (solctee). 4 In the frst stage, the solctee may receve a warnng of the upcomng solctaton va a flyer at the door, whch she notces wth probablty r (0,1]. In the second stage, the solctor vsts the home. The solctee opens the door wth probablty h [0,1]. If she dd not notce the flyer (or dd not receve one), then h s equal to h 0 (0,1). If she notced the flyer, then she can adjust the probablty to h at a cost c(h), wth c(h 0 ) = 0, c (h 0 ) = 0, and c ( ) > 0. If the solctee opens the door, then she donates g 0. If she does not open the door, there s no donaton (g = 0). In our set-up, a solctee of gender {female, male} has utlty gven by: U ( g) = u ( W g) + a v ( g, G) s ( g). (1) The overall utlty U of an ndvdual of gender s composed of three terms. (For smplcty, we suppress the ndex for each ndvdual.) Frst, prvate consumpton s denoted by u, whch ncludes wealth W mnus the ndvdual s donaton g. We model ths prvate utlty as satsfyng standard propertes: ( u ) > 0 and ( u ) 0. The second term n (1), a v, allows for pure and mpure altrusm (warm glow). In the case of pure altrusm, the agent cares about the total contrbutons to the charty, G + g, where G s the gvng of others. In the case of mpure altrusm, the agent cares about the warm glow from gvng g, and v does not depend on the gvng of others. The altrusm parameter a 0 captures the ntensty of the warm glow (the case a < 0 captures the possblty of spte). Importantly, a s assumed to be heterogeneous across people of gender, wth a dstrbuton F. 4 We only summarze the framework here, drectng the nterested reader to the detals and the slghtly more general model n DellaVgna et al. (2012). 5

7 The thrd component of (1) s socal pressure. The solctee absorbs a utlty cost s (g) = S (g n g) 1 n g < g 0 for not gvng (or for gvng a small amount), wth ths cost decreasng lnearly n g. The gver does not ncur a socal pressure cost f she s away from home durng the vst. The specal case of S = 0 (no socal pressure) and a = 0 (no altrusm or warm glow) represents the standard model. The model yelds several testable mplcatons. When altrusm domnates socal pressure, the flyer ncreases home presence and gvng relatve to the control group snce some agents seek to meet the solctor. When socal pressure domnates, nstead, the flyer treatments, and especally the opt-out ones, lead to lower rates of answerng the door and of donatons. We allow these effects to dffer by gender. We also model the decson to respond to a survey request, whch s a form of gvng, namely of gvng tme for a survey. We assume that ndvduals of gender receve a utlty sv (whch could be postve or negatve) from completng a 10-mnute survey for no monetary payment. In addton, ndvduals receve utlty from a payment m for completng the survey, and receve dsutlty from the tme cost t of the survey, both of whch are determnstc. The overall utlty from completng a survey hence s sv + m - t. We assume that each ndvdual has a pro-socal value sv drawn from a normal dstrbuton. We structurally estmate the model to provde evdence on the socal preference parameters for men and women. Expermental Desgn. Our desgn combnes two elements. Frst, we rase money n a door-to-door fundrasng drve for two chartes: La Rabda Chldren's Hosptal and the East Carolna Hazard Center (ECU). Second, we conduct surveys of varyng lengths (and varyng 6

8 monetary ncentves as nducements) to estmate the elastcty of the presence at home and of the response rate to ncentves. In the control treatments, solctors knock on the door or rng the bell and, f they reach a person, proceed through the scrpt. In case of the charty solctaton, they nform the household about the charty (La Rabda or ECU) and ask f they are wllng to make a donaton. In case of the survey solctaton, they nqure whether the household member s wllng to answer a survey about chartable gvng. The solctor nforms the household member about the duraton of the survey (5 or 10 mnutes) and about the payment for completng the survey, f any ($10, $5, or none). In the flyer treatments, the solctor's scrpt s dentcal, but n addton a dfferent solctor leaves a flyer on the doorknob the day before the solctaton. The professonally prepared flyer ndcates the tme of the upcomng fund-rasng (or survey) vst wthn a one-hour tme nterval. In the treatments wth opt-out, these flyers nclude a box that says: Check ths box f you do not want to be dsturbed. If the solctors fnd the box checked, they do not knock on the door. The feld experment took place on Saturdays and Sundays between Aprl 2008 and October We employed 92 solctors and surveyors, mostly undergraduate students at the Unversty of Chcago. II. Structural Estmates We estmate the parameters of the model usng a mnmum dstance estmator followng the same procedure as n DellaVgna et al. (2012), to whch we refer for detals. We allow some of the key parameters to dffer by gender, namely the parameters determnng the dstrbuton of altrusm a towards the chartes: the mean and the standard devaton of altrusm. We also allow for a dfferent socal pressure cost of turnng down a solctor for males and females. Fnally, we 7

9 model the wllngness to complete an unpad 10-mnute survey as a normal dstrbuton, wth mean and standard devaton that dffer by gender. The resultng estmates are reported n Table 1 of the Onlne Appendx. Among the most relevant parameters, the standard devaton of the altrusm dstrbuton s smaller for women (17.4) than for men (19.5); n addton, there s a szeable dfference n the mean altrusm towards the out-of-state charty (ECU). Fgure 2 plots the mpled densty of the altrusm dstrbuton for the two chartes, separately for each gender. Noted s the threshold for postve utlty from gvng. 5 As Fgure 2 shows, for the out-of-state charty (ECU) the share of types that are on the margn of gvng that s the types at the threshold s sgnfcantly larger for women. There s a smaller dfference for the n-state charty. The larger densty of estmated types at the margn for women mples that women wll be more responsve to shfts n features of the envronment, or n the cost of sortng out. 5 The actual threshold for gvng s a = (1-S)G and thus depends on the estmated socal pressure cost whch dffers by charty and by gender; ths threshold les between 0 (plotted n the fgure) and G ( = 10), the threshold wth no socal pressure. 8

10 Fgure 2. Impled dstrbuton of altrusm towards the two chartes, by gender Whle the emphass so far s on gvng of money, what about gvng of tme? We use the feld experment on door-to-door survey completon to estmate the wllngness to complete an unpad 5-mnute survey. Fgure 1 n the Onlne Appendx shows that the share of women completng the survey decreases sgnfcantly from the flyer treatment to the flyer wth opt-out, consstent wth the chartable gvng results. Table 1 n the Onlne Appendx shows that the estmated standard devaton of the pro-socal utlty of completng a survey s agan smaller for females (26.3) than for males (34.0), although the dfference s not statstcally sgnfcant at conventonal levels. Fgure 3 dsplays the mpled dstrbuton of pro-socal utlty from survey completon, whch agan shows that women are more lkely to be at the margnal pont Females Males Probablty Densty, f(s) Utlty of $0, 10 mn survey (s) Fgure 3. Impled dstrbuton of wllngness to complete a 5-mnute unpad survey. 6 As n the case of gvng money, the fgure plots the threshold for postve wllngness to do a survey; the threshold for survey completon s S. 9

11 III. Conclusons Ths study uncovers an mportant relatonshp between gender and gvng patterns: there are gender dfferences n socal preferences, but t s mportant to go beyond consderng dfferences n means mportant gender dfferences may be at the margn. Ths leads women to gve more n certan stuatons, but not n others, and also to be more senstve to socal cues. Our study revolves around an expermental desgn that s tghtly lnked to a theory of altrusm and socal pressure. The results naturally permt to mprove our understandng of the quanttatve mportance of each determnant of chartable gvng. Dfferentatng by gender reveals a novel explanaton for seemngly contradctory fndngs n prevous lterature, and our methodology s applcable to other determnants of gvng. Frst, ever- References Andreon, Jm and Lse Vesterlund Whch s the far sex? Gender dfferences n altrusm. Quarterly Journal of Economcs 116(4): Ban, Marco and Barbara Gussan Gender dfferences n gvng blood: a revew of the lterature. Blood Transfuson 8(4): Bolton, Gary and Elena Katok An expermental test for gender dfferences n benefcent behavor. Economcs Letters 48(1995): DellaVgna, Stefano, John Lst, and Ulrke Malmender Testng for Altrusm and Socal Pressure n Chartable Gvng, Quarterly Journal of Economcs, 127, Eckel, Catherne C. and Phlp J. Grossman Are Women Less Selfsh Than Men?: Evdence From Dctator Experments. Economc Journal 108(448): Msje, A. H., V. Bosnes, and H. E. Heer Gender dfferences n presentaton rates, deferrals and return behavour among Norwegan blood donors. Vox Sanguns 98: e241- e

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/22/2015. Econ 1820: Behavioral Economics Mark Dean Spring 2015

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/22/2015. Econ 1820: Behavioral Economics Mark Dean Spring 2015 Incorrect Belefs Overconfdence Econ 1820: Behavoral Economcs Mark Dean Sprng 2015 In objectve EU we assumed that everyone agreed on what the probabltes of dfferent events were In subjectve expected utlty

More information

Does Context Matter More for Hypothetical Than for Actual Contributions?

Does Context Matter More for Hypothetical Than for Actual Contributions? Dscusson Paper Seres March 2008 EfD DP 08-02 Does Context Matter More for Hypothetcal Than for Actual Contrbutons? Evdence from a Natural Feld Experment Francsco Alpzar, Fredrk Carlsson, and Olof Johansson-Stenman

More information

Strong, Bold, and Kind: Self-Control and Cooperation in Social Dilemmas

Strong, Bold, and Kind: Self-Control and Cooperation in Social Dilemmas WORKING PAPERS IN ECONOMICS No 523 Strong, Bold, and Knd: Self-Control and Cooperaton n Socal Dlemmas Martn G. Kocher Peter Martnsson Krstan Ove R. Myrseth Conny Wollbrant January 2012 ISSN 1403-2473 (prnt)

More information

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS)

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS) Internatonal Assocaton of Scentfc Innovaton and Research (IASIR (An Assocaton Unfyng the Scences, Engneerng, and Appled Research Internatonal Journal of Emergng Technologes n Computatonal and Appled Scences

More information

THE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II

THE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II Name: Date: THE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II The normal dstrbuton can be used n ncrements other than half-standard devatons. In fact, we can use ether our calculators or tables

More information

Desperation or Desire? The Role of Risk Aversion in Marriage. Christy Spivey, Ph.D. * forthcoming, Economic Inquiry. Abstract

Desperation or Desire? The Role of Risk Aversion in Marriage. Christy Spivey, Ph.D. * forthcoming, Economic Inquiry. Abstract Desperaton or Desre? The Role of Rsk Averson n Marrage Chrsty Spvey, Ph.D. * forthcomng, Economc Inury Abstract Because of the uncertanty nherent n searchng for a spouse and the uncertanty of the future

More information

Appendix F: The Grant Impact for SBIR Mills

Appendix F: The Grant Impact for SBIR Mills Appendx F: The Grant Impact for SBIR Mlls Asmallsubsetofthefrmsnmydataapplymorethanonce.Ofthe7,436applcant frms, 71% appled only once, and a further 14% appled twce. Wthn my data, seven companes each submtted

More information

Economic crisis and follow-up of the conditions that define metabolic syndrome in a cohort of Catalonia,

Economic crisis and follow-up of the conditions that define metabolic syndrome in a cohort of Catalonia, Economc crss and follow-up of the condtons that defne metabolc syndrome n a cohort of Catalona, 2005-2012 Laa Maynou 1,2,3, Joan Gl 4, Gabrel Coll-de-Tuero 5,2, Ton Mora 6, Carme Saurna 1,2, Anton Scras

More information

Price linkages in value chains: methodology

Price linkages in value chains: methodology Prce lnkages n value chans: methodology Prof. Trond Bjorndal, CEMARE. Unversty of Portsmouth, UK. and Prof. José Fernández-Polanco Unversty of Cantabra, Span. FAO INFOSAMAK Tangers, Morocco 14 March 2012

More information

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande Unversty of Essex and RAND Corporaton Hans-Peter Kohler Unversty of Pennsylvanna January 202 Abstract We use probablstc expectatons

More information

Appendix for. Institutions and Behavior: Experimental Evidence on the Effects of Democracy

Appendix for. Institutions and Behavior: Experimental Evidence on the Effects of Democracy Appendx for Insttutons and Behavor: Expermental Evdence on the Effects of Democrac 1. Instructons 1.1 Orgnal sessons Welcome You are about to partcpate n a stud on decson-makng, and ou wll be pad for our

More information

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi Unversty of Pennsylvana ScholarlyCommons PSC Workng Paper Seres 7-29-20 HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande RAND Corporaton, Nova School of Busness and Economcs

More information

What Determines Attitude Improvements? Does Religiosity Help?

What Determines Attitude Improvements? Does Religiosity Help? Internatonal Journal of Busness and Socal Scence Vol. 4 No. 9; August 2013 What Determnes Atttude Improvements? Does Relgosty Help? Madhu S. Mohanty Calforna State Unversty-Los Angeles Los Angeles, 5151

More information

Journal of Economic Behavior & Organization

Journal of Economic Behavior & Organization Journal of Economc Behavor & Organzaton 133 (2017) 52 73 Contents lsts avalable at ScenceDrect Journal of Economc Behavor & Organzaton j ourna l ho me pa g e: www.elsever.com/locate/jebo Perceptons, ntentons,

More information

Using the Perpendicular Distance to the Nearest Fracture as a Proxy for Conventional Fracture Spacing Measures

Using the Perpendicular Distance to the Nearest Fracture as a Proxy for Conventional Fracture Spacing Measures Usng the Perpendcular Dstance to the Nearest Fracture as a Proxy for Conventonal Fracture Spacng Measures Erc B. Nven and Clayton V. Deutsch Dscrete fracture network smulaton ams to reproduce dstrbutons

More information

The High way code. the guide to safer, more enjoyable drug use. (alcohol)

The High way code. the guide to safer, more enjoyable drug use. (alcohol) The Hgh way code the gude to safer, more enjoyable drug use (alcohol) ntroducng the GDS Hgh Way Code GDS knows pleasure drves drug use, not the avodance of harm. As far as we know no gude has ever outlned

More information

WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS

WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS ELLIOTT PARKER and JEANNE WENDEL * Department of Economcs, Unversty of Nevada, Reno, NV, USA SUMMARY Ths paper examnes the econometrc

More information

310 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'16

310 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'16 310 Int'l Conf. Par. and Dst. Proc. Tech. and Appl. PDPTA'16 Akra Sasatan and Hrosh Ish Graduate School of Informaton and Telecommuncaton Engneerng, Toka Unversty, Mnato, Tokyo, Japan Abstract The end-to-end

More information

Sheffield Economic Research Paper Series. SERP Number:

Sheffield Economic Research Paper Series. SERP Number: Sheffeld Economc Research Paper Seres SERP Number: 2012004 ISSN 1749-8368 Ignaco Abásolo Ak Tsuchya Blood Donaton as a Publc Good: An Emprcal Investgaton of the Free-Rder Problem January 2012 Department

More information

INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE

INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE Wang Yng, Lu Xaonng, Ren Zhhua, Natonal Meteorologcal Informaton Center, Bejng, Chna Tel.:+86 684755, E-mal:cdcsjk@cma.gov.cn Abstract From, n Chna meteorologcal

More information

Addressing empirical challenges related to the incentive compatibility of stated preference methods

Addressing empirical challenges related to the incentive compatibility of stated preference methods Addressng emprcal challenges related to the ncentve compatblty of stated preference methods Mkołaj Czajkowsk 1, Chrstan A. Vossler 2,, Wktor Budzńsk 1, Aleksandra Wśnewska 1 and Ewa Zawojska 1 The fnal

More information

Are Drinkers Prone to Engage in Risky Sexual Behaviors?

Are Drinkers Prone to Engage in Risky Sexual Behaviors? Amercan Internatonal Journal of Socal Scence Vol. 2 No. 5; July 2013 Are Drnkers Prone to Engage n Rsky Sexual Behavors? Ana Isabel Gl Lacruz Zaragoza Unversty Department of Busness Organzaton and Management

More information

Risk Misperception and Selection in Insurance Markets: An Application to Demand for Cancer Insurance

Risk Misperception and Selection in Insurance Markets: An Application to Demand for Cancer Insurance UNLV Theses, Dssertatons, Professonal Papers, and Capstones 5-1-2015 Rsk Mspercepton and Selecton n Insurance Markets: An Applcaton to Demand for Cancer Insurance Davd S. Hales Unversty of Nevada, Las

More information

Rich and Powerful? Subjective Power and Welfare in Russia

Rich and Powerful? Subjective Power and Welfare in Russia Rch and Powerful? Subjectve Power and Welfare n Russa Mchael Lokshn and Martn Ravallon 1 Development Research Group, World Bank Abstract: Does empowerment come hand-n-hand wth hgher economc welfare? In

More information

A Meta-Analysis of the Effect of Education on Social Capital

A Meta-Analysis of the Effect of Education on Social Capital A Meta-Analyss of the Effect of Educaton on Socal Captal Huang Jan ** "Scholar" Research Center for Educaton and Labor Market Department of Economcs, Unversty of Amsterdam and Tnbergen Insttute by Henrëtte

More information

The High way code. the guide to safer, more enjoyable drug use. [cannabis] Who developed it?

The High way code. the guide to safer, more enjoyable drug use. [cannabis] Who developed it? The Hgh way code the gude to safer, more enjoyable drug use [cannabs] Who developed t? What s t? The frst gude to safer drug use voted for by people who take drugs. How was t was developed? GDS asked loads

More information

A GEOGRAPHICAL AND STATISTICAL ANALYSIS OF LEUKEMIA DEATHS RELATING TO NUCLEAR POWER PLANTS. Whitney Thompson, Sarah McGinnis, Darius McDaniel,

A GEOGRAPHICAL AND STATISTICAL ANALYSIS OF LEUKEMIA DEATHS RELATING TO NUCLEAR POWER PLANTS. Whitney Thompson, Sarah McGinnis, Darius McDaniel, A GEOGRAPHICAL AD STATISTICAL AALYSIS OF LEUKEMIA DEATHS RELATIG TO UCLEAR POWER PLATS Whtney Thompson, Sarah McGnns, Darus McDanel, Jean Sexton, Rebecca Pettt, Sarah Anderson, Monca Jackson ABSTRACT:

More information

Biased Perceptions of Income Distribution and Preferences for Redistribution: Evidence from a Survey Experiment

Biased Perceptions of Income Distribution and Preferences for Redistribution: Evidence from a Survey Experiment DISCUSSION PAPER SERIES IZA DP No. 5699 Based Perceptons of Income Dstrbuton and Preferences for Redstrbuton: Evdence from a Survey Experment Gullermo Cruces Rcardo Pérez Trugla Martn Tetaz May 2011 Forschungsnsttut

More information

The Effect of Fish Farmers Association on Technical Efficiency: An Application of Propensity Score Matching Analysis

The Effect of Fish Farmers Association on Technical Efficiency: An Application of Propensity Score Matching Analysis The Effect of Fsh Farmers Assocaton on Techncal Effcency: An Applcaton of Propensty Score Matchng Analyss Onumah E. E, Esslfe F. L, and Asumng-Brempong, S 15 th July, 2016 Background and Motvaton Outlne

More information

Rich and Powerful? Subjective Power and Welfare in Russia

Rich and Powerful? Subjective Power and Welfare in Russia Ths paper was presented at the Workshop on Measurng Empowerment: Cross-Dscplnary Perspectves held at the World Bank n Washngton, DC on February 4 and 5, 23. Rch and Powerful? Subjectve Power and Welfare

More information

National Polyp Study data: evidence for regression of adenomas

National Polyp Study data: evidence for regression of adenomas 5 Natonal Polyp Study data: evdence for regresson of adenomas 78 Chapter 5 Abstract Objectves The data of the Natonal Polyp Study, a large longtudnal study on survellance of adenoma patents, s used for

More information

NUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 TIANHONG ZHOU

NUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 TIANHONG ZHOU NUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 by TIANHONG ZHOU B.S., Chna Agrcultural Unversty, 2003 M.S., Chna Agrcultural Unversty, 2006 A THESIS submtted n partal fulfllment of the requrements

More information

Using Past Queries for Resource Selection in Distributed Information Retrieval

Using Past Queries for Resource Selection in Distributed Information Retrieval Purdue Unversty Purdue e-pubs Department of Computer Scence Techncal Reports Department of Computer Scence 2011 Usng Past Queres for Resource Selecton n Dstrbuted Informaton Retreval Sulleyman Cetntas

More information

Does reporting heterogeneity bias the measurement of health disparities?

Does reporting heterogeneity bias the measurement of health disparities? HEDG Workng Paper 06/03 Does reportng heterogenety bas the measurement of health dspartes? Teresa Bago d Uva Eddy Van Doorslaer Maarten Lndeboom Owen O Donnell Somnath Chatterj March 2006 ISSN 1751-1976

More information

Encoding processes, in memory scanning tasks

Encoding processes, in memory scanning tasks vlemory & Cognton 1976,4 (5), 501 506 Encodng processes, n memory scannng tasks JEFFREY O. MILLER and ROBERT G. PACHELLA Unversty of Mchgan, Ann Arbor, Mchgan 48101, Three experments are presented that

More information

THE NATURAL HISTORY AND THE EFFECT OF PIVMECILLINAM IN LOWER URINARY TRACT INFECTION.

THE NATURAL HISTORY AND THE EFFECT OF PIVMECILLINAM IN LOWER URINARY TRACT INFECTION. MET9401 SE 10May 2000 Page 13 of 154 2 SYNOPSS MET9401 SE THE NATURAL HSTORY AND THE EFFECT OF PVMECLLNAM N LOWER URNARY TRACT NFECTON. L A study of the natural hstory and the treatment effect wth pvmecllnam

More information

The High way code. the guide to safer, more enjoyable drug use [GHB] Who developed it?

The High way code. the guide to safer, more enjoyable drug use [GHB] Who developed it? The Hgh way code the gude to safer, more enjoyable drug use [] Who developed t? What s t? The frst gude to safer drug use voted for by people who take drugs. How was t was developed? GDS asked loads of

More information

NHS Outcomes Framework

NHS Outcomes Framework NHS Outcomes Framework Doman 1 Preventng people from dyng prematurely Indcator Specfcatons Verson: 1.21 Date: May 2018 Author: Clncal Indcators Team NHS Outcomes Framework: Doman 1 Preventng people from

More information

An Introduction to Modern Measurement Theory

An Introduction to Modern Measurement Theory An Introducton to Modern Measurement Theory Ths tutoral was wrtten as an ntroducton to the bascs of tem response theory (IRT) modelng and ts applcatons to health outcomes measurement for the Natonal Cancer

More information

J. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander

J. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander 2?Hr a! A Report of Research on o ^^ -^~" r" THE STABILITY OF AUTOKINETIC JUDGMENTS J. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander A techncal report made under ONR Contract Nonr-475(01) between

More information

Working Paper Asymmetric Price Responses of Gasoline Stations: Evidence for Heterogeneity of Retailers

Working Paper Asymmetric Price Responses of Gasoline Stations: Evidence for Heterogeneity of Retailers econstor www.econstor.eu Der Open-Access-Publkatonsserver der ZBW Lebnz-Informatonszentrum Wrtschaft The Open Access Publcaton Server of the ZBW Lebnz Informaton Centre for Economcs Faber, Remer P. Workng

More information

Bimodal Bidding in Experimental All-Pay Auctions

Bimodal Bidding in Experimental All-Pay Auctions Bmodal Bddng n Expermental All-Pay Auctons Chrstane Ernst and Chrstan Thön August 2009 Dscusson Paper no. 2009-25 Department of Economcs Unversty of St. Gallen Edtor: Publsher: Electronc Publcaton: Martna

More information

Balanced Query Methods for Improving OCR-Based Retrieval

Balanced Query Methods for Improving OCR-Based Retrieval Balanced Query Methods for Improvng OCR-Based Retreval Kareem Darwsh Electrcal and Computer Engneerng Dept. Unversty of Maryland, College Park College Park, MD 20742 kareem@glue.umd.edu Douglas W. Oard

More information

Non-linear Multiple-Cue Judgment Tasks

Non-linear Multiple-Cue Judgment Tasks Non-lnear Multple-Cue Tasks Anna-Carn Olsson (anna-carn.olsson@psy.umu.se) Department of Psychology, Umeå Unversty SE-09 87, Umeå, Sweden Tommy Enqvst (tommy.enqvst@psyk.uu.se) Department of Psychology,

More information

CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE?

CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE? Anastasa V. Rassadovskaa, Andrey V. Astov CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE? BASIC RESEARCH PROGRAM WORKING PAPERS SERIES: ECONOMICS WP BRP 57/EC/214 Ths Workng Paper s an output

More information

N-back Training Task Performance: Analysis and Model

N-back Training Task Performance: Analysis and Model N-back Tranng Task Performance: Analyss and Model J. Isaah Harbson (jharb@umd.edu) Center for Advanced Study of Language and Department of Psychology, Unversty of Maryland 7005 52 nd Avenue, College Park,

More information

A comparison of statistical methods in interrupted time series analysis to estimate an intervention effect

A comparison of statistical methods in interrupted time series analysis to estimate an intervention effect Peer revew stream A comparson of statstcal methods n nterrupted tme seres analyss to estmate an nterventon effect a,b, J.J.J., Walter c, S., Grzebeta a, R. & Olver b, J. a Transport and Road Safety, Unversty

More information

Human development is deeply embedded in social

Human development is deeply embedded in social Mejía, S.T., & Hooker, K. (2013). Relatonshp processes wthn the socal convoy: structure, functon, and socal goals. Journals of Gerontology, Seres B: Psychologcal Scences and Socal Scences, 69(3), 376 386,

More information

Discussion Papers In Economics And Business

Discussion Papers In Economics And Business Dscusson Papers In Economcs And Busness ECONOMIC AND BEHAVIORAL FACTORS IN AN INDIVIDUAL S DECISION TO TAKE THE INFLUENZA VACCINATION IN JAPAN YOSHIRO TSUTSUI, URI BENZION, and SHOSH SHAHRABANI Dscusson

More information

Working Paper Series FSWP Ming-Feng Hsieh University of Wisconsin-Madison. Paul D. Mitchell University of Wisconsin-Madison

Working Paper Series FSWP Ming-Feng Hsieh University of Wisconsin-Madison. Paul D. Mitchell University of Wisconsin-Madison Workng Paper Seres FSWP2007-01 DEMAND FOR ORGANIC AND CONVENTIONAL POTATOES Mng-Feng Hseh Unversty of Wsconsn-Madson Paul D. Mtchell Unversty of Wsconsn-Madson Kyle W. Stegert Unversty of Wsconsn-Madson

More information

Alma Mater Studiorum Università di Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA

Alma Mater Studiorum Università di Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA Alma Mater Studorum Unverstà d Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA Cclo XXVII Settore Concorsuale d afferenza: 13/D1 Settore Scentfco dscplnare: SECS-S/02

More information

THIS IS AN OFFICIAL NH DHHS HEALTH ALERT

THIS IS AN OFFICIAL NH DHHS HEALTH ALERT THIS IS AN OFFICIAL NH DHHS HEALTH ALERT Dstrbuted by the NH Health Alert Network Health.Alert@dhhs.nh.gov August 26, 2016 1430 EDT (2:30 PM EDT) NH-HAN 20160826 Recommendatons for Accurate Dagnoss of

More information

Do norms and procedures speak louder than outcomes? An explorative analysis of an exclusion game. Timo Tammi

Do norms and procedures speak louder than outcomes? An explorative analysis of an exclusion game. Timo Tammi Keskustelualotteta #58 Joensuun ylopsto, Talousteteet Do norms and procedures speak louder than outcomes? An exploratve analyss of an excluson game Tmo Tamm ISBN 978-95-9-3-6 ISSN 795-7885 no 58 Do norms

More information

Modeling the Survival of Retrospective Clinical Data from Prostate Cancer Patients in Komfo Anokye Teaching Hospital, Ghana

Modeling the Survival of Retrospective Clinical Data from Prostate Cancer Patients in Komfo Anokye Teaching Hospital, Ghana Internatonal Journal of Appled Scence and Technology Vol. 5, No. 6; December 2015 Modelng the Survval of Retrospectve Clncal Data from Prostate Cancer Patents n Komfo Anokye Teachng Hosptal, Ghana Asedu-Addo,

More information

Testing the Fetal Origins Hypothesis in a Developing Country: Evidence from the 1918 Influenza Pandemic

Testing the Fetal Origins Hypothesis in a Developing Country: Evidence from the 1918 Influenza Pandemic Testng the Fetal Orgns Hypothess n a Developng Country: Evdence from the 1918 Influenza Pandemc Rchard E. Nelson Pharmacotherapy Outcomes Research Center Unversty of Utah May 23, 2008 Summary The 1918

More information

Willingness to Pay for Health Risk Reductions: Differences by Type of Illness

Willingness to Pay for Health Risk Reductions: Differences by Type of Illness Wllngness to Pay for Health Rsk Reductons: Dfferences by Type of Illness Workng Paper: Prelmnary and Incomplete Trudy nn Cameron Department of Economcs Unversty of Oregon J.R. DeShazo UCL Lews Center for

More information

Parameter Estimates of a Random Regression Test Day Model for First Three Lactation Somatic Cell Scores

Parameter Estimates of a Random Regression Test Day Model for First Three Lactation Somatic Cell Scores Parameter Estmates of a Random Regresson Test Day Model for Frst Three actaton Somatc Cell Scores Z. u, F. Renhardt and R. Reents Unted Datasystems for Anmal Producton (VIT), Hedeweg 1, D-27280 Verden,

More information

FORGONE EARNINGS FROM SMOKING: EVIDENCE FOR A DEVELOPING COUNTRY

FORGONE EARNINGS FROM SMOKING: EVIDENCE FOR A DEVELOPING COUNTRY FORGONE EARNINGS FROM SMOKING: EVIDENCE FOR A DEVELOPING COUNTRY Mchael Lokshn and Kathleen Beegle * Development Research Group, World Bank ABSTRACT Ths paper estmates the economc losses related to the

More information

Optimal Planning of Charging Station for Phased Electric Vehicle *

Optimal Planning of Charging Station for Phased Electric Vehicle * Energy and Power Engneerng, 2013, 5, 1393-1397 do:10.4236/epe.2013.54b264 Publshed Onlne July 2013 (http://www.scrp.org/ournal/epe) Optmal Plannng of Chargng Staton for Phased Electrc Vehcle * Yang Gao,

More information

Single-Case Designs and Clinical Biofeedback Experimentation

Single-Case Designs and Clinical Biofeedback Experimentation Bofeedback and Self-Regulaton, VoL 2, No. 3, 1977 Sngle-Case Desgns and Clncal Bofeedback Expermentaton Davd H. Barow: Brown Unversty and Butler Hosptal Edward B. Blanchard Unversty of Tennessee Medcal

More information

I T L S. WORKING PAPER ITLS-WP Social exclusion and the value of mobility. INSTITUTE of TRANSPORT and LOGISTICS STUDIES

I T L S. WORKING PAPER ITLS-WP Social exclusion and the value of mobility. INSTITUTE of TRANSPORT and LOGISTICS STUDIES I T L S WORKING PAPER ITLS-WP-10-14 Socal excluson and the value of moblty By John Stanley, Davd A. Hensher, Janet Stanley 1, Graham Curre 2, Wllam H. Greene 3 and Danne Vella-Brodrck 4 1 Sustanablty Insttute,

More information

HIV/AIDS AND POVERTY IN SOUTH AFRICA: A BAYESIAN ESTIMATION OF SELECTION MODELS WITH CORRELATED FIXED-EFFECTS

HIV/AIDS AND POVERTY IN SOUTH AFRICA: A BAYESIAN ESTIMATION OF SELECTION MODELS WITH CORRELATED FIXED-EFFECTS HIV/AIDS AND POVERTY IN SOUTH AFRICA: A BAYESIAN ESTIMATION OF SELECTION MODELS WITH CORRELATED FIXED-EFFECTS FABRICE MURTIN* AND FEDERICA MARZO Abstract In ths paper, we estmate the causal mpact of human

More information

The High way code. the guide to safer, more enjoyable drug use. (lsd / magic mushrooms)

The High way code. the guide to safer, more enjoyable drug use. (lsd / magic mushrooms) The Hgh way code the gude to safer, more enjoyable drug use (lsd / magc mushrooms) ntroducng the GDS Hgh Way Code GDS knows pleasure drves drug use, not the avodance of harm. As far as we know no gude

More information

Fitsum Zewdu, Junior Research Fellow. Working Paper No 3/ 2010

Fitsum Zewdu, Junior Research Fellow. Working Paper No 3/ 2010 SOCIOECONOMIC FACTORS OF EARLY CHILDHOOD MORTALITY IN ETHIOPIA: EVIDENCE FROM DEMOGRAPHIC AND HEALTH SURVEY Ftsum Zewdu, Junor Research Fellow Workng Paper No 3/ 2010 Ethopan Economcs Assocaton / Ethopan

More information

ARTICLE IN PRESS Neuropsychologia xxx (2010) xxx xxx

ARTICLE IN PRESS Neuropsychologia xxx (2010) xxx xxx Neuropsychologa xxx (200) xxx xxx Contents lsts avalable at ScenceDrect Neuropsychologa journal homepage: www.elsever.com/locate/neuropsychologa Storage and bndng of object features n vsual workng memory

More information

Copy Number Variation Methods and Data

Copy Number Variation Methods and Data Copy Number Varaton Methods and Data Copy number varaton (CNV) Reference Sequence ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA Populaton ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA ACCTGCAATGAT TTGCAACGTTAGGCA

More information

Richard Williams Notre Dame Sociology Meetings of the European Survey Research Association Ljubljana,

Richard Williams Notre Dame Sociology   Meetings of the European Survey Research Association Ljubljana, Rchard Wllams Notre Dame Socology rwllam@nd.edu http://www.nd.edu/~rwllam Meetngs of the European Survey Research Assocaton Ljubljana, Slovena July 19, 2013 Comparng Logt and Probt Coeffcents across groups

More information

Chapter 20. Aggregation and calibration. Betina Dimaranan, Thomas Hertel, Robert McDougall

Chapter 20. Aggregation and calibration. Betina Dimaranan, Thomas Hertel, Robert McDougall Chapter 20 Aggregaton and calbraton Betna Dmaranan, Thomas Hertel, Robert McDougall In the prevous chapter we dscussed how the fnal verson 3 GTAP data base was assembled. Ths data base s extremely large.

More information

Can Subjective Questions on Economic Welfare Be Trusted?

Can Subjective Questions on Economic Welfare Be Trusted? Publc Dsclosure Authorzed Polcy Research Workng Paper 6726 WPS6726 Publc Dsclosure Authorzed Publc Dsclosure Authorzed Can Subjectve Questons on Economc Welfare Be Trusted? Evdence for Three Developng

More information

Applying Multinomial Logit Model for Determining Socio- Economic Factors Affecting Major Choice of Consumers in Food Purchasing: The Case of Mashhad

Applying Multinomial Logit Model for Determining Socio- Economic Factors Affecting Major Choice of Consumers in Food Purchasing: The Case of Mashhad J. Agr. Sc. Tech. (2013) Vol. 15: 1307-1317 Applyng Multnomal Logt Model for Determnng Soco- Economc Factors Affectng Maor Choce of Consumers n Food Purchasng: The Case of Mashhad M. R. Kohansal 1, and

More information

NBER WORKING PAPER SERIES PERSONALIZED MEDICINE WHEN PHYSICIANS INDUCE DEMAND. David H. Howard Jason Hockenberry Guy David

NBER WORKING PAPER SERIES PERSONALIZED MEDICINE WHEN PHYSICIANS INDUCE DEMAND. David H. Howard Jason Hockenberry Guy David NBER WORKING PAPER SERIES PERSONALIZED MEDICINE WHEN PHYSICIANS INDUCE DEMAND Davd H. Howard Jason Hockenberry Guy Davd Workng Paper 24054 http://www.nber.org/papers/w24054 NATIONAL BUREAU OF ECONOMIC

More information

NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING

NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING Tanyan Hu Sandra L. Decker Shn-Y Chou Workng Paper 20708 http://www.nber.org/papers/w20708

More information

Evaluation of two release operations at Bonneville Dam on the smolt-to-adult survival of Spring Creek National Fish Hatchery fall Chinook salmon

Evaluation of two release operations at Bonneville Dam on the smolt-to-adult survival of Spring Creek National Fish Hatchery fall Chinook salmon Evaluaton of two release operatons at Bonnevlle Dam on the smolt-to-adult survval of Sprng Creek Natonal Fsh Hatchery fall Chnook salmon By Steven L. Haeseker and Davd Wlls Columba Rver Fshery Program

More information

Are National School Lunch Program Participants More Likely to be Obese? Dealing with Identification

Are National School Lunch Program Participants More Likely to be Obese? Dealing with Identification Are Natonal School Lunch Program Partcpants More Lkely to be Obese? Dealng wth Identfcaton Janet G. Peckham Graduate Student, Clemson Unversty (jgemml@clemson.edu) Jaclyn D. Kropp Assstant Professor, Clemson

More information

SMALL AREA CLUSTERING OF CASES OF PNEUMOCOCCAL BACTEREMIA.

SMALL AREA CLUSTERING OF CASES OF PNEUMOCOCCAL BACTEREMIA. SMALL AREA CLUSTERING OF CASES OF PNEUMOCOCCAL BACTEREMIA. JP Metlay, MD, PhD T Smth, PhD N Kozum, PhD C Branas, PhD E Lautenbach, MD NO Fshman, MD PH Edelsten, MD Center for Health Equty Research and

More information

Lateral Transfer Data Report. Principal Investigator: Andrea Baptiste, MA, OT, CIE Co-Investigator: Kay Steadman, MA, OTR, CHSP. Executive Summary:

Lateral Transfer Data Report. Principal Investigator: Andrea Baptiste, MA, OT, CIE Co-Investigator: Kay Steadman, MA, OTR, CHSP. Executive Summary: Samar tmed c ali ndus t r esi nc 55Fl em ngdr ve, Un t#9 Cambr dge, ON. N1T2A9 T el. 18886582206 Ema l. nf o@s amar t r ol l boar d. c om www. s amar t r ol l boar d. c om Lateral Transfer Data Report

More information

The Impact of Private Sector Provision of Home-Based Services for Older People in Beijing

The Impact of Private Sector Provision of Home-Based Services for Older People in Beijing Internatonal Journal of Research n Socology and Anthropology (IJRSA) Volume 3, Issue 4, 217, PP 21-31 ISSN 2454-8677 http://dx.do.org/1.2431/2454-8677.343 www.arcjournals.org The Impact of Prvate Sector

More information

Ghebreegziabiher Debrezion Eric Pels Piet Rietveld

Ghebreegziabiher Debrezion Eric Pels Piet Rietveld TI 2006-031/3 Tnbergen Insttute Dscusson Paper The Impact of Ral Transport on Real Estate Prces: An Emprcal Analyss of the Dutch Housng Markets Ghebreegzabher Debrezon Erc Pels Pet Retveld Vrje Unverstet

More information

The Marginal Income Effect of Education on Happiness: Estimating the Direct and Indirect Effects of Compulsory Schooling on Well-Being in Australia

The Marginal Income Effect of Education on Happiness: Estimating the Direct and Indirect Effects of Compulsory Schooling on Well-Being in Australia DISCUSSION PAPER SERIES IZA DP No. 7365 The Margnal Income Effect of Educaton on Happness: Estmatng the Drect and Indrect Effects of Compulsory Schoolng on Well-Beng n Australa Nattavudh Powdthavee Warn

More information

Importance of Atrial Compliance in Cardiac Performance

Importance of Atrial Compliance in Cardiac Performance Importance of Atral Complance n Cardac Performance By Hroyuk Suga ABSTRACT Effects of changes n atral complance on cardac performance were analyzed usng a crculatory analog model. The atrum was assumed

More information

Child abuse and domestic abuse: Factors in reunification

Child abuse and domestic abuse: Factors in reunification Calforna State Unversty, San Bernardno CSUSB ScholarWorks Theses Dgtzaton Project John M. Pfau Lbrary 2002 Chld abuse and domestc abuse: Factors n reunfcaton Jane Margaret Scarlett Bryan Anderson Wng Follow

More information

Computing and Using Reputations for Internet Ratings

Computing and Using Reputations for Internet Ratings Computng and Usng Reputatons for Internet Ratngs Mao Chen Department of Computer Scence Prnceton Unversty Prnceton, J 8 (69)-8-797 maoch@cs.prnceton.edu Jaswnder Pal Sngh Department of Computer Scence

More information

The Reliability of Subjective Well-Being Measures

The Reliability of Subjective Well-Being Measures The Relablty of Subjectve Well-Beng Measures Alan B. Krueger Prnceton Unversty Davd A. Schkade Unversty of Calforna, San Dego Draft: August 2006 PRELIMINARY RESULTS: DO NOT CITE WITHOUT PERMISSION The

More information

The Limits of Individual Identification from Sample Allele Frequencies: Theory and Statistical Analysis

The Limits of Individual Identification from Sample Allele Frequencies: Theory and Statistical Analysis The Lmts of Indvdual Identfcaton from Sample Allele Frequences: Theory and Statstcal Analyss Peter M. Vsscher 1 *, Wllam G. Hll 2 1 Queensland Insttute of Medcal Research, Brsbane, Australa, 2 Insttute

More information

Drug Prescription Behavior and Decision Support Systems

Drug Prescription Behavior and Decision Support Systems Drug Prescrpton Behavor and Decson Support Systems ABSTRACT Adverse drug events plague the outcomes of health care servces. In ths research, we propose a clncal learnng model that ncorporates the use of

More information

Unobserved Heterogeneity and the Statistical Analysis of Highway Accident Data

Unobserved Heterogeneity and the Statistical Analysis of Highway Accident Data Unobserved Heterogenety and the Statstcal Analyss of Hghway Accdent Data Fred L. Mannerng Professor of Cvl and Envronmental Engneerng Courtesy Department of Economcs Unversty of South Florda 4202 E. Fowler

More information

Offsetting Behavior in Reducing High Cholesterol: Substitution of Medication for Diet and Lifestyle Changes

Offsetting Behavior in Reducing High Cholesterol: Substitution of Medication for Diet and Lifestyle Changes Journal of Choce Modellng, 2(1), pp. 51-64 www.jocm.org.uk Offsettng Behavor n educng Hgh Cholesterol: Substtuton of Medcaton for Det and Lfestyle Changes Lsa Mancno 1,* Fred Kuchler 1, ¹Economc esearch

More information

Introduction ORIGINAL RESEARCH

Introduction ORIGINAL RESEARCH ORIGINAL RESEARCH Assessng the Statstcal Sgnfcance of the Acheved Classfcaton Error of Classfers Constructed usng Serum Peptde Profles, and a Prescrpton for Random Samplng Repeated Studes for Massve Hgh-Throughput

More information

Normal variation in the length of the luteal phase of the menstrual cycle: identification of the short luteal phase

Normal variation in the length of the luteal phase of the menstrual cycle: identification of the short luteal phase Brtsh Journal of Obstetrcs and Gvnaecologjl July 1984, Vol. 9 1, pp. 685-689 Normal varaton n the length of the luteal phase of the menstrual cycle: dentfcaton of the short luteal phase ELIZABETH A. LENTON,

More information

Encoding and decoding facial expressions of emotion as a function of children's social competence.

Encoding and decoding facial expressions of emotion as a function of children's social competence. Unversty of Massachusetts Amherst ScholarWorks@UMass Amherst Masters Theses 1911 - February 2014 1987 Encodng and decodng facal expressons of emoton as a functon of chldren's socal competence. Robert Joseph

More information

Partially WORKPLACE DRUG TESTING PROGRAMS: ''' ~ A REVIEW OF RESEARCH AND A SURVEY OF WORKSITES

Partially WORKPLACE DRUG TESTING PROGRAMS: ''' ~ A REVIEW OF RESEARCH AND A SURVEY OF WORKSITES l 314 JOURNAL OF EMPLOYEE ASSISTANCE RESEARCH and Sexual Inequalty." Pp. 75-89 n Women and Household Labor, edted by S. Berg. Beverly Hlls, CA: Sage. Verbmgge, L. 1986. "Role Burdens and Physcal Health

More information

Integration of sensory information within touch and across modalities

Integration of sensory information within touch and across modalities Integraton of sensory nformaton wthn touch and across modaltes Marc O. Ernst, Jean-Perre Brescan, Knut Drewng & Henrch H. Bülthoff Max Planck Insttute for Bologcal Cybernetcs 72076 Tübngen, Germany marc.ernst@tuebngen.mpg.de

More information

Education and social capital: empirical evidence from microeconomic analyses Huang, J.

Education and social capital: empirical evidence from microeconomic analyses Huang, J. UvA-DARE (Dgtal Academc Repostory) Educaton and socal captal: emprcal evdence from mcroeconomc analyses Huang, J. Lnk to publcaton Ctaton for publshed verson (APA): Huang, J. (2010). Educaton and socal

More information

Bimodal Score Distributions and the MBTI: Fact or Artifact?

Bimodal Score Distributions and the MBTI: Fact or Artifact? Paper presented at the 2001 (Aprl Annual Conference of the Socety for Industral and Organzatonal Psychology, San Dego. Bmodal Score Dstrbutons and the MBTI: Fact or Artfact? Tammy L. Bess and Robert J.

More information

The effect of salvage therapy on survival in a longitudinal study with treatment by indication

The effect of salvage therapy on survival in a longitudinal study with treatment by indication Research Artcle Receved 28 October 2009, Accepted 8 June 2010 Publshed onlne 30 August 2010 n Wley Onlne Lbrary (wleyonlnelbrary.com) DOI: 10.1002/sm.4017 The effect of salvage therapy on survval n a longtudnal

More information

Modeling Multi Layer Feed-forward Neural. Network Model on the Influence of Hypertension. and Diabetes Mellitus on Family History of

Modeling Multi Layer Feed-forward Neural. Network Model on the Influence of Hypertension. and Diabetes Mellitus on Family History of Appled Mathematcal Scences, Vol. 7, 2013, no. 41, 2047-2053 HIKARI Ltd, www.m-hkar.com Modelng Mult Layer Feed-forward Neural Network Model on the Influence of Hypertenson and Dabetes Melltus on Famly

More information

CONSTRUCTION OF STOCHASTIC MODEL FOR TIME TO DENGUE VIRUS TRANSMISSION WITH EXPONENTIAL DISTRIBUTION

CONSTRUCTION OF STOCHASTIC MODEL FOR TIME TO DENGUE VIRUS TRANSMISSION WITH EXPONENTIAL DISTRIBUTION Internatonal Journal of Pure and Appled Mathematcal Scences. ISSN 97-988 Volume, Number (7), pp. 3- Research Inda Publcatons http://www.rpublcaton.com ONSTRUTION OF STOHASTI MODEL FOR TIME TO DENGUE VIRUS

More information

(From the Gastroenterology Division, Cornell University Medical College, New York 10021)

(From the Gastroenterology Division, Cornell University Medical College, New York 10021) ROLE OF HEPATIC ANION-BINDING PROTEIN IN BROMSULPHTHALEIN CONJUGATION* BY N. KAPLOWITZ, I. W. PERC -ROBB,~ ANn N. B. JAVITT (From the Gastroenterology Dvson, Cornell Unversty Medcal College, New York 10021)

More information

ALMALAUREA WORKING PAPERS no. 9

ALMALAUREA WORKING PAPERS no. 9 Snce 1994 Inter-Unversty Consortum Connectng Unverstes, the Labour Market and Professonals AlmaLaurea Workng Papers ISSN 2239-9453 ALMALAUREA WORKING PAPERS no. 9 September 211 Propensty Score Methods

More information

TOPICS IN HEALTH ECONOMETRICS

TOPICS IN HEALTH ECONOMETRICS TOPICS IN HEALTH ECONOMETRICS By VIDHURA SENANI BANDARA WIJAYAWARDHANA TENNEKOON A dssertaton submtted n partal fulfllment of the requrements for the degree of DOCTOR OF PHILOSOPHY WASHINGTON STATE UNIVERSITY

More information