Determining the Market Potential of Livestock and Poultry in the Philippines: An Application of the Almost Ideal Demand System

Size: px
Start display at page:

Download "Determining the Market Potential of Livestock and Poultry in the Philippines: An Application of the Almost Ideal Demand System"

Transcription

1 Determnng the Market Potental of Lvestock and Poultry n the Phlppnes: An Applcaton of the Almost Ideal Demand System Apolnares, R.J.V., Dgal, L.N., and J.M.P. Sarmento ABSTRACT Estmatng demand especally on agrcultural commodtes has been an nterest for many economsts to help draw approprate polces. Ths study was conducted to determne the demand of pork, beef, and chcken n the Phlppnes usng provncal cross-secton data across three tme-perods 1995, 2000, and 2009 usng the Almost Ideal Demand System. Ths study amed to provde a comprehensve analyss on the responsveness of the consumers to change n prces, prce of substtutes and the ncome level. Moreover, the study also determnes the market potental of the meat commodtes. AIDS was employed usng the Restrcted Ordnary Least Squares (ROLS) and Restrcted Seemngly Unrelated Regresson (RSUR) system methods observng the theoretcal restrctons of addngup, homogenety and Slutsky symmetry wth the ad of GRETL software. Contemporaneous correlaton of the error terms was present, thus, RSUR was preferred over ROLS. It was found out that pork s a necessty good wth market potental hgher compared to chcken and beef but decreases over tme. Chcken, on the other hand, has grown to become a necessty good next to Pork wth growng market potental. Lastly, beef wth ts hgh retal prces, are perceved by Flpnos as a luxury commodty wth decreasng market potental. Keywords: Demand Estmaton, Prce Elastcty, Expendture Elastcty, Restrcted Ordnary Least Squares, Restrcted Seemngly Unrelated Regresson 1

2 INTRODUCTION Generally, lvestock are mportant to humans because of ts uses. It serves as a food source, may vary from raw to processed meat, whch provdes proten for the body and helps refurnsh damage muscle tssues. Moreover, poultry products are very mportant to human s detary requrement snce t contans unsaturated fats that helps lower cholesterol n the body and a wde range of body buldng nutrents such as proten, calcum, vtamns E and A, and folate. Currently, the Phlppnes s mportng these commodtes to supply and sustan the level of demand of the Flpno people. Statstcs shows that Phlppne trend n mportng beef, carabeef and pork has been ncreasng over tme (BAS, 2010). Fgure 1. Supply Imports of Beef, Carabeef, and Pork n the Phlppnes ( ), n metrc tons. Thus, t s mportant to determne how dfferent factors affect the lvestock and poultry n the Phlppnes. The study explored the followng questons: (1) How responsve are the Flpno consumers on the changes of the prces of meat commodtes and ther substtutes? (2) How responsve are the Flpnos n ther meat consumpton to changes n ther ncome level? (3) What meat commodty exhbts hgh level of market potental? (4) What meat commodty shows a growng or decreasng trend of market potental? The study made use of secondary data provded by the Bureau of Agrcultural Statstcs. Data used where per capta consumpton n klogram and retal prces of meat commodtes across provnces n the perods of 1995, 2000, and

3 REVIEW OF LITERATURE There are two basc approaches n estmatng demand systems: (1) the use of utlty functons that satsfy specfc postulates of choces and (2) the use of arbtrary demand systems. Stone's (1954) model of Lnear Expendture System has been the poneer lterature of ths study but has ts lmtatons such as proportonalty of ncome and prce elastcty, and rulng out of complementary relatonshp among goods or the dsablty to create cross-prce elastcty. Ths led the way to the creaton of more flexble models such as the Rotterdam model of Thel (1965) and Translog model of Chrstensen et al. (1975). More recently, Deaton and Muellbauer (1980) proposed, a more flexble demand system - the Almost Ideal Demand System (AIDS). The model combnes the best theoretcal features of both Rotterdam and the Translog Model (Ingco, 1991). It makes use of a system approach wheren the demand s restrcted wth mpostons of dfferent axoms and laws n order to conform to the consumer theory. The model also gves the most robust estmates among demand models. AIDS has also been developed to enhance the model's dynamsm n explanng emprcal results accordng to the consumer theory. Several AIDS extensons have been developed, to name few; the nverse AIDS of Moschn and Vssa (1992) and the quadratc AIDS by Banks et al (1997). Some studes of AIDS nvolve assessng toursm demand (Durbarry, 2002), and energy sources (Labandera et al. 2005) among others. In the Phlppnes, AIDS was used n assessng the demand of agrcultural commodtes (Mutuc et al. 2006) and determnng market power (Dgal, 2009). A smlar study was conducted by Dumang (2009) reportng broler chcken as responsve to own prce whle beef and pork beng prce nelastc. Furthermore, pork and broler chcken were normal goods whle beef was an nferor tem. A dynamc modellng approach n studyng demand n the Phlppnes manly on lvestock and poultry s relatvely new. Moreover, many of the demand studes use tme seres data on the natonal level and very few uses a lesser aggregated data such as wthn the provncal level. Thus, ths study s an addton to the few exstng 3

4 AIDS lterature n the country whch may be of nterest to researchers and polcy makers. 4

5 MATERIALS AND METHODS AIDS shows a dynamc and more relable estmate n demand modellng because t conforms to the economc theory of demand. Usng the specfcaton of the lnear AIDS, demand represented by the budget share w of good s affected by ts prce, prce of the other substtutes, and the ncome level of the consumer. It s defned as follows: n X w = a + γ j ln p j + β ln + µ P (1) where w - s the share assocated wth the th good α, β - are the parameters to be estmated γ j - s the slope coeffcent parameter assocated wth the j th good n the th share equaton p j - s the prce on the j th good X - s the total expendture on the system of good gven by X n = = 1 p q (2) where q s the quantty demanded of the th good P - s the prce ndex defned as n n n 1 ln P = α + ln p + γ ln p ln p o j j = 1 2 = 1 = 1 (3) However, ths prce ndex makes the AIDS non-lnear n parameters n whch n some accounts makes t very dffcult to use n generatng estmates. To make t 5

6 lnear, the orgnal prce ndex s substtuted usng Stone s geometrc prce ndex defned as n = = 1 ln P w ln p (4) Any demand system as stated by Blancfort, Green, and Kng (1986) should satsfy the followng condtons to conform to the consumer theory: Addng-up, Engel Curve Aggregaton (5) n n n α = 1, β = 0, γ = 0 j = 1 = 1 = 1 Homogenety n j = 1 γ j = 0 (6) Slutsky s Symmetry Condton γ j = γ j (7) Expendture Elastcty s expressed n (8) whle elastcty formulas are presented n Table 1. : β η = + P P 1 w P (8) Table 1. Marshallan and Hcksan elastcty formulas. 6

7 An AIDS model was estmated usng two system methods - OLS and SUR usng the GRETL software. Lnear restrctons were mposed and contemporaneous correlaton of the error terms was tested. 7

8 RESULTS AND DISCUSSIONS Meat has become an mportant ngredent n Flpno dshes especally pork, beef, and chcken. For more than a decade, Flpno consumpton on these meat products have grown and become varable. Pork, beef and chcken are the major meat consumed n the country compared to the other lvestock and poultry that comprses less than a percent of the Flpno budget share. To have a better pcture on the movement of prces and consumpton of the meat commodtes, Table 2 shows ther average growth rate across three tme-perods. Table 2. Average Growth rate of Consumpton and Retal Prces of Meat Commodtes. Perod PORK (%) BEEF (%) CHICKEN (%) Consumpton prces Consumpton Prces consumpton prces % 6% 21% -5% 15% -4% % 3% -41% 9% 56% 0% % 10% -29% 4% 79% -4% From 1995 to 2000, beef showed the hghest rate of growth n consumpton wth 21%. Ths s justfed wth the reduced retal prce n the same year nterval of 5%. Ths behavour supports the fact that beef s very responsve n the changes of ts prces. From , chcken has a notceable growth n consumpton. The very sgnfcant growth n the consumpton of chcken can be explaned by the absence of growth n ts prce. However, pork, even n the ncrease of ts prces, s observed to have an ncrease n consumpton. Moreover, wth the ncrease n the prce of beef by 9%, ts consumpton has decreased to 41%, an evdence of prce responsveness. Lastly, accountng all the years consdered n ths study from , chcken have shown a hgh rate of growth n consumpton among the commodtes. Over tme, chcken has decreased n retal prces, whch can be the reason of ts hgh growth n consumpton. On the other hand, pork havng the hghest retal prce ncrease wth 10% stll shows a growth n consumpton of 10%, an ndcaton that pork has grown to be a necessty good to Flpno consumers. Beef, wth 4% ncrease n retal prces, responded wth a reducton n consumpton by 29%. 8

9 A model of AIDS under ROLS was generated usng the GRETL software and contemporaneous correlaton of error terms was checked. Zellner (1962) suggested that n analyzng cross-secton data, SUR estmaton s an alternatve tool for effcent analyss because t captures the correlaton n the error of cross-secton unts. Wth Decson Rule: Reject Ho f P-value s less than alpha 0.05 assumng Ho: wthout contemporaneous error whle Ha: wth contemporaneous error, results are shown n Table 3. It s shown that all the perods have p-values less than the alpha, whch means that the errors generated n the OLS are correlated and that the modellng s better be handled usng the system method of Seemngly Unrelated regresson (SUR). Table 3. Test for Contemporaneous Correlaton of Errors Perod Ch Squared P-value Decson Errors are all contemporaneously correlated Table 4 shows the values of the parameters n the generaton of the model of the three perods: 1995, 2000, and 2009 under RSUR system method. These models were generated usng GRETL and restrctons were mposed to follow the demand theory. As presented n Table 4 below, the coeffcents are all statstcally sgnfcant at 0.01 level of sgnfcance. Table 4. Restrcted SUR Estmates of the Parameters of the Three Tme Perods. Meat Commodty PORK BEEF CHICKEN Constant Term -0.95*** -0.47*** 2.42 NA γ 1 Pork Prce NA NA 0.37 NA γ 2 α Beef Prce NA 0.06*** 0.12*** γ 3 Chcken Prce 0.37 NA 0.12*** NA Expendture System Parameter 0.13*** 0.39*** -0.52*** α β Constant Term 0.59 NA NA 0.57*** γ 1 Pork Prce -0.14*** 0.01*** 0.13*** 9

10 2009 γ 2 Beef Prce 0.01*** 0.03 NA NA Chcken Prce 0.13*** NA -0.09*** Expendture System Parameter 0.07 NA 0.06 NA -0.13*** Constant Term 0.53 NA NA 0.61*** γ 1 γ 2 γ 3 Pork Prce 0.22 NA -0.21*** NA Beef Prce -0.21*** 0.05 NA 0.16 NA γ 3 α β Chcken Prce NA 0.16 NA NA β Expendture System Parameter 0.01 NA NA *** NA- parameters wth std. error equal to zero *Sgnfcant at 10%, **Sgnfcant at 5%, ***Sgnfcant 1% The parameters, all beng statstcally sgnfcant, were used to calculate the Marshallan (compensated) and Hcksan (uncompensated) own-prce, and crossprce elastcty of the three meat groups as well as the ncome elastcty. The values of the elastcty are shown n Table 5. Hcksan elastcty, also called pure elastcty was preferred snce t s devod of ncome effect and consders only the change n prces. Generally, all the meat groups have negatve sgn n own prce elastcty, mplyng, that the demand of the meat commodtes decreases as ther prce ncreases. The calculaton of own prce elastcty can also determne whether the meat commodtes are nferor, necessty, or luxury good. Table 5. Own Prce and Expendture elastcty of the Meat Commodtes. Own Meat Tme Own Prce Prce Interpretaton Type Perod Marshallan Hcksan Growng 1.25 Pork nelastcty; necessty good Growng 3.64 Beef elastcty; luxury good Inelastc but Chcken approachng 0.55 elastcty; necessty but 1.00 next to pork Exp. Elastcty Interpretaton Hgh market potental but decreasng Decreasng market potental Increasng market potental 10

11 It can be observed that pork has ncreasng movement n elastcty drawng closer to zero, hence, s approachng perfect nelastcty. Inelastc commodtes are less responsve to changes n prces. Despte ts ncreasng retal prces, the senstvty of consumers to ts changes n prces becomes lesser over tme. Apparently, ths shows that pork has become a necessty good, or t has grown mportant to Flpnos. Ths can be attrbuted to the constant ncrease n the supply of pork n the market that adds up to the securty and avalablty of ts supply. Beef, on the other hand, has growng elastcty. Ths mples that consumers are responsve to ncrease n prces. It s more of a luxury good. Ths can be attrbuted to ts hgh prce and lmted domestc supply compared to the other two commodtes. Lastly, t can be observed that chcken s responsveness to changes n prce has ncreased from 2000 to Chcken has nelastc nature but approachng elastcty. It s stll consdered a necessty good next to pork. In the producton, chcken s next to pork n the most produced meat commodty. The reason for ths s probably the preferences of the market. Flpnos have been more n to pork than that of the chcken. The ncreasng and flourshng ndustry of the fast-food chans n whch they mostly serve chcken recpes decreases the avalablty of chcken n the wet market. Another reason for the lesser avalablty of chcken n the market s that chcken s less vable and proftable f produced n small numbers as backyard farmng relatve to pork. In the Phlppnes, few large producers domnate the chcken ndustry partcularly broler producton. Expendture elastcty measures the responsveness of demand to changes n ncome of the populaton. Expendture elastcty s expected to have a postve sgn because as ncome ncreases, the propensty of a consumer to buy more of the good ncreases. Results, on the same table, shows that the expendture elastcty are generally postve. Expendture elastcty can also be use as a measure for market potental. Furthermore, the ncome level of the populaton s expected to ncrease over tme; hence, very ncome elastc meat commodtes are more lkely to have hgher market potental. The ncrease n ncome level would result to the ncrease n the quantty demanded of the good. 11

12 Results have shown that, hstorcally, pork has the largest market potental but dmnshes over tme whle chcken has ncreasng market potental. Beef has the least market potental at present. It s mportant to note that, chcken s the only meat commodty that has ncreasng market potental, and both pork and beef has decreasng market potental. Ths could be prmarly due to the flourshng ndustry of fast-food chans n the metropoltan and urban centers. SUMMARY AND CONCLUSION Lvestock and poultry are mportant food commodtes n the Phlppnes. Estmatng ther demand has long been an nterest of economsts. In ths study, the demand of the prmary meat commodtes pork, beef and chcken has been estmated usng the Almost Ideal Demand System (AIDS) of Deaton and Muellbauer (1980), an approach, whch s relatvely more dynamc n estmatng demand. The data used n the study were the per capta consumpton and retal prces 52 provnces across three tme-perods provded by BAS. The perods nclude 1995, 2000, Two system methods of smultaneous equatons were used to dentfy the best model for lvestock and poultry, Restrcted Ordnary Least Squares (ROLS) and Restrcted Seemngly Unrelated Regresson (RSUR). Imposton of restrctons of homogenety, addng-up, and slutsky symmetry to conform on economc theory was done successfully. The ROLS was not only used for comparson but to check f there s contemporaneous correlaton of resduals. Ths s an mportant underlyng assumpton n SUR to ensure effcency n the estmaton. Results have shown that the RSUR s more effcent than ROLS. Wth the estmaton of a better model, calculated elastcty are nferred to be relatvely relable. In estmatng own-prce and cross-prce elastcty, the Marshallan and Hcksan elastctes were calculated. Hcksan elastcty, also called pure elastcty was preferred snce t s devod of ncome effect and consders only the change n prces. There was also a separate calculaton n the estmaton of ncome elastcty. Results have shown that the Flpnos consstently treat pork as necessty, ts ncreasng retal prces do not have sgnfcant effect on the level of consumpton of 12

13 Flpnos. Moreover, pork consstently has the hghest market potental among beef and chcken but decreasng over tme. On the other hand, chcken showed a growng market potental and ts elastctes have shown that chcken s consdered a necessty good next to pork. On the contrary, because of the hgh retal prce and lmted domestc supply, beef consdered luxury good s the most elastc n the changes n ts prces and has the least and decreasng market potental. 13

14 RECOMMENDATION Snce pork has become more nelastc across tme ths means that pork has become mportant to Flpno and the demand tends to become steader even n the changes of prces, the government should provde mechansms as to how to augment supply, and ncrease level of sustanablty of pork n the country. Furthermore, pork s comprsed of small-scale hog rasers, whch practce backyard farmng. Hence, the government should provde support measures to these farmers n order for them to become more compettve. Support systems may nclude mprovement of nfrastructures such as farm to market road; accessblty of market nformaton to the producers and potental producers, consoldators, and even buyers; and techncal support, especally on the producton and marketng sde of the hog rasng ndustry. Moreover, snce chcken emerged to be a necessty good next to pork, t s expected that the demand for chcken wll contnue to ncrease. In broler producton where the ndustry s domnated wth bg enterprses, measures to lessen the barrers for new entrants that would venture n to chcken growng should be desgned. These measures wll prevent formaton of monopoly or olgopolstc knd of market that may compromse the welfare of the Flpno due to the possble ncrease n ts retal prces. The growng market potentalty of the poultry ndustry s a great opportunty for agrcultural enterprses to venture on ths product. Early determnaton of market potentals could help n establshng busness ahead of others and stablzng t before the market becomes very compettve. Beef wth a relatvely lower market potental coupled wth ncreasng level of luxurance may result to the government resortng to dependence on mportaton of the good. The relance of the country to mportaton of beef should push the government to desgn measures to protect ts people from possble harmful contamnaton of dseases of the mported meat commodty. For the academe, currently there already exsts AIDS models that have been modfed and mproved to capture a more dynamc and realstc phenomenon especally on factors that affect demand other than prces and ncome. Hence, the 14

15 researcher recommends usng a more dynamc specfcaton such as other complex structures of AIDS (e.g. MAIDS, QuAIDS, Inverse AIDS etc). 15

16 REFERENCES Banks J., Blundell R., Lewbel A. (1997): Quadratc engel curves and consumer demand. Revew of Econ and Stat, 4: Blancfort, L., Green R., and Kng G.A. (1986). US consumer behavour over the post-war perod: An Almost Ideal Demand System analyss. Gannn Foundaton Monograph, Number 40, August. Department of Agrcultural and Resource Economcs, Unversty of Calforna, Davs. Bureau of Agrcultural Statstcs. (2010): Hog, poultry and cattle Industry performance report < Retreved Aug Chrstensen L.R., Jorgensen D.W., Lau L.J. (1975): Transcendental logarthmc utlty Functons. Amer. Econ. Rev., 65: Deaton A., Muellbauer J. (1980): Economcs and consumer behavour. Cambrdge Unversty Press, Cambrdge. Dgal L.N. (2009): Market power analyss: The case of poultry Industry n the Phlppnes. Journal of Food and Agrbusness Marketng, Dumang A. (2009): An Analyss of Meat Demand n the Phlppnes usng Almost Ideal Demand System Model (AIDS). Undergraduate thess, School of Appled Economcs, Unversty of Southeastern Phlppnes. Durbarry R. (2002): Long run structural toursm demand modellng: An Applcaton to France. Chrstel Dehaan Toursm and Travel Research Insttute, Unversty of Nottngham. France. Ingco M.D. (1991): Is rce becomng an nferor good? Food demand n the Phlppnes. Workng Paper WPS 722, Internatonal Trade Dvson, Internatonal Economcs Department, The World Bank, Washngton, D.C. Labandera X., Labeaga J.M., Rodrguez M. (2005): A resdental energy demand system for Span. Centre for Energy and Envronmental Polcy Research. A Jont Center. Span. Moschn G., Vssa A. (1992): A lnear nverse demand system. J. Agr. Res. Econ., 17: Mutuc M.E., Pan S., Rejesus R. (2006): Household vegetable demand n the Phlppnes: Is there and urban-rural dvde? Southern Agrcultural Economcs. Stone J. (1954): Lnear expendture systems and demand analyss an applcaton to the pattern of Brtsh. Demand and Economc Journal, 64: Thel H. (1965): The nformaton approach to demand analyss. Econometrcs, 33: Zellner A. (1962): An effcent method of estmatng seemngly unrelated regresson and test for aggresson bas. Journal of the Amercan Statstcal Assocaton,

Can Auto Liability Insurance Purchases Signal Risk Attitude?

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

More information

Dynamics of Toursm Demand Models in Japan

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

More information

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting Causal, Explanatory Forecastng Assumes cause-and-effect relatonshp between system nputs and ts output Forecastng wth Regresson Analyss Rchard S. Barr Inputs System Cause + Effect Relatonshp The job of

More information

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

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

More information

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

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

More information

Micro-Demand Systems Analysis of Non-Alcoholic Beverages in the United States: An Application of Econometric Techniques Dealing With Censoring

Micro-Demand Systems Analysis of Non-Alcoholic Beverages in the United States: An Application of Econometric Techniques Dealing With Censoring Mcro-Demand Systems Analyss of Non-Alcoholc Beverages n the Unted States: An Applcaton of Econometrc Technques Dealng Wth Censorng by Pedro A. Alvola IV Program Assocate Department of Agrcultural Economcs

More information

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

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

More information

SIMPLE LINEAR CORRELATION

SIMPLE LINEAR CORRELATION SIMPLE LINEAR CORRELATION Smple lnear correlaton s a measure of the degree to whch two varables vary together, or a measure of the ntensty of the assocaton between two varables. Correlaton often s abused.

More information

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

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

More information

How To Calculate The Accountng Perod Of Nequalty

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

More information

A global view of managing water resources in Tunisia

A global view of managing water resources in Tunisia OCP Polcy Center Conference seres A global vew of managng water resources n Tunsa Jamel Chahed & Mustapha Besbes & Abdelkader Hamdane 11-13 June 2014 Tunsan water resources Average ranfall Pluval water

More information

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

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

More information

The Current Employment Statistics (CES) survey,

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

More information

Criminal Justice System on Crime *

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

More information

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

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

More information

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION

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

More information

An Alternative Way to Measure Private Equity Performance

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

More information

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

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

More information

International Commodity Prices and the Australian Stock Market

International Commodity Prices and the Australian Stock Market Internatonal Commodty Prces and the Australan Stock Market Chrs Heaton, George Mlunovch and Anthony Passé-de Slva Abstract We propose a method for estmatng the earlest tme durng the tradng day when overnght

More information

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy Fnancal Tme Seres Analyss Patrck McSharry patrck@mcsharry.net www.mcsharry.net Trnty Term 2014 Mathematcal Insttute Unversty of Oxford Course outlne 1. Data analyss, probablty, correlatons, vsualsaton

More information

Returns to Experience in Mozambique: A Nonparametric Regression Approach

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

More information

The Economic Impacts of Cigarette Tax Reductions on Youth Smoking in Canada

The Economic Impacts of Cigarette Tax Reductions on Youth Smoking in Canada The Economc Impacts of Cgarette Tax Reductons on Youth Smokng n Canada Dane P. Dupont and Anthony J. Ward Economcs, Brock Unversty December 2002 Abstract Cgarettes are the most commonly consumed recreatonal

More information

DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS?

DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS? DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS? Fernando Comran, Unversty of San Francsco, School of Management, 2130 Fulton Street, CA 94117, Unted States, fcomran@usfca.edu Tatana Fedyk,

More information

Estimation of Demand Systems Based on Elasticities of Substitution

Estimation of Demand Systems Based on Elasticities of Substitution Estmaton of Demand Systems Based on Elastctes of Substtuton by Germán Coloma (CEMA Unversty, Buenos Ares, Argentna) * Abstract Ths paper develops a model for demand-system estmatons, whose coeffcents are

More information

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

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

More information

Testing the Infrequent Purchases Model Using Direct Measurement of Hidden Consumption from Food Stocks

Testing the Infrequent Purchases Model Using Direct Measurement of Hidden Consumption from Food Stocks Testng the Infrequent Purchases Model Usng Drect Measurement of Hdden Consumpton from Food Stocks John Gbson and Bonggeun Km Abstract Reports of zero expendture on ndvdual commodtes durng the reference

More information

The OC Curve of Attribute Acceptance Plans

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

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

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

More information

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

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

More information

SPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background:

SPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background: SPEE Recommended Evaluaton Practce #6 efnton of eclne Curve Parameters Background: The producton hstores of ol and gas wells can be analyzed to estmate reserves and future ol and gas producton rates and

More information

Analysis of Demand for Broadcastingng servces

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

More information

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

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

More information

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA*

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

More information

Marginal Returns to Education For Teachers

Marginal Returns to Education For Teachers The Onlne Journal of New Horzons n Educaton Volume 4, Issue 3 MargnalReturnstoEducatonForTeachers RamleeIsmal,MarnahAwang ABSTRACT FacultyofManagementand Economcs UnverstPenddkanSultan Idrs ramlee@fpe.ups.edu.my

More information

Statistical Methods to Develop Rating Models

Statistical Methods to Develop Rating Models Statstcal Methods to Develop Ratng Models [Evelyn Hayden and Danel Porath, Österrechsche Natonalbank and Unversty of Appled Scences at Manz] Source: The Basel II Rsk Parameters Estmaton, Valdaton, and

More information

Willingness to Pay for Health Insurance: An Analysis of the Potential Market for New Low Cost Health Insurance Products in Namibia

Willingness to Pay for Health Insurance: An Analysis of the Potential Market for New Low Cost Health Insurance Products in Namibia Wllngness to Pay for Health Insurance: An Analyss of the Potental Market for New Low Cost Health Insurance Products n Namba Abay Asfaw Center for Dsease Control and Preventon\Natonal Insttute for Occupatonal

More information

Economic Interpretation of Regression. Theory and Applications

Economic Interpretation of Regression. Theory and Applications Economc Interpretaton of Regresson Theor and Applcatons Classcal and Baesan Econometrc Methods Applcaton of mathematcal statstcs to economc data for emprcal support Economc theor postulates a qualtatve

More information

TESTING FOR EVIDENCE OF ADVERSE SELECTION IN DEVELOPING AUTOMOBILE INSURANCE MARKET. Oksana Lyashuk

TESTING FOR EVIDENCE OF ADVERSE SELECTION IN DEVELOPING AUTOMOBILE INSURANCE MARKET. Oksana Lyashuk TESTING FOR EVIDENCE OF ADVERSE SELECTION IN DEVELOPING AUTOMOBILE INSURANCE MARKET by Oksana Lyashuk A thess submtted n partal fulfllment of the requrements for the degree of Master of Arts n Economcs

More information

Exhaustive Regression. An Exploration of Regression-Based Data Mining Techniques Using Super Computation

Exhaustive Regression. An Exploration of Regression-Based Data Mining Techniques Using Super Computation Exhaustve Regresson An Exploraton of Regresson-Based Data Mnng Technques Usng Super Computaton Antony Daves, Ph.D. Assocate Professor of Economcs Duquesne Unversty Pttsburgh, PA 58 Research Fellow The

More information

17 Capital tax competition

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

More information

Gender differences in revealed risk taking: evidence from mutual fund investors

Gender differences in revealed risk taking: evidence from mutual fund investors Economcs Letters 76 (2002) 151 158 www.elsever.com/ locate/ econbase Gender dfferences n revealed rsk takng: evdence from mutual fund nvestors a b c, * Peggy D. Dwyer, James H. Glkeson, John A. Lst a Unversty

More information

Financial Instability and Life Insurance Demand + Mahito Okura *

Financial Instability and Life Insurance Demand + Mahito Okura * Fnancal Instablty and Lfe Insurance Demand + Mahto Okura * Norhro Kasuga ** Abstract Ths paper estmates prvate lfe nsurance and Kampo demand functons usng household-level data provded by the Postal Servces

More information

Efficiency Test on Taiwan s Life Insurance Industry- Using X-Efficiency Approach

Efficiency Test on Taiwan s Life Insurance Industry- Using X-Efficiency Approach Informaton and Management Scences Volume 18, Number 1, pp. 37-48, 2007 Effcency Test on Tawan s Lfe Insurance Industry- Usng X-Effcency Approach James C. Hao Tamkang Unversty R.O.C. Abstract Usng twenty-three

More information

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

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

More information

How Large are the Gains from Economic Integration? Theory and Evidence from U.S. Agriculture, 1880-2002

How Large are the Gains from Economic Integration? Theory and Evidence from U.S. Agriculture, 1880-2002 How Large are the Gans from Economc Integraton? Theory and Evdence from U.S. Agrculture, 1880-2002 Arnaud Costnot MIT and NBER Dave Donaldson MIT, NBER and CIFAR PRELIMINARY AND INCOMPLETE August 15, 2011

More information

Traditional versus Online Courses, Efforts, and Learning Performance

Traditional versus Online Courses, Efforts, and Learning Performance Tradtonal versus Onlne Courses, Efforts, and Learnng Performance Kuang-Cheng Tseng, Department of Internatonal Trade, Chung-Yuan Chrstan Unversty, Tawan Shan-Yng Chu, Department of Internatonal Trade,

More information

Location Factors for Non-Ferrous Exploration Investments

Location Factors for Non-Ferrous Exploration Investments Locaton Factors for Non-Ferrous Exploraton Investments Irna Khndanova Unversty of Denver Ths paper analyzes the relatve mportance of geologcal potental and nvestment clmate for nonferrous mnerals exploraton

More information

Quantification of qualitative data: the case of the Central Bank of Armenia

Quantification of qualitative data: the case of the Central Bank of Armenia Quantfcaton of qualtatve data: the case of the Central Bank of Armena Martn Galstyan 1 and Vahe Movssyan 2 Overvew The effect of non-fnancal organsatons and consumers atttudes on economc actvty s a subject

More information

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

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

More information

Understanding the Impact of Marketing Actions in Traditional Channels on the Internet: Evidence from a Large Scale Field Experiment

Understanding the Impact of Marketing Actions in Traditional Channels on the Internet: Evidence from a Large Scale Field Experiment A research and educaton ntatve at the MT Sloan School of Management Understandng the mpact of Marketng Actons n Tradtonal Channels on the nternet: Evdence from a Large Scale Feld Experment Paper 216 Erc

More information

CHAPTER 14 MORE ABOUT REGRESSION

CHAPTER 14 MORE ABOUT REGRESSION CHAPTER 14 MORE ABOUT REGRESSION We learned n Chapter 5 that often a straght lne descrbes the pattern of a relatonshp between two quanttatve varables. For nstance, n Example 5.1 we explored the relatonshp

More information

Do Changes in Customer Satisfaction Lead to Changes in Sales Performance in Food Retailing?

Do Changes in Customer Satisfaction Lead to Changes in Sales Performance in Food Retailing? Do Changes n Customer Satsfacton Lead to Changes n Sales Performance n Food Retalng? Mguel I. Gómez Research Assocate Food Industry Management Program Department of Appled Economcs and Management Cornell

More information

Modelling the World Oil Market Assessment of a Quarterly Econometric Model

Modelling the World Oil Market Assessment of a Quarterly Econometric Model Modellng the World Ol Market Assessment of a Quarterly Econometrc Model Stéphane Dées a1, Pavlos Karadeloglou a, Robert Kaufmann b, Marcelo Sánchez a a European Central Bank b CEES, Boston Unversty May

More information

energies ISSN 1996-1073 www.mdpi.com/journal/energies

energies ISSN 1996-1073 www.mdpi.com/journal/energies Energes 2013, 6, 3444-3465; do:10.3390/en6073444 Artcle OPEN ACCESS energes ISSN 1996-1073 www.mdp.com/journal/energes Comparson and Analyss of Macro Energy Scenaros n Chna and a Decomposton-Based Approach

More information

tématické články Measuring the Value of Urban Forest using the Hedonic Price Approach regionální studia

tématické články Measuring the Value of Urban Forest using the Hedonic Price Approach regionální studia Measurng the Value of Urban Forest usng the Hedonc Prce Approach Odhad hodnoty městských lesů metodou hedoncké ceny Jan Melchar 1 jan.melchar@czp.cun.cz Charles Unversty Envronment Center Ondřej Vojáček

More information

The demand for private health care in the UK

The demand for private health care in the UK Journal of Health Economcs 19 2000 855 876 www.elsever.nlrlocatereconbase The demand for prvate health care n the UK Carol Propper ) Department of Economcs, CASE and CEPR, UnÕersty of Brstol, Brstol BS8

More information

DEFINING %COMPLETE IN MICROSOFT PROJECT

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

More information

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

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

More information

The program for the Bachelor degrees shall extend over three years of full-time study or the parttime equivalent.

The program for the Bachelor degrees shall extend over three years of full-time study or the parttime equivalent. Bachel of Commerce Bachel of Commerce (Accountng) Bachel of Commerce (Cpate Fnance) Bachel of Commerce (Internatonal Busness) Bachel of Commerce (Management) Bachel of Commerce (Marketng) These Program

More information

Study on Model of Risks Assessment of Standard Operation in Rural Power Network

Study on Model of Risks Assessment of Standard Operation in Rural Power Network Study on Model of Rsks Assessment of Standard Operaton n Rural Power Network Qngj L 1, Tao Yang 2 1 Qngj L, College of Informaton and Electrcal Engneerng, Shenyang Agrculture Unversty, Shenyang 110866,

More information

Cambodian Child s Wage Rate, Human Capital and Hours Worked Trade-off: Simple Theoretical and Empirical Evidence for Policy Implications

Cambodian Child s Wage Rate, Human Capital and Hours Worked Trade-off: Simple Theoretical and Empirical Evidence for Policy Implications GSIS Workng Paper Seres ambodan hld s Wage Rate, Human aptal and Hours Worked Trade-off: Smple Theoretcal and Emprcal Evdence for Polcy Implcatons Han PHOUMIN Sech FUKUI No. 6 August 2006 Graduate School

More information

The Choice of Direct Dealing or Electronic Brokerage in Foreign Exchange Trading

The Choice of Direct Dealing or Electronic Brokerage in Foreign Exchange Trading The Choce of Drect Dealng or Electronc Brokerage n Foregn Exchange Tradng Mchael Melvn & Ln Wen Arzona State Unversty Introducton Electronc Brokerage n Foregn Exchange Start from a base of zero n 1992

More information

IMPACT ANALYSIS OF A CELLULAR PHONE

IMPACT ANALYSIS OF A CELLULAR PHONE 4 th ASA & μeta Internatonal Conference IMPACT AALYSIS OF A CELLULAR PHOE We Lu, 2 Hongy L Bejng FEAonlne Engneerng Co.,Ltd. Bejng, Chna ABSTRACT Drop test smulaton plays an mportant role n nvestgatng

More information

THE EFFECT OF PREPAYMENT PENALTIES ON THE PRICING OF SUBPRIME MORTGAGES

THE EFFECT OF PREPAYMENT PENALTIES ON THE PRICING OF SUBPRIME MORTGAGES THE EFFECT OF PREPAYMENT PENALTIES ON THE PRICING OF SUBPRIME MORTGAGES Gregory Ellehausen, Fnancal Servces Research Program George Washngton Unversty Mchael E. Staten, Fnancal Servces Research Program

More information

Chapter 7: Answers to Questions and Problems

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

More information

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

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

More information

Estimation of Perceived Flood Damage in Tokyo Metropolitan Area

Estimation of Perceived Flood Damage in Tokyo Metropolitan Area Estmaton of Perceved Flood Damage n Tokyo Metropoltan Area Azusa OKAGAWA* Akra HIBIKI* * Natonal Insttute for Envronmental Studes Overvew Comparng prces of lands wth/wthout flood rsk Land prce wthout flood

More information

SPECIALIZED DAY TRADING - A NEW VIEW ON AN OLD GAME

SPECIALIZED DAY TRADING - A NEW VIEW ON AN OLD GAME August 7 - August 12, 2006 n Baden-Baden, Germany SPECIALIZED DAY TRADING - A NEW VIEW ON AN OLD GAME Vladmr Šmovć 1, and Vladmr Šmovć 2, PhD 1 Faculty of Electrcal Engneerng and Computng, Unska 3, 10000

More information

World Economic Vulnerability Monitor (WEVUM) Trade shock analysis

World Economic Vulnerability Monitor (WEVUM) Trade shock analysis World Economc Vulnerablty Montor (WEVUM) Trade shock analyss Measurng the mpact of the global shocks on trade balances va prce and demand effects Alex Izureta and Rob Vos UN DESA 1. Non-techncal descrpton

More information

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

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

More information

Tourism and trade in OECD countries. A dynamic heterogeneous panel data analysis

Tourism and trade in OECD countries. A dynamic heterogeneous panel data analysis Toursm and trade n OECD countres. A dynamc heterogeneous panel data analyss María Santana-Gallego a, Francsco Ledesma-Rodríguez a, Jorge V. Pérez-Rodríguez b* a Facultad de Cencas Económcas y Empresarales,

More information

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

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

More information

Macro Factors and Volatility of Treasury Bond Returns

Macro Factors and Volatility of Treasury Bond Returns Macro Factors and Volatlty of Treasury Bond Returns Jngzh Huang Department of Fnance Smeal Colleage of Busness Pennsylvana State Unversty Unversty Park, PA 16802, U.S.A. Le Lu School of Fnance Shangha

More information

An Evaluation of the Extended Logistic, Simple Logistic, and Gompertz Models for Forecasting Short Lifecycle Products and Services

An Evaluation of the Extended Logistic, Simple Logistic, and Gompertz Models for Forecasting Short Lifecycle Products and Services An Evaluaton of the Extended Logstc, Smple Logstc, and Gompertz Models for Forecastng Short Lfecycle Products and Servces Charles V. Trappey a,1, Hsn-yng Wu b a Professor (Management Scence), Natonal Chao

More information

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

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

More information

UK Letter Mail Demand: a Content Based Time Series Analysis using Overlapping Market Survey Statistical Techniques

UK Letter Mail Demand: a Content Based Time Series Analysis using Overlapping Market Survey Statistical Techniques 10-170 Research Group: Econometrcs and Statstcs 2010 UK Letter Mal Demand: a Content Based Tme Seres nalyss usng Overlappng Market Survey Statstcal Technques CTHERINE CZLS, JEN-PIERRE FLORENS, LETICI VERUETE-MCKY,

More information

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE

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

More information

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008 Rsk-based Fatgue Estmate of Deep Water Rsers -- Course Project for EM388F: Fracture Mechancs, Sprng 2008 Chen Sh Department of Cvl, Archtectural, and Envronmental Engneerng The Unversty of Texas at Austn

More information

ESTIMATING THE MARKET VALUE OF FRANKING CREDITS: EMPIRICAL EVIDENCE FROM AUSTRALIA

ESTIMATING THE MARKET VALUE OF FRANKING CREDITS: EMPIRICAL EVIDENCE FROM AUSTRALIA ESTIMATING THE MARKET VALUE OF FRANKING CREDITS: EMPIRICAL EVIDENCE FROM AUSTRALIA Duc Vo Beauden Gellard Stefan Mero Economc Regulaton Authorty 469 Wellngton Street, Perth, WA 6000, Australa Phone: (08)

More information

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts Power-of-wo Polces for Sngle- Warehouse Mult-Retaler Inventory Systems wth Order Frequency Dscounts José A. Ventura Pennsylvana State Unversty (USA) Yale. Herer echnon Israel Insttute of echnology (Israel)

More information

How To Know If A Fscal Insurance Mechansm Shocks On An Eccu Member Country

How To Know If A Fscal Insurance Mechansm Shocks On An Eccu Member Country WP/12/17 The Eastern Carbbean Currency Unon: Would a Fscal Insurance Mechansm Mtgate Natonal Income Shocks? Antono Lemus and Paul Cashn 2012 Internatonal Monetary Fund WP/12/17 IMF Workng Paper Mddle East

More information

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

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

More information

Waste to Energy System in Shanghai City

Waste to Energy System in Shanghai City Waste to Energy System n Shangha Cty Group of Envronmental Systems, Department of Envronmental Studes M2 46876 Ya-Y Zhang 1. Introducton In the past ffteen years, the economcs of Chna has mantaned contnuously

More information

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

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

More information

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

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

More information

Factors Driving South African Poultry and Meat Imports 1

Factors Driving South African Poultry and Meat Imports 1 Internatonal Food and Agrbusness Management Revew Volume 18 Specal Issue A, 2015 Factors Drvng South Afrcan Poultry and Meat Imports 1 Fawz A. Taha a and Wllam F. Hahn b a Economst, Food Securty & Development

More information

Forecasting the Direction and Strength of Stock Market Movement

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

More information

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES

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

More information

PUBLIC VS. PRIVATE HEALTH CARE SERVICES DEMAND IN ITALY. A COUNT DATA ANALYSIS ON SHAW DATA

PUBLIC VS. PRIVATE HEALTH CARE SERVICES DEMAND IN ITALY. A COUNT DATA ANALYSIS ON SHAW DATA XIV CONFERENZA IL FUTURO DEI SISTEMI DI WELFARE NAZIONALI TRA INTEGRAZIONE EUROPEA E DECENTRAMENTO REGIONALE coordnamento, competzone, mobltà Pava, Unverstà, 4-5 ottobre 2002 PUBLIC VS. PRIVATE HEALTH

More information

MEASURING OPERATION EFFICIENCY OF THAI HOTELS INDUSTRY: EVIDENCE FROM META-FRONTIER ANALYSIS. Abstract

MEASURING OPERATION EFFICIENCY OF THAI HOTELS INDUSTRY: EVIDENCE FROM META-FRONTIER ANALYSIS. Abstract Internatonal Conference On Appled Economcs ICOAE 2011 315 MEASURING OPERATION EFFICIENCY OF THAI HOTELS INDUSTRY: EVIDENCE FROM METAFRONTIER ANALYSIS PHANIN KHRUEATHAI 1, AKARAPONG UNTONG 2, MINGSARN KAOSAARD

More information

The Application of Fractional Brownian Motion in Option Pricing

The Application of Fractional Brownian Motion in Option Pricing Vol. 0, No. (05), pp. 73-8 http://dx.do.org/0.457/jmue.05.0..6 The Applcaton of Fractonal Brownan Moton n Opton Prcng Qng-xn Zhou School of Basc Scence,arbn Unversty of Commerce,arbn zhouqngxn98@6.com

More information

An Empirical Study of Search Engine Advertising Effectiveness

An Empirical Study of Search Engine Advertising Effectiveness An Emprcal Study of Search Engne Advertsng Effectveness Sanjog Msra, Smon School of Busness Unversty of Rochester Edeal Pnker, Smon School of Busness Unversty of Rochester Alan Rmm-Kaufman, Rmm-Kaufman

More information

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

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

More information

How To Study The Nfluence Of Health Insurance On Swtchng

How To Study The Nfluence Of Health Insurance On Swtchng Workng Paper n 07-02 The nfluence of supplementary health nsurance on swtchng behavour: evdence on Swss data Brgtte Dormont, Perre- Yves Geoffard, Karne Lamraud The nfluence of supplementary health nsurance

More information

The Impact of Residential Density on Vehicle Usage and Energy Consumption *

The Impact of Residential Density on Vehicle Usage and Energy Consumption * The Impact of Resdental Densty on Vehcle Usage and Energy Consumpton * September 26, 2008 Forthcomng n the Journal of Urban Economcs Davd Brownstone (correspondng author) Department of Economcs 3151 Socal

More information

Depreciation of Business R&D Capital

Depreciation of Business R&D Capital Deprecaton of Busness R&D Captal U.S. Bureau of Economc Analyss Abstract R&D deprecaton rates are crtcal to calculatng the rates of return to R&D nvestments and captal servce costs, whch are mportant for

More information

Estimation of price elasticities of demand for alcohol in the United Kingdom

Estimation of price elasticities of demand for alcohol in the United Kingdom Knowledge, Analyss, and Intellgence (KAI) Estmaton of prce elastctes of demand for alcohol n the Unted Kngdom João Sousa December 2014 HMRC Workng Paper 16 Estmaton of prce elastctes of demand for alcohol

More information

The impact of bank capital requirements on bank risk: an econometric puzzle and a proposed solution

The impact of bank capital requirements on bank risk: an econometric puzzle and a proposed solution Banks and Bank Systems, Volume 4, Issue 1, 009 Robert L. Porter (USA) The mpact of bank captal requrements on bank rsk: an econometrc puzzle and a proposed soluton Abstract The relatonshp between bank

More information

5 Multiple regression analysis with qualitative information

5 Multiple regression analysis with qualitative information 5 Multple regresson analyss wth qualtatve nformaton Ezequel Urel Unversty of Valenca Verson: 9-13 5.1 Introducton of qualtatve nformaton n econometrc models. 1 5. A sngle dummy ndependent varable 5.3 Multple

More information

Estimating the Effect of Electric Generation Technology Mix on Retail Electric Rates

Estimating the Effect of Electric Generation Technology Mix on Retail Electric Rates Estmatng the Effect of Electrc Generaton Technology Mx on Retal Electrc Rates Matthew Unversty of Kansas Introducton Much publc attenton has been focused on the energy ndustres n recent years, partcularly

More information