Evolution of Consumption Statistics Driven by Big Data
|
|
- Jerome Cunningham
- 5 years ago
- Views:
Transcription
1 Evoluion of Consumpion Saisics Driven by Big Daa - An Example from Minisry of Inernal Affairs and Communicaions, JAPAN - June 2018, Beijing Tomoaki OGAWA A fellow from he Governmen of Japan SDG Monioring Secion/ Developmen Daa and Oureach Branch Saisics Division/ Deparmen of Economic and Social Affairs/ UN
2 Srucure of Consumpion Trend Index (CTI) - Japanese governmen has conduced Family Income and Expendiure Survey (FIES) since Is purpose is o invesigae he srucure of household budge. On he oher hand, marke players and invesors have used he saisics produced by FIES o grasp he rend of he consumpion and predic he economic performance of Japan. (JPY) (Persons) 320, Consumpion expendiure per household (Lef) 300, Consumpion Trend Index (CTI) comprises: imely macro rend (Toal Consumpion Trend Index) mainly for marke players; coverall micro rend (Household Consumpion Trend index) mainly for researchers; and ohers. Consumpion Trend Index 1 Toal Consumpion Trend Index Esimaing he monhly rend of Household Final Consumpion Expendiure of SNA by applying he sae space model 2 Household Consumpion Trend Index Esimaing he monhly rend of Household Expendiure by enhancing he daa from FIES 3 Oher Consumpion Trend Esimaing he amoun of gifs from companies o cliens and cusomers (Japanese radiional business cusom) and consumpion of foreign visiors, ec. by using Big Daa 280,000 0 (million households) Average number of household members (righ) Toal number of households
3 Time Ouline of Toal Consumpion Trend Index - The consumpion rend of an enire sociey is esimaed by using ime series analysis (he sae space model). - Timely esimaion was achieved by adding Big Daa (uilized hrough he bias correcion) o he daa sources. - CTI Research Consorium launched on 28 July 2017 o promoe he use of Big Daa generaed by privae secors. Esimaion by Using he Sae Space Model - By applying he sae space model, one of he echniques of ime series analysis, he final consumpion expendiure of households, one par of GDP, is esimaed as Toal Consumpion Trend Index. - Toal Consumpion Trend Index is esimaed monhly, while GDP iself is esimaed quarerly. x = Fx 1 y = Hx + u + Gv log Eliminaing Bias and Unifying he Various Kind of Big Daa - Survey daa can be uilized for eliminaion of he bias of Big Daa and can unify some Big Daa from various resources. - Toal Consumpion Trend Index made of he unified daa can provide imely esimaion. Eliminaing Bias BIGDATA Unifying Daa Survey Daa Survey Daa Populaion Unified Daa 2
4 Ouline of Household Consumpion Trend Index - Expendiure Monior Survey for One-Person Households launched on Aug FIES was improved on Jan Household Consumpion Trend Index has been developed as a comprehensive saisics covering enire household consumpion by using FIES, FIES for Expensive Iems and Expendiure Monior Survey for One-Person Households. - Accuracy of Household Consumpion Trend Index will be improved when Big Daa is pracically available. Improvemen of FIES - Online diary, enhancemen of he measuremen of cashless ransacion and oher improvemen of FIES were adoped on January Expendiure Monior Survey for One-Person Households - The sample of former FIES consised of 8,000 households wih more han one person and 800 single-person household. Hence, saisics of single-person households could be released quarerly. - To produce an overarching saisics for every monh, Expendiure Monior Survey for One-Person Households launched on Augus Pracical analysis - Household Consumpion Trend Index is made of: FIES, FIES for Expensive Iems, Expendiure Monior Survey for One-Person Households, ec. Medium- o long- erm New Daa Source Pas Source Big Daa Furher Developmen Households wih more han one person FIES for Expensive Iems BIGDATA FIES POS daa Single-Person Households Expendiure Monior Survey for One-Person Households Elecronic Paymen, Credi Cards, ec. MEMBER S CARD Accuracy will be improved when Big Daa is pracically available. 3 SOUMU TARO
5 Esablishmen of CTI Research Consorium (from 28 July 2017) CTI Research Consorium MEMBER S CARD SOUMU TARO Privae Companies (23 Daa Holders) Observer As an advisor o he projec Saisics Bureau, Saisical Research and Training Insiue, and Naional Saisics Cener Academics * who mus keep secrecy Shor Term(2017FY) Medium Term(2018FY FY) Long Term The Firs Sep Grasping characerisic of each Big Daa Grasping characerisics of daa which is volunarily provided from each company Developing he compuaion mehod, hrough he research for bias correcion, impuaion, ec. The Second Sep Trial producion of new index by Big Daa Developing new index hrough addiional rials wih pas daa The Third Sep Regular release of new index based on Big Daa Organizing a eam for releasing index on a regular basis Daa Holders comprises: loyaly card companies, credi card companies, giganic reail companies, railway companies, makers of APP for elecronic housekeeping book and daa providers of poin-of-sale. 4
6
The Japanese System of National Accounts (JSNA) and Related Challenges
The Japanese Sysem of Naional Accouns (JSNA) and Relaed Challenges (For ESRI meeing on he JSNA, March 24, 2005) Deparmen of Naional Accouns Economic and Social Research Insiue, Cabine Office of Japan 1.
More informationPRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER August 2012
1 Augus 212 PRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER 212 In he firs quarer of 212, he annual growh rae 1 of households gross disposable income
More informationBalance of Payments. Second quarter 2012
Balance of Paymens Second quarer 2012 Balance of Paymens Second quarer 2012 Saisics Sweden 2012 Balance of Paymens. Second quarer 2012 Saisics Sweden 2012 Producer Saisics Sweden, Balance of Paymens and
More informationExternal balance assessment:
Exernal balance assessmen: Balance of paymens Macroeconomic Analysis Course Banking Training School, Sae Bank of Vienam Marin Fukac 30 Ocober 3 November 2017 Economic policies Consumer prices Economic
More informationPortfolio investments accounted for the largest outflow of SEK 77.5 billion in the financial account, which gave a net outflow of SEK billion.
BALANCE OF PAYMENTS DATE: 27-11-27 PUBLISHER: Saisics Sweden Balance of Paymens and Financial Markes (BFM) Maria Falk +46 8 6 94 72, maria.falk@scb.se Camilla Bergeling +46 8 6 942 6, camilla.bergeling@scb.se
More informationBalance of Payments. Third quarter 2009
Balance of Paymens Third quarer 2009 Balance of Paymens Third quarer 2009 Saisics Sweden 2009 Balance of Paymens. Third quarer 2009 Saisics Sweden 2009 Producer Saisics Sweden, Balance of Paymens and
More informationThe Economic Impact of the Proposed Gasoline Tax Cut In Connecticut
The Economic Impac of he Proposed Gasoline Tax Cu In Connecicu By Hemana Shresha, Research Assisan Bobur Alimov, Research Assisan Sanley McMillen, Manager, Research Projecs June 21, 2000 CONNECTICUT CENTER
More informationContact Center as a Service Market Sizing
Conac Cener as a Service Marke Sizing Robus growh in Norh America and Europe esp. in UK Norh America Inernaional n ~6.5m agens n ~8m agens Germany, Japan, China and Philippines are showing srong ineres
More informationThe impact of demography on financing social expenditure. Motohiro Sato Hitotsubashi Univesity
The impac of demography on financing social expendiure Moohiro Sao Hiosubashi Univesiy 1 Increase in he social insurance expendiure Japan is aging! Social insurance benefi In Japan Aging will increase
More informationAn Analysis of Trend and Sources of Deficit Financing in Nepal
Economic Lieraure, Vol. XII (8-16), December 014 An Analysis of Trend and Sources of Defici Financing in Nepal Deo Narayan Suihar ABSTRACT Defici financing has emerged as an imporan ool of financing governmen
More information2. Remittances, other than dividends, by business entities to be made against invoices consistent with bills of entry collected by ZRA.
,, ;., Tel. (260 1) 228888 /228903-20 BANK OF ZAMBIA P.O. Box 30080, f~: Fax: (260 1) 237070 LUSAKA 10101 ' r f~. January 23,2001 CB Circular No. 08/2001. L;' f. i..new To: All Commercial Banks and Financial
More information1 Purpose of the paper
Moneary Economics 2 F.C. Bagliano - Sepember 2017 Noes on: F.X. Diebold and C. Li, Forecasing he erm srucure of governmen bond yields, Journal of Economerics, 2006 1 Purpose of he paper The paper presens
More informationa. If Y is 1,000, M is 100, and the growth rate of nominal money is 1 percent, what must i and P be?
Problem Se 4 ECN 101 Inermediae Macroeconomics SOLUTIONS Numerical Quesions 1. Assume ha he demand for real money balance (M/P) is M/P = 0.6-100i, where is naional income and i is he nominal ineres rae.
More informationDocumentation: Philadelphia Fed's Real-Time Data Set for Macroeconomists First-, Second-, and Third-Release Values
Documenaion: Philadelphia Fed's Real-Time Daa Se for Macroeconomiss Firs-, Second-, and Third-Release Values Las Updaed: December 16, 2013 1. Inroducion We documen our compuaional mehods for consrucing
More informationThe macroeconomic effects of fiscal policy in Greece
The macroeconomic effecs of fiscal policy in Greece Dimiris Papageorgiou Economic Research Deparmen, Bank of Greece Naional and Kapodisrian Universiy of Ahens May 22, 23 Email: dpapag@aueb.gr, and DPapageorgiou@bankofgreece.gr.
More informationEstimation of standard error of the parameter of change using simulations
Esimaion of sandard error of he parameer of change using simulaions Djordje PETKOIC Saisical Offi ce of he Republic of Serbia ABSTRACT The main objecive of his paper is o presen he procedure for esimaing
More informationThe Concept of Generational Accounts (GA) in Comparison with National Transfer Accounts (NTA)
The Concep of Generaional Accouns (GA) in Comparison wih Naional Transfer Accouns (NTA) The GA is defined as he presen value of ne ax paymen (=ax paid minus benefi received from he governmen) for he remaining
More informationProblem Set 1 Answers. a. The computer is a final good produced and sold in Hence, 2006 GDP increases by $2,000.
Social Analysis 10 Spring 2006 Problem Se 1 Answers Quesion 1 a. The compuer is a final good produced and sold in 2006. Hence, 2006 GDP increases by $2,000. b. The bread is a final good sold in 2006. 2006
More informationThe Relationship between Money Demand and Interest Rates: An Empirical Investigation in Sri Lanka
The Relaionship beween Money Demand and Ineres Raes: An Empirical Invesigaion in Sri Lanka R. C. P. Padmasiri 1 and O. G. Dayarana Banda 2 1 Economic Research Uni, Deparmen of Expor Agriculure 2 Deparmen
More informationMoney, Income, Prices, and Causality in Pakistan: A Trivariate Analysis. Fazal Husain & Kalbe Abbas
Money, Income, Prices, and Causaliy in Pakisan: A Trivariae Analysis Fazal Husain & Kalbe Abbas I. INTRODUCTION There has been a long debae in economics regarding he role of money in an economy paricularly
More informationExtending the Danish CPI with scanner data - A stepwise analysis
Saisics Denmark, Prices and Consumpion Jonas Mikkelsen JOM@DST.dk Exending he Danish CPI wih scanner daa - A sepwise analysis Inroducion In 2011 Saisics Denmark (DST) go access o scanner daa from he larges
More informationMarcel van Kints Jan de Haan Michael Webster
Uilising big daa and mulilaeral index mehods o produce he Ausralian CPI Marcel van Kins: Prices and Economic Research Branch, Ausralian Bureau of Saisics Jan de Haan: Division of Corporae Services, IT
More informationJournal of Chemical and Pharmaceutical Research, 2014, 6(3): Research Article
Available online www.jocpr.com Journal of Chemical and Pharmaceuical Research, 2014, 6(3):920-925 Research Aricle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Disposable income and acual spors consumpion expendiures
More informationServices producer price indices for Market research and public opinion polling
Services producer price indices for Marke research and public opinion polling Indusry descripion for SNI group 74.13 SPPI repor no 24 Ulf Johansson Services producer price indices, Price Saisics Uni, Saisics
More informationSession IX: Special topics
Session IX: Special opics 2. Subnaional populaion projecions 10 March 2016 Cheryl Sawyer, Lina Bassarsky Populaion Esimaes and Projecions Secion www.unpopulaion.org Maerials adaped from Unied Naions Naional
More information(1 + Nominal Yield) = (1 + Real Yield) (1 + Expected Inflation Rate) (1 + Inflation Risk Premium)
5. Inflaion-linked bonds Inflaion is an economic erm ha describes he general rise in prices of goods and services. As prices rise, a uni of money can buy less goods and services. Hence, inflaion is an
More informationMONETARY POLICY IN MEXICO. Monetary Policy in Emerging Markets OECD and CCBS/Bank of England February 28, 2007
MONETARY POLICY IN MEXICO Moneary Policy in Emerging Markes OECD and CCBS/Bank of England February 8, 7 Manuel Ramos-Francia Head of Economic Research INDEX I. INTRODUCTION II. MONETARY POLICY STRATEGY
More informationSession 4.2: Price and Volume Measures
Session 4.2: Price and Volume Measures Regional Course on Inegraed Economic Saisics o Suppor 28 SNA Implemenaion Leonidas Akriidis Office for Naional Saisics Unied Kingdom Conen 1. Inroducion 2. Price
More informationEffective factors on velocity of money in Iran
Scienific Journal of Review (2014) 3(5) 254-258 ISSN 2322-2433 doi: 10.14196/sjr.v3i5.1387 Conens liss available a Sjournals Journal homepage: www.sjournals.com Original aricle Effecive facors on velociy
More informationBank of Japan Review. Performance of Core Indicators of Japan s Consumer Price Index. November Introduction 2015-E-7
Bank of Japan Review 5-E-7 Performance of Core Indicaors of Japan s Consumer Price Index Moneary Affairs Deparmen Shigenori Shirasuka November 5 The Bank of Japan (BOJ), in conducing moneary policy, employs
More informationBUDGET ECONOMIC AND FISCAL POSITION REPORT
BUDGET ECONOMIC AND FISCAL POSITION REPORT - 2004 Issued by he Hon. Miniser of Finance in Terms of Secion 7 of he Fiscal Managemen (Responsibiliy) Ac No. 3 of 1. Inroducion Secion 7 of he Fiscal Managemen
More informationREPUBLIC OF KENYA MINISTRY OF FINANCE MONTHLY DEBT BULLETIN
REPUBLIC OF KENYA MINISTRY OF FINANCE MONTHLY DEBT BULLETIN MARCH 2012 1.0 PUBLIC DEBT 1.1 Inroducion As a end March 2012, public and publicly guaraneed deb sood a Kshs 1,564.20 billion or 46.9 percen
More informationPrice and Volume Measures
8 Price and Volume Measures Price and volume measures in he QNA should be derived from observed price and volume daa and be consisen wih corresponding annual measures. This chaper examines specific aspecs
More informationAnticipation Effects in Fiscal
Anicipaion Effecs in Fiscal Ramey QJE (211) .5.4.5.6.7 1 Defense Spending During Korean War Defense Spending During Vienam War 1948 1949 195 1951 1952 1953 1954 1955 1964 1965 1966 1967 1968 1969 197 -.1
More informationEconomic Growth Continued: From Solow to Ramsey
Economic Growh Coninued: From Solow o Ramsey J. Bradford DeLong May 2008 Choosing a Naional Savings Rae Wha can we say abou economic policy and long-run growh? To keep maers simple, le us assume ha he
More informationOFFICIAL INFORMATION OF THE CZECH NATIONAL BANK of 24 October 2017
OFFICIAL INFORMATION OF THE CZECH NATIONAL BANK of 24 Ocober 2017 regarding Aricles 23, 24 and 25 of Ac No. 6/1993 Coll., on he Czech Naional Bank, as amended, and regarding Decree No. 253/2013 Coll.,
More informationFundamental Basic. Fundamentals. Fundamental PV Principle. Time Value of Money. Fundamental. Chapter 2. How to Calculate Present Values
McGraw-Hill/Irwin Chaper 2 How o Calculae Presen Values Principles of Corporae Finance Tenh Ediion Slides by Mahew Will And Bo Sjö 22 Copyrigh 2 by he McGraw-Hill Companies, Inc. All righs reserved. Fundamenal
More informationParameters of the IRB Approach. 1. Class of exposures to central governments and central banks, exposures to institutions or corporate exposures
Annex 13 Parameers of he IRB Approach I. The PD value 1. Class of exposures o cenral governmens and cenral bans, exposures o insiuions or corporae exposures a) The PD value for an exposure o an insiuion
More informationPredictive Analytics : QM901.1x Prof U Dinesh Kumar, IIMB. All Rights Reserved, Indian Institute of Management Bangalore
Predicive Analyics : QM901.1x All Righs Reserved, Indian Insiue of Managemen Bangalore Predicive Analyics : QM901.1x Those who have knowledge don predic. Those who predic don have knowledge. - Lao Tzu
More informationAsymmetric price transmission in the Japanese seafood value chain
IIFET 202, Tanzania, 20 July 202 Asymmeric price ransmission in he Japanese seafood value chain - Analyses focusing on six fish species - Yuaro Sakai Toru Nakajima 2 Takahiro Masui 3 Nobuyuki Yagi 2 Universiy
More informationMacroeconomics. Typical macro questions (I) Typical macro questions (II) Methodology of macroeconomics. Tasks carried out by macroeconomists
Macroeconomics Macroeconomics is he area of economics ha sudies he overall economic aciviy in a counry or region by means of indicaors of ha aciviy. There is no essenial divide beween micro and macroeconomics,
More informationCHAPTER CHAPTER18. Openness in Goods. and Financial Markets. Openness in Goods, and Financial Markets. Openness in Goods,
Openness in Goods and Financial Markes CHAPTER CHAPTER18 Openness in Goods, and Openness has hree disinc dimensions: 1. Openness in goods markes. Free rade resricions include ariffs and quoas. 2. Openness
More informationCHAPTER 3 How to Calculate Present Values. Answers to Practice Questions
CHAPTER 3 How o Calculae Presen Values Answers o Pracice Quesions. a. PV $00/.0 0 $90.53 b. PV $00/.3 0 $9.46 c. PV $00/.5 5 $ 3.5 d. PV $00/. + $00/. + $00/. 3 $40.8. a. DF + r 0.905 r 0.050 0.50% b.
More informationCHAPTER CHAPTER26. Fiscal Policy: A Summing Up. Prepared by: Fernando Quijano and Yvonn Quijano
Fiscal Policy: A Summing Up Prepared by: Fernando Quijano and vonn Quijano CHAPTER CHAPTER26 2006 Prenice Hall usiness Publishing Macroeconomics, 4/e Olivier lanchard Chaper 26: Fiscal Policy: A Summing
More informationMethodological description of the Trend indicator of Output
1(17) Mehodological of he Trend indicaor of Oupu Chaper 1 Chaper 2 Chaper 3 Chaper 4 Overview of he Trend Indicaor of Oupu Publicaion imeable, revisions policy and disseminaion of he Trend Indicaor of
More informationAdvanced Forecasting Techniques and Models: Time-Series Forecasts
Advanced Forecasing Techniques and Models: Time-Series Forecass Shor Examples Series using Risk Simulaor For more informaion please visi: www.realopionsvaluaion.com or conac us a: admin@realopionsvaluaion.com
More informationTHE USE OF CHAIN INDICES IN THE NETHERLANDS. Sake de Boer. Jan van Dalen. Piet Verbiest
THE USE OF CHAIN INDICES IN THE NETHERLANDS Sake de Boer Jan van Dalen Pie Verbies December, 1996 Paper o be presened a he Conference on Measuremen problems and economeric modeling, Isiuo Nazionale di
More informationService producer price index (SPPI) for storage and warehousing Industry description for SNI group SPPI report no 14
Service producer price index (SPPI) for sorage and warehousing Indusry descripion for SNI group 63.12 SPPI repor no 14 Kaarina Båh Chrisian Schoulz Service producer price index (SPPI), Price programme,
More informationDescription of the CBOE S&P 500 2% OTM BuyWrite Index (BXY SM )
Descripion of he CBOE S&P 500 2% OTM BuyWrie Index (BXY SM ) Inroducion. The CBOE S&P 500 2% OTM BuyWrie Index (BXY SM ) is a benchmark index designed o rack he performance of a hypoheical 2% ou-of-he-money
More informationCross-Sectional Asset Pricing with Individual Stocks: Betas versus Characteristics. Tarun Chordia, Amit Goyal, and Jay Shanken
Cross-Secional Asse Pricing wih Individual Socks: Beas versus Characerisics Tarun Chordia, Ami Goyal, and Jay Shanken Main quesion Are expeced reurns relaed o Risk/beas, OR Characerisics If boh, which
More informationIntersectoral labor mobility and deforestation in Ghana
Inersecoral labor mobiliy and deforesaion in Ghana VICTOR OWUSU, Corresponding uhor Deparmen of griculural Economics, gribusiness and Exension, Kwame Nkrumah Universiy of Science and Technology, Kumasi,
More informationNBER WORKING PAPER SERIES THE MARGINAL PRODUCTS OF RESIDENTIAL AND NON-RESIDENTIAL CAPITAL THROUGH Casey B. Mulligan Luke Threinen
NBER WORKING PAPER SERIES THE MARGINAL PRODUCTS OF RESIDENTIAL AND NON-RESIDENTIAL CAPITAL THROUGH 2009 Casey B. Mulligan Luke Threinen Working Paper 15897 hp://www.nber.org/papers/w15897 NATIONAL BUREAU
More informationIntroduction. Enterprises and background. chapter
NACE: High-Growh Inroducion Enerprises and background 18 chaper High-Growh Enerprises 8 8.1 Definiion A variey of approaches can be considered as providing he basis for defining high-growh enerprises.
More information1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS
1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS Fixed asses represen a par of he business asses of he company and is long-erm propery, which canno be easily liquidaed (convered ino cash). Their characerisics
More informationMortality in the Nordic countries Sweden. IAA Life 2007, Stockholm Ellinor Forslund
Moraliy in he Nordic counries Sweden IAA Life 2007, Sockholm Ellinor Forslund Ouline Background Mehodology Daa Resuls Conclusions Background Mehodology Daa Resuls Conlusions The need of a new common moraliy
More informationSuggested Template for Rolling Schemes for inclusion in the future price regulation of Dublin Airport
Suggesed Templae for Rolling Schemes for inclusion in he fuure price regulaion of Dublin Airpor. In line wih sandard inernaional regulaory pracice, he regime operaed since 00 by he Commission fixes in
More informationChapter 12 Fiscal Policy, page 1 of 8
Chaper 12 Fiscal olicy, page 1 of 8 fiscal policy and invesmen: fiscal policy refers o governmen policy regarding revenue and expendiures fiscal policy is under he capial resources secion of he ex because
More informationPinaki Chakraborty Ujjaini Datta
REVENUE IMPLICATIONS OF INTRODUCING VALUE ADDED TAX AT STATE LEVEL Pinaki Chakrabory Ujjaini Daa Naional Insiue of Public Finance and Policy New Delhi Ocober, 2004 Preface The Naional Insiue of Public
More information7 pages 1. Hull and White Generalized model. Ismail Laachir. March 1, Model Presentation 1
7 pages 1 Hull and Whie Generalized model Ismail Laachir March 1, 212 Conens 1 Model Presenaion 1 2 Calibraion of he model 3 2.1 Fiing he iniial yield curve................... 3 2.2 Fiing he caple implied
More informationA Decision Model for Investment Timing Using Real Options Approach
A Decision Model for Invesmen Timing Using Real Opions Approach Jae-Han Lee, Jae-Hyeon Ahn Graduae School of Managemen, KAIST 207-43, Cheongrangri-Dong, Dongdaemun-Ku, Seoul, Korea ABSTRACT Real opions
More informationMacroeconomics II THE AD-AS MODEL. A Road Map
Macroeconomics II Class 4 THE AD-AS MODEL Class 8 A Road Map THE AD-AS MODEL: MICROFOUNDATIONS 1. Aggregae Supply 1.1 The Long-Run AS Curve 1.2 rice and Wage Sickiness 2.1 Aggregae Demand 2.2 Equilibrium
More informationQuadratic Function Models
Quadraic Funcion Models Frank C. Wilson For noncommercial use 19 Tenpin Bowling Membership as a funcion of Bowling Esablishmens (Quadraic) Source: Saisical Absrac of he Unied Saes, 006, Table 134 (Since
More informationRobust localization algorithms for an autonomous campus tour guide. Richard Thrapp Christian Westbrook Devika Subramanian.
Robus localizaion algorihms for an auonomous campus our guide Richard Thrapp Chrisian Wesbrook Devika Subramanian Rice Universiy Presened a ICRA 200 Ouline The ask and is echnical challenges The localizaion
More informationSTATIONERY REQUIREMENTS SPECIAL REQUIREMENTS 20 Page booklet List of statistical formulae New Cambridge Elementary Statistical Tables
ECONOMICS RIPOS Par I Friday 7 June 005 9 Paper Quaniaive Mehods in Economics his exam comprises four secions. Secions A and B are on Mahemaics; Secions C and D are on Saisics. You should do he appropriae
More informationDeterminants of the Long-Run Growth Rate of Libya
Inernaional Journal of Business and Social Science Vol. 5, No. 5; April 2014 Deerminans of he Long-Run Growh Rae of Libya Mohamed Fargani PhD Candidae - School of Business Universiy of Wesern Sydney Ausralia
More informationData Appendix What Can We Learn from the Current Crisis in Argentina? Timothy J. Kehoe
Daa Appendix Wha Can We Learn from he Curren Crisis in Argenina? Timohy J. Kehoe Original Daa: Descripion O.1 GDP, Unied Saes (millions of 1990 Geary-Khamis Dollars) O.2 GDP Volume Index, Unied Saes (2000
More informationA Note on Missing Data Effects on the Hausman (1978) Simultaneity Test:
A Noe on Missing Daa Effecs on he Hausman (978) Simulaneiy Tes: Some Mone Carlo Resuls. Dikaios Tserkezos and Konsaninos P. Tsagarakis Deparmen of Economics, Universiy of Cree, Universiy Campus, 7400,
More informationTHE TWO-PERIOD MODEL (CONTINUED)
GOVERNMENT AND FISCAL POLICY IN THE TWO-PERIOD MODEL (CONTINUED) MAY 25, 20 A Governmen in he Two-Period Model ADYNAMIC MODEL OF THE GOVERNMENT So far only consumers in our wo-period framework Inroduce
More informationEstimating Earnings Trend Using Unobserved Components Framework
Esimaing Earnings Trend Using Unobserved Componens Framework Arabinda Basisha and Alexander Kurov College of Business and Economics, Wes Virginia Universiy December 008 Absrac Regressions using valuaion
More informationBalance of Payments. Third quarter 2008
Balance of Paymens Third quarer 2008 Balance of Paymens Third quarer 2008 Saisics Sweden 2008 Balance of Paymens. Third quarer 2008 Saisics Sweden 2008 Producer Saisics Sweden, Balance of Paymens and
More informationExtended Business Sector Data on Outputs and Inputs for the U.S.:
1 Exended Business Secor Daa on Oupus and Inpus for he U.S.: 1987-2011 W. Erwin Diewer, 1 Discussion Paper 13-01, School of Economics, Universiy of Briish Columbia, Vancouver, Canada, V6T 1Z1. Email: diewer@econ.ubc.ca
More informationAn Indian Journal FULL PAPER. Trade Science Inc. The principal accumulation value of simple and compound interest ABSTRACT KEYWORDS
[Type ex] [Type ex] [Type ex] ISSN : 0974-7435 Volume 0 Issue 8 BioTechnology 04 An Indian Journal FULL PAPER BTAIJ, 08), 04 [0056-006] The principal accumulaion value of simple and compound ineres Xudong
More informationUse of Inspections as a Risk Mitigation Tool. Dr. Lawrence E. Day - CSQA, PMP
Use of Inspecions as a Risk Miigaion Tool Dr. Lawrence. Day - CSQA, PMP Agenda AT and Inspecion Overview AT S/W Applicaion Inspecion Lessons Learned Inspecion Manufacuring Process Summary 2 Inspecion Overview
More informationCOMBINATIONS OF HIGH AND LOW FREQUENCY DATA IN MACROECONOMETRIC MODELS
1 CHAPTER 1 COMBINATIONS OF HIGH AND LOW FREQUENCY DATA IN MACROECONOMETRIC MODELS L.R. Klein and E. Sojo, Universiy of Pennsylvania 1. ECONOMETRIC PRACTICE Economericians who ry o follow and projec he
More informationCity of Tacoma General Fund Rating of Budget Polices and Practices Recommendations Fiscal Sustainability Task Force October 16, 2013
Revised o include voes from he Ocober 16, 2013 meeing Fund Raing of Budge Polices and Pracices s Fiscal Susainabiliy Task Force Ocober 16, 2013 On Sepember 25, 2013 he Fiscal Susainabiliy Task Force was
More informationIMPACTS OF FINANCIAL DERIVATIVES MARKET ON OIL PRICE VOLATILITY. Istemi Berk Department of Economics Izmir University of Economics
IMPACTS OF FINANCIAL DERIVATIVES MARKET ON OIL PRICE VOLATILITY Isemi Berk Deparmen of Economics Izmir Universiy of Economics OUTLINE MOTIVATION CRUDE OIL MARKET FUNDAMENTALS LITERATURE & CONTRIBUTION
More informationForecasting of Intermittent Demand Data in the Case of Medical Apparatus
ISSN: 39-5967 ISO 900:008 Cerified Inernaional Journal of Engineering Science and Innovaive Technology (IJESIT) Volume 3, Issue, March 04 Forecasing of Inermien Demand Daa in he Case of Medical Apparaus
More informationAn Empirical Analysis of Macrocosmic Response to Crude oil price volatility in. China by using the Input-output Models. Jing He *
An Empirical Analysis of acrocosmic Response o Crude oil price volailiy in China by using he Inpu-oupu odels Jing He * Absrac. Alhough he use of he inpu-oupu price model has been widely appreciaed in public
More informationIndex of Retail Sales Norway
2010 Voorburg Group Meeing Vienna, 20-24 Sepember 2010 Mini presenaion Index of Reail Sales Norway Session on disribuive rades Saisics Norway Linda V.M. Præsiin and Øyvind S. Bolsgård Linda.Praesiin@ssb.no,
More informationSubdivided Research on the Inflation-hedging Ability of Residential Property: A Case of Hong Kong
Subdivided Research on he -hedging Abiliy of Residenial Propery: A Case of Hong Kong Guohua Huang 1, Haili Tu 2, Boyu Liu 3,* 1 Economics and Managemen School of Wuhan Universiy,Economics and Managemen
More informationDetermination Forecasting Sporadic Demand in Supply Chain Management
07 Published in 5h Inernaional Symposium on Innovaive Technologies in Engineering and Science 9-30 Sepember 07 (ISITES07 Baku - Azerbaijan Deerminaion Forecasing Sporadic Demand in Supply Chain Managemen
More informationInfluence of Inefficiency in Government Expenditure on the Multiplier of Public Investment
Influence of Inefficiency in Governmen Expendiure on he Muliplier of Public Invesmen Shigeaki Ogibayashi, Kosei Takashima shigeaki.ogibayashi@i-chiba.ac.jp, kosei.akashima@p.chibakoudai.jp School of Social
More informationOptimal Growth Taxation
www.sciedu.ca/rwe Research in World Economy Vol., No. ; March 0 Opimal Growh axaion Marcus Davidsson Nygaan 7 55 6 Jonkoping, Sweden E-mail: davidsson_marcus@homail.com Received: December, 0 Acceped: January
More informationMODELLING THE DEVELOPMENT OF EGGS PRICES IN THE CR
MODELLING THE DEVELOPMENT OF EGGS PRICES IN THE CR Marie Pechrová a, Ondřej Šimpach b a Insiue of Agriculural Economics and Informaion, b Universiy of Economics, Prague pechrova.marie@uzei.cz, ondrej.simpach@vse.cz
More informationDEBT INSTRUMENTS AND MARKETS
DEBT INSTRUMENTS AND MARKETS Zeroes and Coupon Bonds Zeroes and Coupon Bonds Ouline and Suggesed Reading Ouline Zero-coupon bonds Coupon bonds Bond replicaion No-arbirage price relaionships Zero raes Buzzwords
More informationPrediction of Rain-fall flow Time Series using Auto-Regressive Models
Available online a www.pelagiaresearchlibrary.com Advances in Applied Science Research, 2011, 2 (2): 128-133 ISSN: 0976-8610 CODEN (USA): AASRFC Predicion of Rain-fall flow Time Series using Auo-Regressive
More informationFinancial Development and Tax Revenue Nexus in Turkey
Journal of Economics and Developmen Sudies March 216, Vol. 4, No. 1, pp. 13-18 ISSN: 2334-2382 (Prin), 2334-239 (Online) Copyrigh The Auhor(s). All Righs Reserved. Published by American Research Insiue
More informationWorking Paper Series. Costs of Inflation in Japan: Tax and Resource Allocation
Working Paper Series Coss of Inflaion in Japan: Tax and Resource Allocaion Kozo Ueda Working Paper 0-0 Research and Saisics Deparmen Bank of Japan C.P.O BOX 03 TOKYO 00-8630 JAPAN e-mail:kouzou.ueda@boj.or.jp
More informationInflation Accounting. Advanced Financial Accounting
Inflaion Accouning Advanced Financial Accouning Inflaion: Definiions Decrease in purchasing power of money due o an increase in he general price level A process of seadily rising prices resuling in diminishing
More informationAn Introduction to PAM Based Project Appraisal
Slide 1 An Inroducion o PAM Based Projec Appraisal Sco Pearson Sanford Universiy Sco Pearson is Professor of Agriculural Economics a he Food Research Insiue, Sanford Universiy. He has paricipaed in projecs
More information(Non-legislative acts) GUIDELINES
23.8.2011 Official Journal of he European Union L 217/1 II (Non-legislaive acs) GUIDELINES GUIDELINE OF THE EUROPEAN CTRAL BANK of 30 June 2011 amending Guideline ECB/2008/8 on daa collecion regarding
More informationECONOMIC GROWTH. Student Assessment. Macroeconomics II. Class 1
Suden Assessmen You will be graded on he basis of In-class aciviies (quizzes worh 30 poins) which can be replaced wih he number of marks from he regular uorial IF i is >=30 (capped a 30, i.e. marks from
More informationSolve each equation Solve each equation. lne 38. Solve each equation.
WS- Eponen/Log Review Day This should be done WITHOUT using your calculaor. Solve each equaion.. Simplify... n y y9. 7 7. Change each equaion o logarihmic form. 7.. 9.. 0. 9 Change each equaion o eponenial
More informationFinance Solutions to Problem Set #6: Demand Estimation and Forecasting
Finance 30210 Soluions o Problem Se #6: Demand Esimaion and Forecasing 1) Consider he following regression for Ice Cream sales (in housands) as a funcion of price in dollars per pin. My daa is aken from
More informationANALYZING THE RELATIONSHIP BETWEEN PUBLIC AND EXTERNAL DEBT SUSTAINABILITY: CASE STUDY ROMANIA
ANALYZING THE RELATIONSHIP BETWEEN PUBLIC AND EXTERNAL DEBT SUSTAINABILITY: CASE STUDY ROMANIA Campeanu Emilia Academy of Economic Sudies Buchares, Faculy of Finance, Insurance, Banking, and Sock Exchanges,
More informationOPTIMUM FISCAL AND MONETARY POLICY USING THE MONETARY OVERLAPPING GENERATION MODELS
Kuwai Chaper of Arabian Journal of Business and Managemen Review Vol. 3, No.6; Feb. 2014 OPTIMUM FISCAL AND MONETARY POLICY USING THE MONETARY OVERLAPPING GENERATION MODELS Ayoub Faramarzi 1, Dr.Rahim
More informationTHE USE OF QUALITATIVE INFORMATION FOR FORECASTING EXPORTS *
Aricles Winer 2006 THE USE OF QUALITATIVE INFORMATION FOR FORECASTING EXPORTS * Fáima Cardoso** Cláudia Duare** 1. INTRODUCTION The analysis of he evoluion of exernal rade, in paricular of expors, is very
More informationExam 1. Econ520. Spring 2017
Exam 1. Econ520. Spring 2017 Professor Luz Hendricks UNC Insrucions: Answer all quesions. Clearly number your answers. Wrie legibly. Do no wrie your answers on he quesion shees. Explain your answers do
More informationFiscal policy & public debt.
Fiscal policy & public deb. Plan of oday s lecure Definiions Public deb dynamics Fiscal policy & aggregae demand a shor reminder. The size of he public secor in XX cenury. Kraj 93 920 937 960 970 980 990
More informationForecasting Sales: Models, Managers (Experts) and their Interactions
Forecasing Sales: Models, Managers (Expers) and heir Ineracions Philip Hans Franses Erasmus School of Economics franses@ese.eur.nl ISF 203, Seoul Ouline Key issues Durable producs SKU sales Opimal behavior
More information