Agri-environment Policy Design With Hidden Information and Hidden Action: Input Quotas vs Input Charges

Size: px
Start display at page:

Download "Agri-environment Policy Design With Hidden Information and Hidden Action: Input Quotas vs Input Charges"

Transcription

1 Agr-enronment Polcy Desgn Wth Hdden Informaton and Hdden Acton: Input Quotas s Input Charges Adam Ozanne* School of Economc Studes, Unersty of Manchester, Manchester M3 9PL, UK. Ben Whte School of Agrcultural and Resource Economcs, Unersty of Western Australa, 35 Strlng Hghway, Crawley, Perth, Western Australa AARES Annual Conference Fremantle, -5 February 003 * Adam Ozanne s currently stng the School of Agrcultural and Resource Economcs at the Unersty of Western Australa. Please emal comments to Adam.Ozanne@man.ac.uk

2 Abstract Moxey, Whte and Ozanne (999 hae shown how transfer payments coupled wth nput quotas can be used to desgn optmal truth-tellng mechansms for oluntary agr-enronmental schemes under hdden nformaton about complance costs. Ozanne, Hogan and Colman (00 adapted the Moxey et al. model to analyze hdden acton n such schemes, analyzng the relatonshps between nput abatement, the cost of montorng complance and farmers rsk preferences. Whte (00 extended the Moxey et al. model to analyze the desgn of contracts under both hdden acton and hdden nformaton, but used an nput charge/transfer payment approach rather than the orgnal nput quota/transfer payment one. In addton, he assumed that farmers caught cheatng face a arable fne, related to the amount of nput they apply n excess of the amount agreed n the contract, rather than a fxed fne as assumed by Ozanne et al. Whte argues that hs results show that an nput charge/transfer payment polcy s more effcent than a quota when the regulator cannot obsere complance costs of nddual farmers. Ths paper ntegrates the preous work, deelopng a model of both hdden acton and hdden nformaton n agr-enronmental schemes based on the nput quota/transfer payment approach of Moxey et al. (999 and Ozanne et al. (00, rather than the nput charge/transfer payment approach of Whte (00, but the arable fne of the latter rather than the fxed fne assumed by Ozanne et al. Ths ntegrated model shows that, contrary to Whte (00, the nput quota and nput charges approaches lead to dentcal outcomes n terms of abatement leels, compensaton payments, montorng costs, probabltes and socal welfare.

3 3. Introducton Moxey, Whte and Ozanne (999 use a prncpal-agent model to show how transfer payments coupled wth nput quotas can be used to desgn optmal truth-tellng mechansms for oluntary agr-enronmental schemes such as Countrysde Stewardshp, Ntrate Senste Area Scheme and Enronmental Senste Area Scheme. The soluton results n a menu of contracts specfed n terms of transfer payments and nput quotas. Producers choose the contract for ther type: hgh complance cost producers choose a hgh nput quota and low transfer payment contract whle low complance cost producers choose a low quota and hgh transfer payment contract. Moxey et al. only consdered the hdden nformaton (or aderse selecton aspect of asymmetrc nformaton problem facng a regulator. Howeer, f the regulator cannot obsere post-contractual nput use and therefore has to ncur montorng costs to ensure that farmers comply wth contracts, there s a hdden acton problem as well. Ozanne, Hogan and Colman (00 adapted the Moxey et al. model to analyze hdden acton n such schemes, showng that, because of the trade-off between ncreased enronmental beneft and ncreased cost of montorng complance, only a second-best soluton can be obtaned. Taken together these two papers prode a theoretcal framework that coers both types of nformaton asymmetry n agrenronmental polcy, but treatng them separately. Whte (00 extended the Moxey et al. model to analyze the desgn of contracts under both hdden acton and hdden nformaton, but used an nput charge/transfer payment approach rather than the orgnal nput quota/transfer payment one. In addton, he assumed that farmers caught cheatng face a arable fne, related to the amount of nput they apply n excess of the amount agreed n the contract, rather than a fxed fne as assumed by Ozanne et al. Whte argues that hs results show that an nput charge/transfer payment polcy s more effcent than a quota when the regulator cannot obsere complance costs of nddual farmers. Ths paper ntegrates the preous work, deelopng a model of both hdden acton and hdden nformaton n agr-enronmental schemes. The model s based on the nput quota/transfer payment approach of Moxey et al. (999 and Ozanne et al. (00, rather than the nput charge/transfer payment approach of Whte (00, but the arable fne of the latter rather

4 4 than the fxed fne assumed by Ozanne et al.. Ths ntegrated model shows that, contrary to Whte (00, the nput quota and nput charges approaches lead to dentcal outcomes n terms of optmal abatement leels, compensaton payments, montorng costs and probabltes of detecton, and socal welfare.. The model Agr-enronmental polcy s modeled as a socal welfare maxmzaton problem that recognzes the constrants facng polcy-makers due to nformaton asymmetry and the costs of montorng contracts wth farmers. The followng sectons use prncpal-agent theory to model agrenronmental contracts between a regulator and farmers, progressng from a stuaton where the regulator has perfect nformaton, through separate models for hdden nformaton and hdden acton, to an ntegrated model whch ncludes hdden nformaton, hdden acton and the cost of montorng complance.. Perfect nformaton Adoptng the approach and notaton used by Moxey et al. (999, t s assumed that the regulator ams to maxmze a socal welfare functon wth three terms: z = ( x * - x + (b - c (x - (+ eb =, ( where farmer s assumed to be more effcent than farmer. The frst term on the rght hand sde of equaton ( represents the beneft of nput abatement, where x * s the optmal nput leel used by farmer f he or she does not partcpate n the scheme, x s the agreed nput quota f she partcpates, and measures the enronmental beneft per unt of nput abatement. The second term, (b c (x, ges the th farmer's monetary Note that, n amalgamatng the models, t has been necessary, for the sake of consstency, to make mnor notatonal adjustments when summarzng the models presented n Ozanne et al. and Whte. These adjustments are not always ponted out, but hae no sgnfcant mpact on the results and should not present any dffculty to the careful reader.

5 5 utlty (or rent as the dfference between the transfer payment, b, offered to nduce partcpaton and the cost of complance, c (x, where the latter functon s defned as the proft forgone, c (x = π (x * - π (x ( wth c (x<0, c (x>0, c (x>c (x and c (x>c (x by defnton (see Moxey et al., 999, for a more detaled dscusson of the propertes of the complance cost functon. The fnal term on the rght-hand sde s the net socal cost of the transfer payment, where e represents the shadow costs of publc funds n terms of the dstortonary effects of general taxaton. Ths specfcaton of objecte functon assumes that the scheme apples to a small area relate to the total agrcultural area, so that prce effects are zero. It also assumes that the benefts from contractng wth one farm do not depend on any other farms jonng the scheme; ths enables us to use a lnear benefts of abatement functon. If the regulator has perfect nformaton about the farmer s complance cost functon and the farmer s actons ex post, the objecte functon ( s maxmzed subject to the nddual ratonalty (IR constrants, b - c (x 0 =, (3 and non-negatty constrants, x 0 and b 0. The nternal soluton s gen by, ( = (4 + e where s the optmal nput quota for the th farmer when the regulator has perfect nformaton ˆ * and the correspondng transfer payment s b = c ( = π π (. Together, the contracts (, bˆ represent the frst-best soluton to the problem facng the regulator. Equaton (4 ndcates that these contracts ensure that the margnal cost of complance s equal to the margnal beneft of abatement to socety. These contracts, arred at usng the nput quota/transfer payment

6 6 approach, are effectely dentcal to perfect nformaton contracts obtaned by Whte (00, equaton (7 usng the nput charge/transfer payment contract approach: t = (5 + e where t s the nput charge, snce socal welfare s maxmzed when t = - c (x.. Hdden nformaton wth frst-best contracts If the regulator offers the frst-best contracts (, bˆ but cannot obsere farmer type, there s an ncente for the less effcent farmer, type, to be declare that he or she s a more effcent farmer, snce obtanng contract ( ˆx, ˆb by ths decepton earns rent: ˆb c ( ˆx > 0 snce IR s bndng and therefore c ( ˆx < c ( ˆx = ˆb Note, howeer, that a smlar ncente to be economcal wth the truth does not exst for the more effcent farmer, who would be worse of f he or she obtaned contract ( ˆx, ˆb : ˆb c ( ˆx < 0 snce IR s bndng and therefore ˆb = c ( ˆx < c ( ˆx Thus, offerng the frst-best menu of contracts when there s hdden nformaton s costly to the regulator snce total transfer payments ncrease whle oerall abatement decreases. The regulator may reduce the cost of the scheme by only offerng contract ( ˆx, ˆb. Howeer, ths wll only attract the less effcent farmers and abatement wll be lower than desred..3 Hdden nformaton: second-best contracts The Moxey et al., 999, model was based on the assumpton that, although the regulator s unable to obsere whether nddual farmers are more or less effcent, t does hae subjecte pror probabltes, γ, for the two types as well as beng able to obsere farmer's actons ex post. The regulator s am s therefore to maxmze expected socal welfare,

7 7 * z = γ [ ( x x + ( b c ( x ( + e b ] (6 = subject to the nddual ratonalty constrants (3 and hdden nformaton ncente compatblty (HIIC constrants, b - c (x b j - c (x j, j =,; j. (7 whch ensure that there s no ncente for ether producer to choose the wrong contract. Moxey et al. show that IR and HIIC are bndng, and that the second-best contracts, (, bˆ, are gen by: c ( = (8 + e γ e = + e γ ( + e [ ( ( ] > + e ( (9 bˆ c ( = bˆ c ( ˆ (0 x b ˆ c ( 0 ( = From equaton (8 t can be seen that the nput quota offered to the less effcent farmer s the same as under perfect nformaton,.e. ˆx = ˆx. Howeer, equaton (9 shows that, snce c (x>c (x by defnton, the quota offered to the more effcent farmer s hgher than n the frst-best soluton;.e. abatement s reduced, ˆx > ˆx. Furthermore, although equaton ( shows that the transfer payment offered the more effcent farmer equals hs or her cost of complance, equaton (0 shows that the less effcent retans some rent.

8 8 The correspondng hdden nformaton contracts obtaned by Whte, 00, equatons (0 and ( usng the nput charge/transfer payment contract approach are defned by the followng: t = ( + λ t = γ e x + + λ γ ( + e ( t x ( t x ( t ( Whte does not pont ths out, but, as n the perfect nformaton case, these second-best contracts under hdden nformaton - usng the nput quota/transfer payment approach and nput quota/transfer payment approaches respectely - are effectely dentcal. For the less effcent farmer, ths s obous from equatons (8 and (. It s less obous, from comparson of equatons (9 and (, for the more effcent farmer, but neertheless true, snce t s smple to show that as c (t j = x (t j, x ( t x( t ( x ( x = (3 ' x ( t Thus, when hdden nformaton alone s consdered, the nput abatement leels, compensaton payments, socal welfare and nformatonal effcency losses are exactly the same whether agrenronmental contracts are desgned usng an nput charge or nput quota approach..4 Hdden acton If the regulator obseres the farm type but not the farm s nput use wthout montorng, there s an ncente for both types of farmers to accept the approprate contract, but exceed the nput quota stpulated n the contract (or mpled by the nput charge, whlst clamng the full transfer payment. Ozanne et al., 00, and Whte, 00, both show montorng can reduce ths hdden acton problem, but that, because there s a trade-off between nput abatement and the montorng

9 9 costs borne by the taxpayer, nput abatement s lower than under perfect nformaton. Howeer, there are dfferences n how they model the stuaton. Both assume that the regulator montors nput use and fnes any farmer found not be complyng wth the terms of the agreed contract. Montorng s assumed to be perfectly accurate n the sense that when a farm s montored the regulator obseres the nput leel wthout error. The fne leel s exogenous, but the regulator can determne the probablty of detecton by aryng the frequency of montorng. Howeer, Whte assumes farmers caught cheatng face a arable fne, whch s proportonal to the quantty of nput they apply n excess of the reported amount, whereas Ozanne et al. assume a fxed fne. In addton, Ozanne et al. assume the compensaton payment s confscated, whle Whte does not. Here, a mxture of the aboe approaches s followed. The nput quota/transfer payment approach s used, as n Moxey et al. and Ozanne et al. Howeer, transfer payments are not confscated and fnes are not fxed; rather, as n Whte s model, t s assumed, that the penalty for non-complance s a fne of η per unt of nput n excess of the agreed quota, where η s the same for both types of farmer. The regulator offers farmers a menu of contracts, comprsng of nput quotas, transfer payments and montorng regmes. The probablty of detectng non-complance for the th farmer, correspondng to the respecte montorng frequency, s set at p. In addton, for smplcty, montorng costs are assumed to be lnear, mp, where the parameter m representng the cost of montorng a farm wth certanty, p=, s the same for both farm types. Thus, the regulator s objecte functon s: 3 z = ( x * - x + (b - c (x - (+ e(b + mp =, (4 It s a standard result that regulators prefer hgh penaltes as ths reduces the frequency of montorng and thus montorng costs. Howeer, penaltes for non-complance hae tended to be low and the legslaton establshng agr-enronmental schemes has not allowed regulators to set ther own penaltes (Natonal Audt Offce, Whte s orgnal specfcaton does not allow for the net socal cost of montorng to the taxpayer by multplyng the fnal term n the socal welfare functon, mp, by (+e. Here we follow Ozanne et al., who do.

10 0 Whte demonstrates that, to ensure ncente compatblty, montorng must be set such that t = p η, that s the nput charge s equal to the expected fne per unt of nput, and replaces the last term n the objecte functon wth mt /η. For, f t > p η rsk neutral producers would hae an ncente to under report nput use. On the other hand, f t < p η montorng costs would be excesse, snce settng p such that t = p η s suffcent to ensure complance. Usng the nput quota/transfer payment approach, ths s equalent to ntroducng the explct hdden acton ncente compatblty (HAIC constrants, p η c (x (5 nto the model. These HAIC constrants state that, to deter cheatng, the expected fnes per unt of abatement must be at least as great as the margnal profts foregone (recallng equaton ( for the respecte farm types. They follow drectly from Whte s characterzaton of the montorng regme, snce t = - c (x. They may also be dered by notng that, n order to deter cheatng, the certan return from complance must not be less than the expected return from noncomplance: bˆ c ( ( p ( bˆ c ( x + p ( bˆ c ( x η( x bˆ c ( x p η( x p c ( x c ( η for all x x In the lmt. ( x the fracton n the last equaton becomes the margnal cost of complance, The hdden acton model can now be soled by maxmzng socal welfare (4 subject to the IR constrants (3, the HAIC constrants (5, the non-negatty constrants, x 0 and b 0, and the probablty of detecton constrants, 0 p. The nternal soluton for the

11 regulator, yeldng the optmal nput quotas, transfer payments and detecton probabltes respectely for the two types of farmer, s gen by the followng: m ( = + ( > + e η + e (6 b ˆ = c ( (7 pˆ ( ˆ x = (8 η Equaton (6 confrms that, snce c (x >0 by defnton, the quota offered to the more effcent farmer s hgher than n the frst-best soluton;.e. abatement s reduced, >, for both types of farmer. Once agan, takng account of mnor notatonal adjustments and the fact that here we hae allowed for the socal cost of montorng to the taxpayer, t can be seen that the aboe s dentcal to the soluton obtaned by Whte, 00, usng the nput charge/transfer payment approach, t = m + ' + e η x ( t dt d ( x snce socal welfare s maxmzed when t = - c (x and = = = ( x. x ( t dx dx The model presented aboe adopts the arable fne approach of Whte, 00, rather than the fxed fne approach of Ozanne et al., 00. For the sake of completeness, t can be readly shown that the aboe soluton s dentcal to that obtaned by Ozanne et al.. For, f nstead of specfyng a fne per unt nput, η, the regulator mposes fxed fnes, F, where, F ( ˆ x = η ( equaton (6 can be rewrtten as,

12 ( = ( + e ( + m F whch s the Ozanne et al. soluton for rsk neutral farmers and lnear montorng cost and enronmental beneft functons. It wll be noted that ths requres dfferng fnes for the two types of farmer, F F, whereas the arable fne approach assumes the two types of farmer face the same fne per unt of nput n excess of the quota, η, f they are found n breach of contract..5 Hdden nformaton and hdden acton If the regulator obseres nether the farm type nor ther actons there s potental for a combnaton of both hdden nformaton (aderse selecton and hdden acton (moral hazard problems to occur. Amalgamatng the models presented n sectons.3 and.4, the regulator's problem s then to maxmze the expected socal welfare functon: = = * z γ [ ( x x + ( b c ( x ( + e( b + mp ] (9 subject to the IR constrants (3, HIIC constrants (7, HAIC constrants (5, non-negatty, x 0 and b 0, and probablty of detecton (or montorng frequency constrants, 0 p. Assumng a separatng soluton holds, so that IR and HIIC and both the HAIC constrants are bndng, the second-best contracts, (, bˆ, pˆ, are gen by: m = + ( > + e η + e ( (0 m γ e = + ( + e η γ ( + e [ ( ( ] > + e ( ( bˆ c ( = bˆ c ( ˆ ( x

13 3 b ˆ c ( 0 (3 = pˆ ( ˆ x = =, (4 η Once adjustments hae been made for mnor changes n notaton and treatment of the socal cost of montorng, t can be seen that the aboe s dentcal to Whte s separatng soluton obtaned usng the nput charge/transfer payment approach, t = m + + e η x ( t t = + + e η m x t ( γ e ( x ( t x ( t + γ ( + e x ( t snce socal welfare s maxmzed when t = - c (x and, as shown n sectons.3 and.4, x ( t = ( ˆ x and ( x ( x x ( t x( t = x ( t 3. Concluson Usng prncpal-agent theory, agr-enronmental polcy has been modeled as a socal welfare maxmzaton problem that recognzes the constrants facng polcy-makers due to nformaton asymmetry and the socal costs of montorng contracts wth farmers. Preous work by Moxey et al. (999, Ozanne et al. (00 and Whte (00 has been combned to prode a model of both hdden acton and hdden nformaton n agr-enronmental schemes. The model utlzes the nput quota/transfer payment approach of Moxey et al. (999 and Ozanne et al. (00, rather than the nput charge/transfer payment approach of Whte (00, but the arable fne of the latter rather than the fxed fne assumed by Ozanne et al. It has been shown that, contrary to Whte (00, the nput quota and nput charges approaches lead to dentcal

14 4 outcomes n terms of optmal abatement leels, compensaton payments, montorng costs, detecton probabltes and socal welfare. It s ntended that further work wll extend the model to allow for farmer rsk aerson, as n Ozanne et al. (00, and use numercal smulatons - based on plausble representatons of producton technology, farmer s rsk preferences and montorng costs - to analyze the relate mportance of hdden nformaton and hdden acton n the desgn of agr-enronmental contracts. Other possble areas nclude the effects of ncome uncertanty (as n Fraser, 00 and repeated contracts (as n Hogan, 00, and extendng the two-producer type model to a contnuum of producer types (as n Whte and Ozanne, 997. References Hogan, T. (00. Asymmetrc nformaton and agr-enronmental polcy. Unpublshed Ph.D. thess, Unersty of Manchester. Fraser, R. (00. Moral hazard and rsk management n agr-enronmental polcy. Journal of Agrcultural Economcs 53: Moxey, A., Whte, B. and Ozanne, A. (999. Effcent Contract Desgn for Agrenronmental Polcy. Journal of Agrcultural Economcs 50:87-0. Ozanne, A., Hogan, T. and Colman, D. (00. Moral hazard, rsk aerson and complance montorng n agr-enronmental polcy. European Reew of Agrcultural Economcs 8: Natonal Audt Offce (997. Report by the Comptroller and Audtor General: Protectng Enronmentally Senste Areas. London: HMSO. Whte, B. (00. Desgnng oluntary agr-enronmental polcy wth hdden and hdden acton: a note. Journal of Agrcultural Economcs 53: Whte, B. and Ozanne, A. (997. Asymmetrc nformaton and agr-enronmental polcy. Dscusson paper presented at the annual conference of the Agrcultural Economcs Socety, -3 March, Ednburgh Unersty.

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME Vesna Radonć Đogatovć, Valentna Radočć Unversty of Belgrade Faculty of Transport and Traffc Engneerng Belgrade, Serba

More information

Taxation and Externalities. - Much recent discussion of policy towards externalities, e.g., global warming debate/kyoto

Taxation and Externalities. - Much recent discussion of policy towards externalities, e.g., global warming debate/kyoto Taxaton and Externaltes - Much recent dscusson of polcy towards externaltes, e.g., global warmng debate/kyoto - Increasng share of tax revenue from envronmental taxaton 6 percent n OECD - Envronmental

More information

Wages as Anti-Corruption Strategy: A Note

Wages as Anti-Corruption Strategy: A Note DISCUSSION PAPER November 200 No. 46 Wages as Ant-Corrupton Strategy: A Note by dek SAO Faculty of Economcs, Kyushu-Sangyo Unversty Wages as ant-corrupton strategy: A Note dek Sato Kyushu-Sangyo Unversty

More information

General Examination in Microeconomic Theory. Fall You have FOUR hours. 2. Answer all questions

General Examination in Microeconomic Theory. Fall You have FOUR hours. 2. Answer all questions HARVARD UNIVERSITY DEPARTMENT OF ECONOMICS General Examnaton n Mcroeconomc Theory Fall 2010 1. You have FOUR hours. 2. Answer all questons PLEASE USE A SEPARATE BLUE BOOK FOR EACH QUESTION AND WRITE THE

More information

Price and Quantity Competition Revisited. Abstract

Price and Quantity Competition Revisited. Abstract rce and uantty Competton Revsted X. Henry Wang Unversty of Mssour - Columba Abstract By enlargng the parameter space orgnally consdered by Sngh and Vves (984 to allow for a wder range of cost asymmetry,

More information

Economics 1410 Fall Section 7 Notes 1. Define the tax in a flexible way using T (z), where z is the income reported by the agent.

Economics 1410 Fall Section 7 Notes 1. Define the tax in a flexible way using T (z), where z is the income reported by the agent. Economcs 1410 Fall 2017 Harvard Unversty Yaan Al-Karableh Secton 7 Notes 1 I. The ncome taxaton problem Defne the tax n a flexble way usng T (), where s the ncome reported by the agent. Retenton functon:

More information

Quiz on Deterministic part of course October 22, 2002

Quiz on Deterministic part of course October 22, 2002 Engneerng ystems Analyss for Desgn Quz on Determnstc part of course October 22, 2002 Ths s a closed book exercse. You may use calculators Grade Tables There are 90 ponts possble for the regular test, or

More information

Ch Rival Pure private goods (most retail goods) Non-Rival Impure public goods (internet service)

Ch Rival Pure private goods (most retail goods) Non-Rival Impure public goods (internet service) h 7 1 Publc Goods o Rval goods: a good s rval f ts consumpton by one person precludes ts consumpton by another o Excludable goods: a good s excludable f you can reasonably prevent a person from consumng

More information

Applications of Myerson s Lemma

Applications of Myerson s Lemma Applcatons of Myerson s Lemma Professor Greenwald 28-2-7 We apply Myerson s lemma to solve the sngle-good aucton, and the generalzaton n whch there are k dentcal copes of the good. Our objectve s welfare

More information

A Utilitarian Approach of the Rawls s Difference Principle

A Utilitarian Approach of the Rawls s Difference Principle 1 A Utltaran Approach of the Rawls s Dfference Prncple Hyeok Yong Kwon a,1, Hang Keun Ryu b,2 a Department of Poltcal Scence, Korea Unversty, Seoul, Korea, 136-701 b Department of Economcs, Chung Ang Unversty,

More information

Tests for Two Correlations

Tests for Two Correlations PASS Sample Sze Software Chapter 805 Tests for Two Correlatons Introducton The correlaton coeffcent (or correlaton), ρ, s a popular parameter for descrbng the strength of the assocaton between two varables.

More information

Domestic Savings and International Capital Flows

Domestic Savings and International Capital Flows Domestc Savngs and Internatonal Captal Flows Martn Feldsten and Charles Horoka The Economc Journal, June 1980 Presented by Mchael Mbate and Chrstoph Schnke Introducton The 2 Vews of Internatonal Captal

More information

Tests for Two Ordered Categorical Variables

Tests for Two Ordered Categorical Variables Chapter 253 Tests for Two Ordered Categorcal Varables Introducton Ths module computes power and sample sze for tests of ordered categorcal data such as Lkert scale data. Assumng proportonal odds, such

More information

- contrast so-called first-best outcome of Lindahl equilibrium with case of private provision through voluntary contributions of households

- contrast so-called first-best outcome of Lindahl equilibrium with case of private provision through voluntary contributions of households Prvate Provson - contrast so-called frst-best outcome of Lndahl equlbrum wth case of prvate provson through voluntary contrbutons of households - need to make an assumpton about how each household expects

More information

INTRODUCTION TO MACROECONOMICS FOR THE SHORT RUN (CHAPTER 1) WHY STUDY BUSINESS CYCLES? The intellectual challenge: Why is economic growth irregular?

INTRODUCTION TO MACROECONOMICS FOR THE SHORT RUN (CHAPTER 1) WHY STUDY BUSINESS CYCLES? The intellectual challenge: Why is economic growth irregular? INTRODUCTION TO MACROECONOMICS FOR THE SHORT RUN (CHATER 1) WHY STUDY BUSINESS CYCLES? The ntellectual challenge: Why s economc groth rregular? The socal challenge: Recessons and depressons cause elfare

More information

EFFECTIVENESS OF CROSS-COMPLIANCE UNDER ASYMMETRIC INFORMATION AND DIFFERENTIATED COMPLIANCE CONSTRAINTS

EFFECTIVENESS OF CROSS-COMPLIANCE UNDER ASYMMETRIC INFORMATION AND DIFFERENTIATED COMPLIANCE CONSTRAINTS FFCTIVNSS OF CROSS-COMPLIANC UNDR ASYMMTRIC INFORMATION AND DIFFRNTIATD COMPLIANC CONSTRAINTS Ragg M., Bartoln F. 2, Galleran V. 2 and Vagg D. 2 Department of Statstcs, Unversty of Bologna, Bologna, Italy

More information

Problem Set #4 Solutions

Problem Set #4 Solutions 4.0 Sprng 00 Page Problem Set #4 Solutons Problem : a) The extensve form of the game s as follows: (,) Inc. (-,-) Entrant (0,0) Inc (5,0) Usng backwards nducton, the ncumbent wll always set hgh prces,

More information

Equilibrium in Prediction Markets with Buyers and Sellers

Equilibrium in Prediction Markets with Buyers and Sellers Equlbrum n Predcton Markets wth Buyers and Sellers Shpra Agrawal Nmrod Megddo Benamn Armbruster Abstract Predcton markets wth buyers and sellers of contracts on multple outcomes are shown to have unque

More information

Measuring the Cost-effectiveness of Conservation Auctions Relative to Alternate Policy Mechanisms

Measuring the Cost-effectiveness of Conservation Auctions Relative to Alternate Policy Mechanisms Measurng the Cost-effectveness of Conservaton Auctons Relatve to Alternate Polcy Mechansms Ben Whte and Mchael Burton School of Agrcultural and Resource Economcs, The Unversty of Western Australa 35 Strlng

More information

A Numerical Approach to the Contract Theory: the Case of Adverse Selection

A Numerical Approach to the Contract Theory: the Case of Adverse Selection GRIPS Dscusson Paper 11-27 A Numercal Approach to the Contract Theory: the Case of Adverse Selecton Hdeo Hashmoto Kojun Hamada Nobuhro Hosoe March 2012 Natonal Graduate Insttute for Polcy Studes 7-22-1

More information

Privatization and government preference in an international Cournot triopoly

Privatization and government preference in an international Cournot triopoly Fernanda A Ferrera Flávo Ferrera Prvatzaton and government preference n an nternatonal Cournot tropoly FERNANDA A FERREIRA and FLÁVIO FERREIRA Appled Management Research Unt (UNIAG School of Hosptalty

More information

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost Tamkang Journal of Scence and Engneerng, Vol. 9, No 1, pp. 19 23 (2006) 19 Economc Desgn of Short-Run CSP-1 Plan Under Lnear Inspecton Cost Chung-Ho Chen 1 * and Chao-Yu Chou 2 1 Department of Industral

More information

UNIVERSITY OF NOTTINGHAM

UNIVERSITY OF NOTTINGHAM UNIVERSITY OF NOTTINGHAM SCHOOL OF ECONOMICS DISCUSSION PAPER 99/28 Welfare Analyss n a Cournot Game wth a Publc Good by Indraneel Dasgupta School of Economcs, Unversty of Nottngham, Nottngham NG7 2RD,

More information

EDC Introduction

EDC Introduction .0 Introducton EDC3 In the last set of notes (EDC), we saw how to use penalty factors n solvng the EDC problem wth losses. In ths set of notes, we want to address two closely related ssues. What are, exactly,

More information

c slope = -(1+i)/(1+π 2 ) MRS (between consumption in consecutive time periods) price ratio (across consecutive time periods)

c slope = -(1+i)/(1+π 2 ) MRS (between consumption in consecutive time periods) price ratio (across consecutive time periods) CONSUMPTION-SAVINGS FRAMEWORK (CONTINUED) SEPTEMBER 24, 2013 The Graphcs of the Consumpton-Savngs Model CONSUMER OPTIMIZATION Consumer s decson problem: maxmze lfetme utlty subject to lfetme budget constrant

More information

Elements of Economic Analysis II Lecture VI: Industry Supply

Elements of Economic Analysis II Lecture VI: Industry Supply Elements of Economc Analyss II Lecture VI: Industry Supply Ka Hao Yang 10/12/2017 In the prevous lecture, we analyzed the frm s supply decson usng a set of smple graphcal analyses. In fact, the dscusson

More information

2. Equlibrium and Efficiency

2. Equlibrium and Efficiency . Equlbrum and Effcency . Introducton competton and effcency Smt s nvsble and model of compettve economy combne ndependent decson-makng of consumers and frms nto a complete model of te economy exstence

More information

Finance 402: Problem Set 1 Solutions

Finance 402: Problem Set 1 Solutions Fnance 402: Problem Set 1 Solutons Note: Where approprate, the fnal answer for each problem s gven n bold talcs for those not nterested n the dscusson of the soluton. 1. The annual coupon rate s 6%. A

More information

Optimal Service-Based Procurement with Heterogeneous Suppliers

Optimal Service-Based Procurement with Heterogeneous Suppliers Optmal Servce-Based Procurement wth Heterogeneous Supplers Ehsan Elah 1 Saf Benjaafar 2 Karen L. Donohue 3 1 College of Management, Unversty of Massachusetts, Boston, MA 02125 2 Industral & Systems Engneerng,

More information

Least Cost Strategies for Complying with New NOx Emissions Limits

Least Cost Strategies for Complying with New NOx Emissions Limits Least Cost Strateges for Complyng wth New NOx Emssons Lmts Internatonal Assocaton for Energy Economcs New England Chapter Presented by Assef A. Zoban Tabors Caramans & Assocates Cambrdge, MA 02138 January

More information

Microeconomics: BSc Year One Extending Choice Theory

Microeconomics: BSc Year One Extending Choice Theory mcroeconomcs notes from http://www.economc-truth.co.uk by Tm Mller Mcroeconomcs: BSc Year One Extendng Choce Theory Consumers, obvously, mostly have a choce of more than two goods; and to fnd the favourable

More information

SIMPLE FIXED-POINT ITERATION

SIMPLE FIXED-POINT ITERATION SIMPLE FIXED-POINT ITERATION The fed-pont teraton method s an open root fndng method. The method starts wth the equaton f ( The equaton s then rearranged so that one s one the left hand sde of the equaton

More information

Lecture 7. We now use Brouwer s fixed point theorem to prove Nash s theorem.

Lecture 7. We now use Brouwer s fixed point theorem to prove Nash s theorem. Topcs on the Border of Economcs and Computaton December 11, 2005 Lecturer: Noam Nsan Lecture 7 Scrbe: Yoram Bachrach 1 Nash s Theorem We begn by provng Nash s Theorem about the exstance of a mxed strategy

More information

OPERATIONS RESEARCH. Game Theory

OPERATIONS RESEARCH. Game Theory OPERATIONS RESEARCH Chapter 2 Game Theory Prof. Bbhas C. Gr Department of Mathematcs Jadavpur Unversty Kolkata, Inda Emal: bcgr.umath@gmal.com 1.0 Introducton Game theory was developed for decson makng

More information

COS 511: Theoretical Machine Learning. Lecturer: Rob Schapire Lecture #21 Scribe: Lawrence Diao April 23, 2013

COS 511: Theoretical Machine Learning. Lecturer: Rob Schapire Lecture #21 Scribe: Lawrence Diao April 23, 2013 COS 511: Theoretcal Machne Learnng Lecturer: Rob Schapre Lecture #21 Scrbe: Lawrence Dao Aprl 23, 2013 1 On-Lne Log Loss To recap the end of the last lecture, we have the followng on-lne problem wth N

More information

Consumption Based Asset Pricing

Consumption Based Asset Pricing Consumpton Based Asset Prcng Mchael Bar Aprl 25, 208 Contents Introducton 2 Model 2. Prcng rsk-free asset............................... 3 2.2 Prcng rsky assets................................ 4 2.3 Bubbles......................................

More information

The Optimal Pricing of Pollution When Enforcement is Costly

The Optimal Pricing of Pollution When Enforcement is Costly Unpolshed revson, October 2007 The Optmal Prcng of Polluton When Enforcement s Costly JOHN K. STRANLUND Department of Resource Economcs Unversty of Massachusetts-Amherst CARLOS A. CHÁVEZ Departamento de

More information

On Robust Small Area Estimation Using a Simple. Random Effects Model

On Robust Small Area Estimation Using a Simple. Random Effects Model On Robust Small Area Estmaton Usng a Smple Random Effects Model N. G. N. PRASAD and J. N. K. RAO 1 ABSTRACT Robust small area estmaton s studed under a smple random effects model consstng of a basc (or

More information

THE ECONOMICS OF TAXATION

THE ECONOMICS OF TAXATION THE ECONOMICS OF TAXATION Statc Ramsey Tax School of Economcs, Xamen Unversty Fall 2015 Overvew of Optmal Taxaton Combne lessons on ncdence and effcency costs to analyze optmal desgn of commodty taxes.

More information

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu Rasng Food Prces and Welfare Change: A Smple Calbraton Xaohua Yu Professor of Agrcultural Economcs Courant Research Centre Poverty, Equty and Growth Unversty of Göttngen CRC-PEG, Wlhelm-weber-Str. 2 3773

More information

Mechanisms for Efficient Allocation in Divisible Capacity Networks

Mechanisms for Efficient Allocation in Divisible Capacity Networks Mechansms for Effcent Allocaton n Dvsble Capacty Networks Antons Dmaks, Rahul Jan and Jean Walrand EECS Department Unversty of Calforna, Berkeley {dmaks,ran,wlr}@eecs.berkeley.edu Abstract We propose a

More information

Second-Degree Price Discrimination on Two-Sided Markets

Second-Degree Price Discrimination on Two-Sided Markets MPRA Munch Personal RePEc Archve Second-Degree Prce Dscrmnaton on Two-Sded Markets Enrco Böhme 30. August 0 Onlne at http://mpra.ub.un-muenchen.de/4095/ MPRA Paper No. 4095, posted 30. August 0 09:0 UTC

More information

Allowing Firms to Choose Between Formula Apportionment. and Separate Accounting Taxation 1. Thomas A. Gresik. University of Notre Dame.

Allowing Firms to Choose Between Formula Apportionment. and Separate Accounting Taxation 1. Thomas A. Gresik. University of Notre Dame. Allowng Frms to Choose Between Formula Apportonment and Separate Accountng Taxaton Thomas A. Gresk Unversty of Notre Dame August 03 Please do not cte wthout permsson Abstract: Ths paper analyzes the effect

More information

Problems to be discussed at the 5 th seminar Suggested solutions

Problems to be discussed at the 5 th seminar Suggested solutions ECON4260 Behavoral Economcs Problems to be dscussed at the 5 th semnar Suggested solutons Problem 1 a) Consder an ultmatum game n whch the proposer gets, ntally, 100 NOK. Assume that both the proposer

More information

CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS

CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS QUESTIONS 9.1. (a) In a log-log model the dependent and all explanatory varables are n the logarthmc form. (b) In the log-ln model the dependent varable

More information

Lecture 8. v i p i if i = ī, p i otherwise.

Lecture 8. v i p i if i = ī, p i otherwise. CS-621 Theory Gems October 11, 2012 Lecture 8 Lecturer: Aleksander Mądry Scrbes: Alna Dudeanu, Andre Gurgu 1 Mechansm Desgn So far, we were focusng on statc analyss of games. That s, we consdered scenaros

More information

A Theory of Predation Based on Agency Problems in Financial Contracting

A Theory of Predation Based on Agency Problems in Financial Contracting A Theory of Predaton Based on Agency Problems n Fnancal Contractng Patrck Bolton, Davd S. Scharfsten The Amercan Economc evew, Volume 80, Issue Mar., 990, 93-06. Presented by Tatana Levna The Borrower-Lender

More information

An Application of Alternative Weighting Matrix Collapsing Approaches for Improving Sample Estimates

An Application of Alternative Weighting Matrix Collapsing Approaches for Improving Sample Estimates Secton on Survey Research Methods An Applcaton of Alternatve Weghtng Matrx Collapsng Approaches for Improvng Sample Estmates Lnda Tompkns 1, Jay J. Km 2 1 Centers for Dsease Control and Preventon, atonal

More information

Tradable Emissions Permits in the Presence of Trade Distortions

Tradable Emissions Permits in the Presence of Trade Distortions 85 Tradable Emssons Permts n the Presence of Trade Dstortons Shnya Kawahara Abstract Ths paper nvestgates how trade lberalzaton affects domestc emssons tradng scheme n a poltcal economy framework. Developng

More information

references Chapters on game theory in Mas-Colell, Whinston and Green

references Chapters on game theory in Mas-Colell, Whinston and Green Syllabus. Prelmnares. Role of game theory n economcs. Normal and extensve form of a game. Game-tree. Informaton partton. Perfect recall. Perfect and mperfect nformaton. Strategy.. Statc games of complete

More information

Pricing Policies under Different Objectives: Implications for the Pricing Behaviour of AWB Ltd.

Pricing Policies under Different Objectives: Implications for the Pricing Behaviour of AWB Ltd. AARES Conference Paper hursday, 14 th February 00 Prcng Polces under Dfferent Objectves: Implcatons for the Prcng Behavour of AWB Ltd. by Alexandra Lobb & Rob Fraser Key Words: change of objectves; prvatzaton;

More information

Chapter 5 Bonds, Bond Prices and the Determination of Interest Rates

Chapter 5 Bonds, Bond Prices and the Determination of Interest Rates Chapter 5 Bonds, Bond Prces and the Determnaton of Interest Rates Problems and Solutons 1. Consder a U.S. Treasury Bll wth 270 days to maturty. If the annual yeld s 3.8 percent, what s the prce? $100 P

More information

Clearing Notice SIX x-clear Ltd

Clearing Notice SIX x-clear Ltd Clearng Notce SIX x-clear Ltd 1.0 Overvew Changes to margn and default fund model arrangements SIX x-clear ( x-clear ) s closely montorng the CCP envronment n Europe as well as the needs of ts Members.

More information

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8 Department of Economcs Prof. Gustavo Indart Unversty of Toronto November 9, 2006 SOLUTION ECO 209Y MACROECONOMIC THEORY Term Test #1 A LAST NAME FIRST NAME STUDENT NUMBER Crcle your secton of the course:

More information

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8 Department of Economcs Prof. Gustavo Indart Unversty of Toronto November 9, 2006 SOLUTION ECO 209Y MACROECONOMIC THEORY Term Test #1 C LAST NAME FIRST NAME STUDENT NUMBER Crcle your secton of the course:

More information

MEMORANDUM. Department of Economics University of Oslo. Cathrine Hagem

MEMORANDUM. Department of Economics University of Oslo. Cathrine Hagem MEMORANDUM No 19/26 Clean development mechansm (CDM) vs. nternatonal permt tradng the mpact on technologcal change. Cathrne Hagem ISSN: 89-8786 Department of Economcs Unversty of Oslo Ths seres s publshed

More information

Intensive vs Extensive Margin Tradeo s in a Simple Monetary Search Model

Intensive vs Extensive Margin Tradeo s in a Simple Monetary Search Model Intensve vs Extensve Margn Tradeo s n a Smple Monetary Search Model Sébasten Lotz y Unversty of Pars 2 Andre Shevchenko z Mchgan State Unversty Aprl 2006 hrstopher Waller x Unversty of Notre Dame Abstract

More information

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes Chapter 0 Makng Choces: The Method, MARR, and Multple Attrbutes INEN 303 Sergy Butenko Industral & Systems Engneerng Texas A&M Unversty Comparng Mutually Exclusve Alternatves by Dfferent Evaluaton Methods

More information

FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS. Richard M. Levich. New York University Stern School of Business. Revised, February 1999

FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS. Richard M. Levich. New York University Stern School of Business. Revised, February 1999 FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS by Rchard M. Levch New York Unversty Stern School of Busness Revsed, February 1999 1 SETTING UP THE PROBLEM The bond s beng sold to Swss nvestors for a prce

More information

Uniform Output Subsidies in Economic Unions versus Profit-shifting Export Subsidies

Uniform Output Subsidies in Economic Unions versus Profit-shifting Export Subsidies nform Output Subsdes n Economc nons versus Proft-shftng Export Subsdes Bernardo Moreno nversty of Málaga and José L. Torres nversty of Málaga Abstract Ths paper focuses on the effect of output subsdes

More information

A Laboratory Investigation of Compliance Behavior under Tradable Emissions Rights: Implications for Targeted Enforcement

A Laboratory Investigation of Compliance Behavior under Tradable Emissions Rights: Implications for Targeted Enforcement Unversty of Massachusetts Amherst Department of Resource Economcs Workng Paper No. 2005-1 http://www.umass.edu/resec/workngpapers A Laboratory Investgaton of Complance Behavor under Tradable Emssons Rghts:

More information

Scribe: Chris Berlind Date: Feb 1, 2010

Scribe: Chris Berlind Date: Feb 1, 2010 CS/CNS/EE 253: Advanced Topcs n Machne Learnng Topc: Dealng wth Partal Feedback #2 Lecturer: Danel Golovn Scrbe: Chrs Berlnd Date: Feb 1, 2010 8.1 Revew In the prevous lecture we began lookng at algorthms

More information

Can Contracts Replace Qualification in a Sourcing Process With Competitive Suppliers and Imperfect Information?

Can Contracts Replace Qualification in a Sourcing Process With Competitive Suppliers and Imperfect Information? Unversty of Nebraska - Lncoln DgtalCommons@Unversty of Nebraska - Lncoln Supply Chan Management and Analytcs Publcatons Busness, College of 2016 Can Contracts Replace Qualfcaton n a Sourcng Process Wth

More information

Volume 30, Issue 1. Partial privatization in price-setting mixed duopoly. Kazuhiro Ohnishi Institute for Basic Economic Science, Japan

Volume 30, Issue 1. Partial privatization in price-setting mixed duopoly. Kazuhiro Ohnishi Institute for Basic Economic Science, Japan Volume 3, Issue 1 Partal prvatzaton n prce-settng mxed duopoly Kazuhro Ohnsh Insttute for Basc Economc Scence, Japan Abstract Ths paper nvestgates a prce-settng mxed model nvolvng a prvate frm and a publc

More information

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019 5-45/65: Desgn & Analyss of Algorthms January, 09 Lecture #3: Amortzed Analyss last changed: January 8, 09 Introducton In ths lecture we dscuss a useful form of analyss, called amortzed analyss, for problems

More information

Cyclic Scheduling in a Job shop with Multiple Assembly Firms

Cyclic Scheduling in a Job shop with Multiple Assembly Firms Proceedngs of the 0 Internatonal Conference on Industral Engneerng and Operatons Management Kuala Lumpur, Malaysa, January 4, 0 Cyclc Schedulng n a Job shop wth Multple Assembly Frms Tetsuya Kana and Koch

More information

Solution of periodic review inventory model with general constrains

Solution of periodic review inventory model with general constrains Soluton of perodc revew nventory model wth general constrans Soluton of perodc revew nventory model wth general constrans Prof Dr J Benkő SZIU Gödöllő Summary Reasons for presence of nventory (stock of

More information

CS 286r: Matching and Market Design Lecture 2 Combinatorial Markets, Walrasian Equilibrium, Tâtonnement

CS 286r: Matching and Market Design Lecture 2 Combinatorial Markets, Walrasian Equilibrium, Tâtonnement CS 286r: Matchng and Market Desgn Lecture 2 Combnatoral Markets, Walrasan Equlbrum, Tâtonnement Matchng and Money Recall: Last tme we descrbed the Hungaran Method for computng a maxmumweght bpartte matchng.

More information

2) In the medium-run/long-run, a decrease in the budget deficit will produce:

2) In the medium-run/long-run, a decrease in the budget deficit will produce: 4.02 Quz 2 Solutons Fall 2004 Multple-Choce Questons ) Consder the wage-settng and prce-settng equatons we studed n class. Suppose the markup, µ, equals 0.25, and F(u,z) = -u. What s the natural rate of

More information

THREE ESSAYS IN INDUSTRIAL ECONOMICS AND PUBLIC POLICY CHEAWANET BUNCHAI

THREE ESSAYS IN INDUSTRIAL ECONOMICS AND PUBLIC POLICY CHEAWANET BUNCHAI THREE ESSYS IN INDUSTRI ECONOMICS ND PUBIC POICY by CHEWNET BUNCHI B.E., Kng Mongkut s Insttute of Technology adkrabang, 1996 M.E., Kasetsart Unversty, 004 N BSTRCT OF DISSERTTION submtted n partal fulfllment

More information

Distribution, Distortionary Taxation, and the Evaluation of Public Goods

Distribution, Distortionary Taxation, and the Evaluation of Public Goods Dstrbuton, Dstortonary Taxaton, and the Evaluaton of Publc Goods Roberton C. Wllams III Unversty of Texas at Austn and NBER robwllams@mal.utexas.edu December 2005 Key Words: second-best, tax dstortons,

More information

COFUNDS PENSION ACCOUNT TRANSFER REQUEST FORM for existing clients

COFUNDS PENSION ACCOUNT TRANSFER REQUEST FORM for existing clients COFUNDS PENSION ACCOUNT TRANSFER REQUEST FORM for exstng clents Also avalable on the Aegon webste: Cofunds Penson Account Drawdown Transfer Request Form transfer a penson plan from whch full or partal

More information

Financial mathematics

Financial mathematics Fnancal mathematcs Jean-Luc Bouchot jean-luc.bouchot@drexel.edu February 19, 2013 Warnng Ths s a work n progress. I can not ensure t to be mstake free at the moment. It s also lackng some nformaton. But

More information

Is Social Welfare Increased By Private Firm Entry. Introduction

Is Social Welfare Increased By Private Firm Entry. Introduction Is Socal elfare Increased By Prvate Frm Entry From a coopetton vewpont Unversty of Hyogo graduate school doctoral course n economcs Takesh Yoshkawa Introducton Many studes on a mxed olgopoly manly deal

More information

ISyE 512 Chapter 9. CUSUM and EWMA Control Charts. Instructor: Prof. Kaibo Liu. Department of Industrial and Systems Engineering UW-Madison

ISyE 512 Chapter 9. CUSUM and EWMA Control Charts. Instructor: Prof. Kaibo Liu. Department of Industrial and Systems Engineering UW-Madison ISyE 512 hapter 9 USUM and EWMA ontrol harts Instructor: Prof. Kabo Lu Department of Industral and Systems Engneerng UW-Madson Emal: klu8@wsc.edu Offce: Room 317 (Mechancal Engneerng Buldng) ISyE 512 Instructor:

More information

Ambient Taxes When Polluters Have Multiple Choices 1

Ambient Taxes When Polluters Have Multiple Choices 1 Ž. JOURNAL OF ENVIRONMENTAL ECONOMICS AND MANAGEMENT 36, 186199 1998 ARTICLE NO. EE98101 Ambent Taxes When Polluters Have Multple Choces 1 Rchard D. Horan Agrcultural Economst, Resource and Enronmental

More information

ECE 586GT: Problem Set 2: Problems and Solutions Uniqueness of Nash equilibria, zero sum games, evolutionary dynamics

ECE 586GT: Problem Set 2: Problems and Solutions Uniqueness of Nash equilibria, zero sum games, evolutionary dynamics Unversty of Illnos Fall 08 ECE 586GT: Problem Set : Problems and Solutons Unqueness of Nash equlbra, zero sum games, evolutonary dynamcs Due: Tuesday, Sept. 5, at begnnng of class Readng: Course notes,

More information

Benefit-Cost Analysis

Benefit-Cost Analysis Chapter 12 Beneft-Cost Analyss Utlty Possbltes and Potental Pareto Improvement Wthout explct nstructons about how to compare one person s benefts wth the losses of another, we can not expect beneft-cost

More information

Problem Set 6 Finance 1,

Problem Set 6 Finance 1, Carnege Mellon Unversty Graduate School of Industral Admnstraton Chrs Telmer Wnter 2006 Problem Set 6 Fnance, 47-720. (representatve agent constructon) Consder the followng two-perod, two-agent economy.

More information

ISE High Income Index Methodology

ISE High Income Index Methodology ISE Hgh Income Index Methodology Index Descrpton The ISE Hgh Income Index s desgned to track the returns and ncome of the top 30 U.S lsted Closed-End Funds. Index Calculaton The ISE Hgh Income Index s

More information

COST ALLOCATION IN PUBLIC ENTERPRISES: THE CORE AND ISSUES OF CROSS-SUBSIDIZATION. Haralambos D Sourbis*

COST ALLOCATION IN PUBLIC ENTERPRISES: THE CORE AND ISSUES OF CROSS-SUBSIDIZATION. Haralambos D Sourbis* COST ALLOCATION IN PUBLIC ENTERPRISES: THE CORE AND ISSUES OF CROSS-SUBSIDIZATION By Haralambos D Sourbs* Abstract Ths paper examnes the mplcatons of core allocatons on the provson of a servce to a communty

More information

II. Random Variables. Variable Types. Variables Map Outcomes to Numbers

II. Random Variables. Variable Types. Variables Map Outcomes to Numbers II. Random Varables Random varables operate n much the same way as the outcomes or events n some arbtrary sample space the dstncton s that random varables are smply outcomes that are represented numercally.

More information

Likelihood Fits. Craig Blocker Brandeis August 23, 2004

Likelihood Fits. Craig Blocker Brandeis August 23, 2004 Lkelhood Fts Crag Blocker Brandes August 23, 2004 Outlne I. What s the queston? II. Lkelhood Bascs III. Mathematcal Propertes IV. Uncertantes on Parameters V. Mscellaneous VI. Goodness of Ft VII. Comparson

More information

Parallel Prefix addition

Parallel Prefix addition Marcelo Kryger Sudent ID 015629850 Parallel Prefx addton The parallel prefx adder presented next, performs the addton of two bnary numbers n tme of complexty O(log n) and lnear cost O(n). Lets notce the

More information

An Efficient Nash-Implementation Mechanism for Divisible Resource Allocation

An Efficient Nash-Implementation Mechanism for Divisible Resource Allocation SUBMITTED TO IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS 1 An Effcent Nash-Implementaton Mechansm for Dvsble Resource Allocaton Rahul Jan IBM T.J. Watson Research Center Hawthorne, NY 10532 rahul.jan@us.bm.com

More information

Two Period Models. 1. Static Models. Econ602. Spring Lutz Hendricks

Two Period Models. 1. Static Models. Econ602. Spring Lutz Hendricks Two Perod Models Econ602. Sprng 2005. Lutz Hendrcks The man ponts of ths secton are: Tools: settng up and solvng a general equlbrum model; Kuhn-Tucker condtons; solvng multperod problems Economc nsghts:

More information

Members not eligible for this option

Members not eligible for this option DC - Lump sum optons R6.1 Uncrystallsed funds penson lump sum An uncrystallsed funds penson lump sum, known as a UFPLS (also called a FLUMP), s a way of takng your penson pot wthout takng money from a

More information

Elton, Gruber, Brown, and Goetzmann. Modern Portfolio Theory and Investment Analysis, 7th Edition. Solutions to Text Problems: Chapter 9

Elton, Gruber, Brown, and Goetzmann. Modern Portfolio Theory and Investment Analysis, 7th Edition. Solutions to Text Problems: Chapter 9 Elton, Gruber, Brown, and Goetzmann Modern Portfolo Theory and Investment Analyss, 7th Edton Solutons to Text Problems: Chapter 9 Chapter 9: Problem In the table below, gven that the rskless rate equals

More information

A Case Study for Optimal Dynamic Simulation Allocation in Ordinal Optimization 1

A Case Study for Optimal Dynamic Simulation Allocation in Ordinal Optimization 1 A Case Study for Optmal Dynamc Smulaton Allocaton n Ordnal Optmzaton Chun-Hung Chen, Dongha He, and Mchael Fu 4 Abstract Ordnal Optmzaton has emerged as an effcent technque for smulaton and optmzaton.

More information

The Optimal Pricing of Pollution When Enforcement is Costly

The Optimal Pricing of Pollution When Enforcement is Costly Unversty of Massachusetts Amherst Department of Resource Economcs Workng Paper No. 2007-6 http://www.umass.edu/resec/workngpapers The Optmal Prcng of Polluton When Enforcement s Costly John K. Stranlund

More information

Single-Item Auctions. CS 234r: Markets for Networks and Crowds Lecture 4 Auctions, Mechanisms, and Welfare Maximization

Single-Item Auctions. CS 234r: Markets for Networks and Crowds Lecture 4 Auctions, Mechanisms, and Welfare Maximization CS 234r: Markets for Networks and Crowds Lecture 4 Auctons, Mechansms, and Welfare Maxmzaton Sngle-Item Auctons Suppose we have one or more tems to sell and a pool of potental buyers. How should we decde

More information

Market Power and Strategy

Market Power and Strategy Notes on Market Power and Strategy Aprl 03 Iñak Agurre Departamento de Fundamentos del Análss Económco I Unversdad del País Vasco Inde Chapter. Monopoly Introducton.. Proft mamzaton by a monopolstc frm...

More information

/ Computational Genomics. Normalization

/ Computational Genomics. Normalization 0-80 /02-70 Computatonal Genomcs Normalzaton Gene Expresson Analyss Model Computatonal nformaton fuson Bologcal regulatory networks Pattern Recognton Data Analyss clusterng, classfcaton normalzaton, mss.

More information

Timing: ex ante, interim, ex post. Definition. This is a draft; me with comments, typos, clarifications, etc.

Timing: ex ante, interim, ex post. Definition. This is a draft;  me with comments, typos, clarifications, etc. Ths s a draft; emal me wth comments, typos, clarfcatons, etc. Tmng: ex ante, nterm, ex post In secton, we unntentonally ran nto the concepts of ex ante, nterm, and ex post expectatons. Whle these may not

More information

Macroeconomic Theory and Policy

Macroeconomic Theory and Policy ECO 209 Macroeconomc Theory and Polcy Lecture 7: The Open Economy wth Fxed Exchange Rates Gustavo Indart Slde 1 Open Economy under Fxed Exchange Rates Let s consder an open economy wth no captal moblty

More information

Spatial Variations in Covariates on Marriage and Marital Fertility: Geographically Weighted Regression Analyses in Japan

Spatial Variations in Covariates on Marriage and Marital Fertility: Geographically Weighted Regression Analyses in Japan Spatal Varatons n Covarates on Marrage and Martal Fertlty: Geographcally Weghted Regresson Analyses n Japan Kenj Kamata (Natonal Insttute of Populaton and Socal Securty Research) Abstract (134) To understand

More information

Quiz 2 Answers PART I

Quiz 2 Answers PART I Quz 2 nswers PRT I 1) False, captal ccumulaton alone wll not sustan growth n output per worker n the long run due to dmnshng margnal returns to captal as more and more captal s added to a gven number of

More information

Special Interest Politics: Contribution Schedules versus Nash Bargaining

Special Interest Politics: Contribution Schedules versus Nash Bargaining Specal Interest Poltcs: Contrbuton Schedules versus Nash Barganng Achm Voss School of Economcs and Socal Scences, Unversty of Hamburg, Von-Melle-Park 5, 20146 Hamburg, Germany. Tel.: +49 40 42838 4529.

More information

Stochastic Resource Auctions for Renewable Energy Integration

Stochastic Resource Auctions for Renewable Energy Integration Forty-Nnth Annual Allerton Conference Allerton House, UIUC, Illnos, USA September 28-30, 2011 Stochastc Resource Auctons for Renewable Energy Integraton Wenyuan Tang Department of Electrcal Engneerng Unversty

More information

Allotment and Subcontracting in Procurement Bidding

Allotment and Subcontracting in Procurement Bidding Allotment and Subcontractng n Procurement Bddng Franços Marechal and Perre-Henr Morand May 2004 Abstract Allotment and subcontractng are the two alternatve mechansms enablng the partcpaton of SMEs n procurement.

More information