Impact of computers and Internet access on economic development in Poland

Size: px
Start display at page:

Download "Impact of computers and Internet access on economic development in Poland"

Transcription

1 Jan Grzegorek Impact of computers and Internet access on economic development in Poland Warszawa 1

2 The purpose and objective of the work Investigated the relationship between the statistics of the households equipped with computers and computers with Internet access and various economic indicators. It is the first of this type of disertation in the country. 2

3 Justification for the choice of the topic The increase of the knowledge value The demand for IT education egovernment - Access to the electronic public administration ecommerce - shopping and other services on the Internet Teleworking Hence the resulting research questions 3

4 Research Questions What are the characteristics of households using the computer and a computer with Internet access in Poland? Does the equipment of households in the computer and a computer with Internet access affect the economy in Poland? What is the delay between the equipment of households in the computer and a computer with Internet access in Poland? What is the Polish comparison with the world? 4

5 Data Source for analysing Research CBOS, GUS and other achieved in recent years among residents of Poland. The statistics available on the website Statistical Yearbooks Data available on the Internet 5

6 Investigate of statistics dependences Households using personal computers and computers with access to the Internet Number of Enterprises of the Economy Scope of Gross Domestic Product Scope of Fixed Assets Population size 6

7 How investigated Analysis of the size of their economic characteristics. Gather data to study the statistical series. The estimation of the size of the test for the period using statistics. The study of correlation and regression between the data. 7

8 Territorial range Voivodships DOLNOŚLĄSKIE KUJAWSKO-POMORSKIE LUBELSKIE LUBUSKIE ŁÓDZKIE MAZOWIECKIE MAŁOPOLSKIE OPOLSKIE PODKARPACKIE PODLASKIE POMORSKIE ŚWIĘTOKRZYSKIE ŚLĄSKIE WARMIŃSKO-MAZURSKIE WIELKOPOLSKIE ZACHODNIOPOMORSKIE Regions Region centralny * Region południowy * Region wschodni * Region północno-zachodni * Region południowo-zachodni * Region północny * Polska World - ITU * * In preparation 8

9 Statistical Tables containing statistical series 9

10 Raw data for Poland No Year Population Households using a personal computer Households using an Internet Economic enterprises Gross Domestic Product [mln zl] Fixed Assets [thousand zl] ,70% 12,80% ,90% 16,90% ,60% 22,50% ,70% 28,40%

11 Raw data Central Region No Year Population Households using a personal computer Households using an Internet Economic enterprises Gross Domestic Product [mln zl] Fixed Assets [thousand zl] , , , , ,90% 15,60% , ,90% 18,20% , ,60% 23,90% , ,70% 30,10% ,

12 Raw data Mazowieckie Voivodships No Year Population Households using a personal computer Households using an Internet Economic enterprises Gross Domestic Product [mln zl] Fixed Assets [thousand zl] , , , , ,80% 16,00% , ,80% 20,20% , ,00% 26,90% , ,00% 32,50% ,

13 The estimation of the variables tested 13

14 Introduction Statistical Tables containing statistical series are incomplete. They contain fragmentary data. To complement the estimation we made to regard to linear and non-linear nature of the models and test size. 14

15 Using Mathematic In economics as in most natural scientific disciplines observed mathematization description of phenomena. This is a result of a certain level of development of the theory of this discipline, allowing formalization considerations. 15

16 Mathematical models used in disertation Linear function is used to describe Population Gros Domestic Product Fixed Assets Sigmoidal Personal computers (used in households share in % of them) Internet (used in households share in % of them) Log Enterprises It means that the type of curve give the best estimatation of presented data. 16

17 A sigmoid model A sigmoidal function is a mathematical function that produce sigmoid curve havig an S shape define by the formula. It is used to explain process which changing first slowly next grow up rapidly to duration and then changing slowly. 17

18 A linear model A sigmoidal function is a mathematical function that produce linear curve define by the formula. It is used to explain process which changing first slowly next grow up rapidly to duration and then changing slowly. Y=a*x+b 18

19 A log model A log function is a mathematical function that produce log curve havig shape define by the formula. It is used to explain process which changing slowly then linear Y= a + b*ln(x) 19

20 The population graph Population Estimation y = *x ,8 R = 0, Raw data Estimated data 20

21 Households using personal computer graph Estimation y = 1/(1+25,2*exp(-0,25*x)) alpha=

22 Hoseholds using personal computers with access to the Internet graph Estimation y = 1/(1+135,4*exp(-0,33*x)) alpha=

23 Delay between using coputers and Internet graph 1,5 years 4 years 2 years 23

24 Enterprises of the Economy graph Enterprises of the Economy Estimation y=674940,9*log(x) ,8 alpha= Raw Data Estimated Data 24

25 Gross Domestic Product graph Gross Domestic Product Estimation y = *x R = 0, Raw Data Estimated Data 25

26 Fixed Assets graph Estimation y = *x R = 0,99 26

27 The study of correlation and regression between the data 27

28 Correlation between Enterprises of Economy and Computers graph Correlation between Enterprises of Economy and computers Correlation y = *log10(x) R=0,96 Correlation y= *x R= 0,90 0 4,85% 6,14% 7,74% 9,72% 12,14% 15,05% 18,52% 22,58% 27,23% 32,44% 38,12% 44,14% 50,35% 56,54% 62,53% 68,17% 73,31% 77,90% 81,89% 85,30% 88,16% 90,52% 92,45% 94,02% 95,28% 96,28% Estimated Enterprises of the Economy Non Linear Regression Linear Regression 28

29 Summary Based on analysis of the issues related to the use of computers and the use of the Internet a logistic model was chosen as well fitting to even scarce data and thus most suitable for forecasting of these events. Analyses include diverse models of computer use and Internet access The the impact of computer use and Internet access on economic indicators in Poland is strong and important statically The analysis was performed using the program Statistica version 7.0 using various statistical models. 29

30 Internet users per 100 inhabitants in years (source ITU) ITU 100,0% 90,0% 80,0% 70,0% 60,0% 50,0% 40,0% 30,0% 20,0% 10,0% 0,0% World Developed Developing 30

31 Conclusions A study of time series of selected indicators shows good approximation with logistic or linear models, even if the data is scarce A study of statistical dependence between households equipped with computers or computers with Internet access and selected economic indicators shows very strong correlation between them. This is the first such survey in Poland. 31

African Swine Fever Virus in Poland between the years

African Swine Fever Virus in Poland between the years Foto. Shutterstock African Swine Fever Virus in Poland between the years 2014-2017 Roman Dziedzic Bartłomiej Popczyk Polish Hunting Association African Swine Fever Virus in Poland between the years 2014-2017

More information

save percentages? (Name) (University)

save percentages? (Name) (University) 1 IB Maths Essay: What is the correlation between the height of football players and their save percentages? (Name) (University) Table of Contents Raw Data for Analysis...3 Table 1: Raw Data...3 Rationale

More information

Traffic safety developments in Poland

Traffic safety developments in Poland Traffic safety developments in Poland Siem Oppe D-2001-8 Traffic safety developments in Poland A research note D-2001-8 Siem Oppe Leidschendam, 2001 SWOV Institute for Road Safety Research, The Netherlands

More information

DEVELOPMENT OF A SET OF TRIP GENERATION MODELS FOR TRAVEL DEMAND ESTIMATION IN THE COLOMBO METROPOLITAN REGION

DEVELOPMENT OF A SET OF TRIP GENERATION MODELS FOR TRAVEL DEMAND ESTIMATION IN THE COLOMBO METROPOLITAN REGION DEVELOPMENT OF A SET OF TRIP GENERATION MODELS FOR TRAVEL DEMAND ESTIMATION IN THE COLOMBO METROPOLITAN REGION Ravindra Wijesundera and Amal S. Kumarage Dept. of Civil Engineering, University of Moratuwa

More information

a) List and define all assumptions for multiple OLS regression. These are all listed in section 6.5

a) List and define all assumptions for multiple OLS regression. These are all listed in section 6.5 Prof. C. M. Dalton ECN 209A Spring 2015 Practice Problems (After HW1, HW2, before HW3) CORRECTED VERSION Question 1. Draw and describe a relationship with heteroskedastic errors. Support your claim with

More information

The risk assessment of ships manoeuvring on the waterways based on generalised simulation data

The risk assessment of ships manoeuvring on the waterways based on generalised simulation data Safety and Security Engineering II 411 The risk assessment of ships manoeuvring on the waterways based on generalised simulation data L. Gucma Maritime University of Szczecin, Poland Abstract This paper

More information

Available online at ScienceDirect. Transportation Research Procedia 20 (2017 )

Available online at  ScienceDirect. Transportation Research Procedia 20 (2017 ) Available online at www.sciencedirect.com ScienceDirect Transportation Research Procedia 20 (2017 ) 709 716 12th International Conference "Organization and Traffic Safety Management in Large Cities", SPbOTSIC-2016,

More information

More information at Global and Chinese Whey Protein Ingredients Industry, 2016 Market Research Report

More information at   Global and Chinese Whey Protein Ingredients Industry, 2016 Market Research Report Report Information More information at https://www.htfmarketreport.com/reports/112584 Global and Chinese Whey Protein Ingredients Industry, 2016 Market Research Report Report Code: HTF112584 Pages: 150

More information

Boyle s Law: Pressure-Volume Relationship in Gases. PRELAB QUESTIONS (Answer on your own notebook paper)

Boyle s Law: Pressure-Volume Relationship in Gases. PRELAB QUESTIONS (Answer on your own notebook paper) Boyle s Law: Pressure-Volume Relationship in Gases Experiment 18 GRADE LEVEL INDICATORS Construct, interpret and apply physical and conceptual models that represent or explain systems, objects, events

More information

Announcements. Lecture 19: Inference for SLR & Transformations. Online quiz 7 - commonly missed questions

Announcements. Lecture 19: Inference for SLR & Transformations. Online quiz 7 - commonly missed questions Announcements Announcements Lecture 19: Inference for SLR & Statistics 101 Mine Çetinkaya-Rundel April 3, 2012 HW 7 due Thursday. Correlation guessing game - ends on April 12 at noon. Winner will be announced

More information

2018 NorthWestern Energy Montana 20-Year Load Forecast ETAC February 28, 2018 (Subject to Revision)

2018 NorthWestern Energy Montana 20-Year Load Forecast ETAC February 28, 2018 (Subject to Revision) 2018 NorthWestern Energy Montana 20-Year Load Forecast ETAC February 28, 2018 (Subject to Revision) 1 Table of Contents Peak and Energy Forecast Drivers (modeled) 1. Customer forecast 2. Normal weather

More information

The Economic Factors Analysis in Olympic Game

The Economic Factors Analysis in Olympic Game ISSN 0- (print) International Journal of Sports Science and Engineering Vol. 0 (0) No. 0, pp. - The Economic Factors Analsis in Olmpic Game Yong Jiang, Tingting Ma, Zhe Huang Facult of Mathematics and

More information

DOI /HORIZONS.B P23 UDC : (497.11) PEDESTRIAN CROSSING BEHAVIOUR AT UNSIGNALIZED CROSSINGS 1

DOI /HORIZONS.B P23 UDC : (497.11) PEDESTRIAN CROSSING BEHAVIOUR AT UNSIGNALIZED CROSSINGS 1 DOI 10.20544/HORIZONS.B.03.1.16.P23 UDC 656.142.054:159.922(497.11) PEDESTRIAN CROSSING BEHAVIOUR AT UNSIGNALIZED CROSSINGS 1 JelenaMitrovićSimić 1, Valentina Basarić, VukBogdanović Department of Traffic

More information

Palythoa Abundance and Coverage in Relation to Depth

Palythoa Abundance and Coverage in Relation to Depth Palythoa Abundance and Coverage in Relation to Depth Foisy, Mia 02//208 Foisy, Mia Masternaut Project 02//208 Palythoa Abundance and Coverage in Relation to Depth Abstract: Palythoa abundance and coverage

More information

TRANSPORTATION TOMORROW SURVEY

TRANSPORTATION TOMORROW SURVEY Clause No. 15 in Report No. 7 of was adopted, without amendment, by the Council of The Regional Municipality of York at its meeting held on April 17, 2014. 15 2011 TRANSPORTATION TOMORROW SURVEY recommends

More information

Ridership Demand Analysis for Palestinian Intercity Public Transport

Ridership Demand Analysis for Palestinian Intercity Public Transport Ridership Demand Analysis for Palestinian Intercity Public Transport Khaled A. Al-Sahili and Abdelmajid H. Sadeq An-Najah National University Abstract This article presents results of research to study

More information

Jarosław W. Przybytniowski University Jan Kochanowski in Kielce; European Business Club Association, Castel Oedheim

Jarosław W. Przybytniowski University Jan Kochanowski in Kielce; European Business Club Association, Castel Oedheim Securitologia No 1/2016 Jarosław W. Przybytniowski University Jan Kochanowski in Kielce; European Business Club Association, Castel Oedheim Wioletta M. Pacholarz European Business Club Association, Castel

More information

Chapter 12 Practice Test

Chapter 12 Practice Test Chapter 12 Practice Test 1. Which of the following is not one of the conditions that must be satisfied in order to perform inference about the slope of a least-squares regression line? (a) For each value

More information

OR DUNGENESS CRAB FISHERY:

OR DUNGENESS CRAB FISHERY: E 55 OR DUNGENESS CRAB FISHERY: an economic analysis of productivity and profitability David S. Liao Joe B. Stevens OREGON STATE UNIVERSITY SEA GRANT COLLEGE PROGRAM Publication no. ORESU-T-75-005 AGRICULTURAL

More information

ISDS 4141 Sample Data Mining Work. Tool Used: SAS Enterprise Guide

ISDS 4141 Sample Data Mining Work. Tool Used: SAS Enterprise Guide ISDS 4141 Sample Data Mining Work Taylor C. Veillon Tool Used: SAS Enterprise Guide You may have seen the movie, Moneyball, about the Oakland A s baseball team and general manager, Billy Beane, who focused

More information

USING A CALCULATOR TO INVESTIGATE WHETHER A LINEAR, QUADRATIC OR EXPONENTIAL FUNCTION BEST FITS A SET OF BIVARIATE NUMERICAL DATA

USING A CALCULATOR TO INVESTIGATE WHETHER A LINEAR, QUADRATIC OR EXPONENTIAL FUNCTION BEST FITS A SET OF BIVARIATE NUMERICAL DATA USING A CALCULATOR TO INVESTIGATE WHETHER A LINEAR, QUADRATIC OR EXPONENTIAL FUNCTION BEST FITS A SET OF BIVARIATE NUMERICAL DATA Jackie Scheiber RADMASTE, Wits University Jackie.scheiber@wits.ac.za Target

More information

TRIP GENERATION RATES FOR SOUTH AFRICAN GOLF CLUBS AND ESTATES

TRIP GENERATION RATES FOR SOUTH AFRICAN GOLF CLUBS AND ESTATES TRIP GENERATION RATES FOR SOUTH AFRICAN GOLF CLUBS AND ESTATES M M Withers and C J Bester Department of Civil Engineering University of Stellenbosch, Private Bag X1, Matieland, 7602 ABSTRACT There has

More information

A location model for pedestrian crossings in arterial streets

A location model for pedestrian crossings in arterial streets A location model for pedestrian crossings in arterial streets B. Amini¹ & H. Ghahramani² ¹Department of Civil Engineering, International University of Imam Khomeini, Iran ²Iran University of Science and

More information

Influence of the size of a nation s population on performances in athletics

Influence of the size of a nation s population on performances in athletics Influence of the size of a nation s population on performances in athletics N.P. Linthorne* *Centre for Sports Medicine and Human Performance, School of Sport and Education, Brunel University, Uxbridge,

More information

A Study of Olympic Winning Times

A Study of Olympic Winning Times Connecting Algebra 1 to Advanced Placement* Mathematics A Resource and Strategy Guide Updated: 05/15/ A Study of Olympic Winning Times Objective: Students will graph data, determine a line that models

More information

8th Grade. Data.

8th Grade. Data. 1 8th Grade Data 2015 11 20 www.njctl.org 2 Table of Contents click on the topic to go to that section Two Variable Data Line of Best Fit Determining the Prediction Equation Two Way Table Glossary Teacher

More information

PSY201: Chapter 5: The Normal Curve and Standard Scores

PSY201: Chapter 5: The Normal Curve and Standard Scores PSY201: Chapter 5: The Normal Curve and Standard Scores Introduction: Normal curve + a very important distribution in behavior sciences + three principal reasons why... - 1. many of the variables measured

More information

Running head: DATA ANALYSIS AND INTERPRETATION 1

Running head: DATA ANALYSIS AND INTERPRETATION 1 Running head: DATA ANALYSIS AND INTERPRETATION 1 Data Analysis and Interpretation Final Project Vernon Tilly Jr. University of Central Oklahoma DATA ANALYSIS AND INTERPRETATION 2 Owners of the various

More information

Guide to using the System Page 1

Guide to using the System Page 1 Guide to using the System Page 1 What is System X2? System X2 is a mathematically based football (soccer) forecasting service that operates in leagues all over the world all year round. It works by using

More information

Airport Forecasting Prof. Richard de Neufville

Airport Forecasting Prof. Richard de Neufville Airport Forecasting Prof. Richard de Neufville Istanbul Technical University Air Transportation Management M.Sc. Program Airport Planning and Management / RdN Airport Planning and Management Module 07

More information

A Study on Weekend Travel Patterns by Individual Characteristics in the Seoul Metropolitan Area

A Study on Weekend Travel Patterns by Individual Characteristics in the Seoul Metropolitan Area A Study on Weekend Travel Patterns by Individual Characteristics in the Seoul Metropolitan Area Min-Seung. Song, Sang-Su. Kim and Jin-Hyuk. Chung Abstract Continuous increase of activity on weekends have

More information

Author s Name Name of the Paper Session. Positioning Committee. Marine Technology Society. DYNAMIC POSITIONING CONFERENCE September 18-19, 2001

Author s Name Name of the Paper Session. Positioning Committee. Marine Technology Society. DYNAMIC POSITIONING CONFERENCE September 18-19, 2001 Author s Name Name of the Paper Session PDynamic Positioning Committee Marine Technology Society DYNAMIC POSITIONING CONFERENCE September 18-19, 2001 POWER PLANT SESSION A New Concept for Fuel Tight DP

More information

Level 3 Mathematics and Statistics (Statistics), 2013

Level 3 Mathematics and Statistics (Statistics), 2013 91585 915850 3SUPERVISOR S Level 3 Mathematics and Statistics (Statistics), 2013 91585 Apply probability concepts in solving problems 9.30 am Wednesday 20 November 2013 Credits: Four Achievement Achievement

More information

Legendre et al Appendices and Supplements, p. 1

Legendre et al Appendices and Supplements, p. 1 Legendre et al. 2010 Appendices and Supplements, p. 1 Appendices and Supplement to: Legendre, P., M. De Cáceres, and D. Borcard. 2010. Community surveys through space and time: testing the space-time interaction

More information

Fixed Guideway Transit Outcomes on Rents, Jobs, and People and Housing

Fixed Guideway Transit Outcomes on Rents, Jobs, and People and Housing Fixed Guideway Transit Outcomes on Rents, Jobs, and People and Housing Arthur C. Nelson, Ph.D., ASCE, FAICP Professor of Planning and Real Estate Development University of Arizona 1 Changing Transportation

More information

MoLE Gas Laws Activities

MoLE Gas Laws Activities MoLE Gas Laws Activities To begin this assignment you must be able to log on to the Internet using Internet Explorer (Microsoft) 4.5 or higher. If you do not have the current version of the browser, go

More information

Section I: Multiple Choice Select the best answer for each problem.

Section I: Multiple Choice Select the best answer for each problem. Inference for Linear Regression Review Section I: Multiple Choice Select the best answer for each problem. 1. Which of the following is NOT one of the conditions that must be satisfied in order to perform

More information

What does it take to produce an Olympic champion? A nation naturally

What does it take to produce an Olympic champion? A nation naturally Survival of the Fittest? An Econometric Analysis in to the Effects of Military Spending on Olympic Success from 1996-01. Mark Frahill The Olympics are the world s greatest sporting celebrations, seen as

More information

7 th International Conference on Wind Turbine Noise Rotterdam 2 nd to 5 th May 2017

7 th International Conference on Wind Turbine Noise Rotterdam 2 nd to 5 th May 2017 7 th International Conference on Wind Turbine Noise Rotterdam 2 nd to 5 th May 2017 Sound power level measurements 3.0 ir. L.M. Eilders, Peutz bv: l.eilders@peutz.nl ing. E.H.A. de Beer, Peutz bv: e.debeer@peutz.nl

More information

Over the Edge. Forecasting beyond the Boundaries of the Regional Model

Over the Edge. Forecasting beyond the Boundaries of the Regional Model Over the Edge Forecasting beyond the Boundaries of the Regional Model 2017 ITE Western District Annual Meeting Made Possible Using Data Courtesy of NDOT Topics Covered The difficulties with forecasting

More information

Growth Factors of the Life Insurance Business in Japan

Growth Factors of the Life Insurance Business in Japan Growth Factors of the Life Insurance Business in Japan Tadayoshi OTSUKA Abstract ' ' 1. Introduction ⑴ ' ⑵ ' 2. Historical Trend of Life Insurance Sales ⑶ 2.1. Business in Force and Total Assets Table

More information

Webinar: The Association Between Light Rail Transit, Streetcars and Bus Rapid Transit on Jobs, People and Rents

Webinar: The Association Between Light Rail Transit, Streetcars and Bus Rapid Transit on Jobs, People and Rents Portland State University PDXScholar TREC Webinar Series Transportation Research and Education Center (TREC) 11-15-2016 Webinar: The Association Between Light Rail Transit, Streetcars and Bus Rapid Transit

More information

Drivers of cycling demand and cycling futures in the Danish context.

Drivers of cycling demand and cycling futures in the Danish context. Downloaded from orbit.dtu.dk on: Dec 17, 2017 Drivers of cycling demand and cycling futures in the Danish context. Nielsen, Thomas Alexander Sick; Christiansen, Hjalmar; Jensen, Carsten; Skougaard, Britt

More information

RIDERSHIP PREDICTION

RIDERSHIP PREDICTION RIDERSHIP PREDICTION Outline 1. Introduction: route ridership prediction needs and issues. 2. Alternative approaches to route ridership prediction. Professional judgement Survey-based methods Cross-sectional

More information

Changes in speed and efficiency in the front crawl swimming technique at 100m track

Changes in speed and efficiency in the front crawl swimming technique at 100m track Proceeding 10th INSHS International Christmas Sport Scientific Conference, 4-5 December 2015. International Network of Sport and Health Science. Szombathely, Hungary Changes in speed and efficiency in

More information

Estimating Ridership of Rural Public Demand- Response Transit

Estimating Ridership of Rural Public Demand- Response Transit Estimating Ridership of Rural Public Demand- Response Transit Wednesday, November 16, 2016 U.S. Department of Transportation Federal Transit Administration Jeremy Mattson Associate Research Fellow, Small

More information

Forecasting. Forecasting In Practice

Forecasting. Forecasting In Practice ing Dr. Richard de Neufville Professor of Engineering Systems and Civil and Environmental Engineering Massachusetts Institute of Technology ing In Practice Objective: To present procedure. Topics: 1. Premises

More information

Calculation of Trail Usage from Counter Data

Calculation of Trail Usage from Counter Data 1. Introduction 1 Calculation of Trail Usage from Counter Data 1/17/17 Stephen Martin, Ph.D. Automatic counters are used on trails to measure how many people are using the trail. A fundamental question

More information

Is lung capacity affected by smoking, sport, height or gender. Table of contents

Is lung capacity affected by smoking, sport, height or gender. Table of contents Sample project This Maths Studies project has been graded by a moderator. As you read through it, you will see comments from the moderator in boxes like this: At the end of the sample project is a summary

More information

Keywords: multiple linear regression; pedestrian crossing delay; right-turn car flow; the number of pedestrians;

Keywords: multiple linear regression; pedestrian crossing delay; right-turn car flow; the number of pedestrians; Available online at www.sciencedirect.com ScienceDirect Procedia - Social and Behavioral Scien ce s 96 ( 2013 ) 1997 2003 13th COTA International Conference of Transportation Professionals (CICTP 2013)

More information

Surf Clams: Latitude & Growth

Surf Clams: Latitude & Growth Surf Clams: Latitude & Growth East Coast MARE Materials For the leader: Projector Whiteboard to project data graph onto For the activity: Copy of data table Copy of map Computer program to graph in or

More information

IQ and gambling behaviour: An analysis of horse race betting participation and expediture using individual-level data

IQ and gambling behaviour: An analysis of horse race betting participation and expediture using individual-level data IQ and gambling behaviour: An analysis of horse race betting participation and expediture using individual-level data (co-research with Niko Suhonen, Jani Saastamoinen, David Forrest and Tuomo Kainulainen)

More information

Longevity Risk in China and its Financial Impact: Evidence from Model Test

Longevity Risk in China and its Financial Impact: Evidence from Model Test Longevity Risk in China and its Financial Impact: Evidence from Model Test Xiao WEI Joint work with Chenzhe LIU China Institute for Actuarial Science (CIAS) Central University of Finance and Economics

More information

INTERSECTION SAFETY RESEARCH IN CRACOW UNIVERSITY OF TECHNOLOGY

INTERSECTION SAFETY RESEARCH IN CRACOW UNIVERSITY OF TECHNOLOGY 12 Marian TRACZ, Andrzej TARKO, Stanislaw GACA Cracow University of Technology INTERSECTION SAFETY RESEARCH IN CRACOW UNIVERSITY OF TECHNOLOGY 1. Trends in traffic safety in Poland Research activity in

More information

Coquitlam/Buntzen Project Water Use Plan

Coquitlam/Buntzen Project Water Use Plan Coquitlam/Buntzen Project Water Use Plan Temperature Monitoring Lower Coquitlam River Project Year 3 Report Reference: COQMON#6 Study Period: March 2008 April 2009 Report Date: April 2009 Trow Associates

More information

Land Use and Cycling. Søren Underlien Jensen, Project Manager, Danish Road Directorate Niels Juels Gade 13, 1020 Copenhagen K, Denmark

Land Use and Cycling. Søren Underlien Jensen, Project Manager, Danish Road Directorate Niels Juels Gade 13, 1020 Copenhagen K, Denmark Land Use and Cycling Søren Underlien Jensen, Project Manager, Danish Road Directorate Niels Juels Gade 13, 1020 Copenhagen K, Denmark suj@vd.dk Summary: Research about correlation between land use and

More information

A Threatened Bay: Challenges to the Future of the Penobscot Bay Region and its Communities

A Threatened Bay: Challenges to the Future of the Penobscot Bay Region and its Communities A Threatened Bay: Challenges to the Future of the Penobscot Bay Region and its Communities 1 A A Threatened Bay: Challenges to the Future of the Penobscot Bay Region and its Communities In 1996 the Island

More information

Job Creation Survey, 4 th Quarter 2015 and 1 st Quarter 2016

Job Creation Survey, 4 th Quarter 2015 and 1 st Quarter 2016 Job Creation Survey, 4 th Quarter 2015 and 1 st Quarter 2016 Summary Finding and Selected Tables National Bureau of Statistics June, 2016. Summary Findings and Tables of the Quarterly Job Creation 4 th

More information

Capital Region Berlin-Brandenburg

Capital Region Berlin-Brandenburg Capital Region Berlin-Brandenburg 20 Years of Cooperation between the Metropolis and the Region 25.01.2012 Content 1) The Capital Region 2) The Joint Spatial Planning Department 3) Further Cooperation

More information

PREDICTION VERSUS REALITY: THE USE OF MATHEMATICAL MODELS TO PREDICT ELITE PERFORMANCE IN SWIMMING AND ATHLETICS AT THE OLYMPIC GAMES

PREDICTION VERSUS REALITY: THE USE OF MATHEMATICAL MODELS TO PREDICT ELITE PERFORMANCE IN SWIMMING AND ATHLETICS AT THE OLYMPIC GAMES PREDICTION VERSUS REALITY: THE USE OF MATHEMATICAL MODELS TO PREDICT ELITE PERFORMANCE IN SWIMMING AND ATHLETICS AT THE OLYMPIC GAMES Dr Tim Heazlewood ACU National Dedicated to Gavin Lackey Gavin is doing

More information

Pearson Edexcel Level 3 GCE Psychology Advanced Subsidiary Paper 2: Biological Psychology and Learning Theories

Pearson Edexcel Level 3 GCE Psychology Advanced Subsidiary Paper 2: Biological Psychology and Learning Theories Write your name here Surname Other names Centre Number Candidate Number Pearson Edexcel Level 3 GCE Psychology Advanced Subsidiary Paper 2: Biological Psychology and Learning Theories Monday 23 May 2016

More information

Lower Coquitlam River Project Water Use Plan. Temperature Monitoring Lower Coquitlam River Project Year 2 Report

Lower Coquitlam River Project Water Use Plan. Temperature Monitoring Lower Coquitlam River Project Year 2 Report Lower Coquitlam River Project Water Use Plan Temperature Monitoring Lower Coquitlam River Project Year 2 Report COQMON#6 Temperature Monitoring Study Lower Coquitlam River Study Period: Year 2-2007 Report

More information

Introduction. Level 1

Introduction. Level 1 Introduction Game Analysis is the second teaching and learning resource in the Science Through Sport series. The series is designed to reinforce scientific and mathematical principles using sport science

More information

Original Article. Correlation analysis of a horse-betting portfolio: the international official horse show (CSIO) of Gijón

Original Article. Correlation analysis of a horse-betting portfolio: the international official horse show (CSIO) of Gijón Journal of Physical Education and Sport (JPES), 18(Supplement issue 3), Art 191, pp.1285-1289, 2018 online ISSN: 2247-806X; p-issn: 2247 8051; ISSN - L = 2247-8051 JPES Original Article Correlation analysis

More information

Series 3730 and Series 3731 EXPERTplus Valve Diagnostics with Partial Stroke Test (PST)

Series 3730 and Series 3731 EXPERTplus Valve Diagnostics with Partial Stroke Test (PST) Series 3730 and Series 3731 EXPERTplus Valve Diagnostics with Partial Stroke Test (PST) Application Positioner firmware for early detection of control valve faults giving maintenance recommendations. Valid

More information

UNIFIED INTERPRETATION OF PROVISIONS OF IMO SAFETY, SECURITY AND ENVIRONMENT-RELATED CONVENTIONS

UNIFIED INTERPRETATION OF PROVISIONS OF IMO SAFETY, SECURITY AND ENVIRONMENT-RELATED CONVENTIONS E SUB-COMMITTEE ON CARRIAGE OF CARGOES AND CONTAINERS 3rd session Agenda item 10 CCC 3/10/4 30 June 2016 Original: ENGLISH UNIFIED INTERPRETATION OF PROVISIONS OF IMO SAFETY, SECURITY AND ENVIRONMENT-RELATED

More information

Peeling the Onion: Analyzing Aggregate, National and Sectoral Energy Intensity in the European Union

Peeling the Onion: Analyzing Aggregate, National and Sectoral Energy Intensity in the European Union Peeling the Onion: Analyzing Aggregate, National and Sectoral Energy Intensity in the European Union An Application of the WIOD Database Michael Schymura Centre for European Economic Research (ZEW), Mannheim,

More information

Road Accidents Study Based On Regression Model: A Case Study of Ahmedabad City

Road Accidents Study Based On Regression Model: A Case Study of Ahmedabad City Road Accidents Study Based On Regression Model: A Case Study of Ahmedabad City Manisha Minesh Desai. ME student, Transportation engg. Civil Engg Dept. L.D. college of engg. Aahmedabad-15,Gujarat, India.

More information

Allocations vs Announcements

Allocations vs Announcements Allocations vs Announcements A comparison of RIR IPv4 Allocation Records with Global Routing Announcements Geoff Huston May 2004 (Activity supported by APNIC) BGP Prefix Length Filters Some years back

More information

Session A2: 10:20am WELCOME TO EDMONTON: THE IMPACT OF POPULATION GROWTH ON THE HOUSING MARKET

Session A2: 10:20am WELCOME TO EDMONTON: THE IMPACT OF POPULATION GROWTH ON THE HOUSING MARKET Session A2: 10:20am WELCOME TO EDMONTON: THE IMPACT OF POPULATION GROWTH ON THE HOUSING MARKET Moderator: Brad Gingerich, Senior Vice President, CBRE Limited Panel: Bill Blais, Vice President Land Development,

More information

MoLE Gas Laws Activities

MoLE Gas Laws Activities MoLE Gas Laws Activities To begin this assignment you must be able to log on to the Internet using Internet Explorer (Microsoft) 4.5 or higher. If you do not have the current version of the browser, go

More information

Nevada County Population Projections 2015 to 2034

Nevada County Population Projections 2015 to 2034 Nevada County Population Projections 2015 to 2034 Prepared By: Jeff Hardcastle, AICP Nevada State Demographer Nevada Department of Taxation Reno Office: 4600 Kietzke Lane, Building L Suite 235 Reno, NV

More information

Potential Load Forecast Enhancements

Potential Load Forecast Enhancements Potential Load Forecast Enhancements Load Analysis Subcommittee March 14, 2018 Issue and Potential Proposed Solution Background 3 Winter 10CP Model Error by Forecast Vintage 0 Year Out Forecast 4 Development

More information

Understanding the. Dr. Christopher Waller. Federal Reserve Bank of St. Louis

Understanding the. Dr. Christopher Waller. Federal Reserve Bank of St. Louis Understanding the Unemployment Picture Dr. Christopher Waller Senior Vice President and Director of fresearch Federal Reserve Bank of St. Louis By David Andolfatto and Marcela Williams A Look at Unemployment

More information

Bioequivalence: Saving money with generic drugs

Bioequivalence: Saving money with generic drugs The Right Stuff: Appropriate Mathematics for All Students Promoting the use of materials that engage students in meaningful activities that promote the effective use of technology to support mathematics,

More information

TRAINING COURSE Dam behaviour Analysis with DamBASE software

TRAINING COURSE Dam behaviour Analysis with DamBASE software TRAINING COURSE Dam behaviour Analysis with DamBASE software 16 th of January 2019 ETH Zentrum, Zürich Organized by: Federal Department of the Environment, Transport, Energy and Communications DETEC Swiss

More information

Safety Assessment of Installing Traffic Signals at High-Speed Expressway Intersections

Safety Assessment of Installing Traffic Signals at High-Speed Expressway Intersections Safety Assessment of Installing Traffic Signals at High-Speed Expressway Intersections Todd Knox Center for Transportation Research and Education Iowa State University 2901 South Loop Drive, Suite 3100

More information

Domestic Energy Fact File (2006): Owner occupied, Local authority, Private rented and Registered social landlord homes

Domestic Energy Fact File (2006): Owner occupied, Local authority, Private rented and Registered social landlord homes Domestic Energy Fact File (2006): Owner occupied, Local authority, Private rented and Registered social landlord homes Domestic Energy Fact File (2006): Owner occupied, Local authority, Private rented

More information

WHERE ARE ARIZONA DEMOGRAPHICS TAKING US? HOW GROWING SLOWER, OLDER AND MORE DIVERSE AFFECTS REAL ESTATE

WHERE ARE ARIZONA DEMOGRAPHICS TAKING US? HOW GROWING SLOWER, OLDER AND MORE DIVERSE AFFECTS REAL ESTATE WHERE ARE ARIZONA DEMOGRAPHICS TAKING US? HOW GROWING SLOWER, OLDER AND MORE DIVERSE AFFECTS REAL ESTATE March 2017 Tom Rex Office of the University Economist and Center for Competitiveness and Prosperity

More information

y ) s x x )(y i (x i r = 1 n 1 s y Statistics Lecture 7 Exploring Data , y 2 ,y n (x 1 ),,(x n ),(x 2 ,y 1 How two variables vary together

y ) s x x )(y i (x i r = 1 n 1 s y Statistics Lecture 7 Exploring Data , y 2 ,y n (x 1 ),,(x n ),(x 2 ,y 1 How two variables vary together Statistics 111 - Lecture 7 Exploring Data Numerical Summaries for Relationships between Variables Administrative Notes Homework 1 due in recitation: Friday, Feb. 5 Homework 2 now posted on course website:

More information

CYprus Blaise Intergrated Census System (CY-BICS)

CYprus Blaise Intergrated Census System (CY-BICS) CYprus Blaise Intergrated Census System (CY-BICS) International Blaise User Conference Costas K. Diamantides, Statistical Service of Cyprus Lon Hofman, Statistics Netherlands Outline Census Objectives

More information

Estimating Ridership of Rural Demand-Response Transit Services for the General Public

Estimating Ridership of Rural Demand-Response Transit Services for the General Public Estimating Ridership of Rural Demand-Response Transit Services for the General Public August 2016 prepared for US DOT prepared by Jeremy Mattson North Dakota State University Upper Great Plains Transportation

More information

U.S. Economy in a Snapshot

U.S. Economy in a Snapshot U.S. Economy in a Snapshot Economic Press Briefing: May 19, 2016 The views expressed here are those of the presenter and do not necessarily represent the views of the Federal Reserve Bank of New York or

More information

FISH 415 LIMNOLOGY UI Moscow

FISH 415 LIMNOLOGY UI Moscow Sampling Equipment Lab FISH 415 LIMNOLOGY UI Moscow Purpose: - to familiarize you with limnological sampling equipment - to use some of the equipment to obtain profiles of temperature, dissolved oxygen,

More information

The Chamber of Commerce for Greater Philadelphia Economic Outlook Survey Results

The Chamber of Commerce for Greater Philadelphia Economic Outlook Survey Results The Chamber of Commerce for Greater Philadelphia Economic Outlook Survey Results January 19, 2018 Elif Sen Senior Economic Analyst FEDERAL RESERVE BANK OF PHILADELPHIA * The views expressed today are my

More information

Big data analytics for enrichment of rural area content tourism in Okhotsk sub-prefecture of Japan

Big data analytics for enrichment of rural area content tourism in Okhotsk sub-prefecture of Japan Big data analytics for enrichment of rural area content tourism in Okhotsk sub-prefecture of Japan Ali Bakdur, Fumito Masui, Michal Ptaszynski Kitami Institute of Technology, Dept. of Computer Science,

More information

Citation for published version (APA): Canudas Romo, V. (2003). Decomposition Methods in Demography Groningen: s.n.

Citation for published version (APA): Canudas Romo, V. (2003). Decomposition Methods in Demography Groningen: s.n. University of Groningen Decomposition Methods in Demography Canudas Romo, Vladimir IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from it. Please

More information

Vision - Britain's Ocean City One of Europe's most vibrant waterfront cities where an outstanding quality of life is enjoyed by everyone

Vision - Britain's Ocean City One of Europe's most vibrant waterfront cities where an outstanding quality of life is enjoyed by everyone PLYMOUTH Economy Nina Sarlaka, Enterprise & Inward Investment Manager Vision - Britain's Ocean City One of Europe's most vibrant waterfront cities where an outstanding quality of life is enjoyed by everyone

More information

U.S. Overview. Gathering Steam? Tuesday, October 1, 2013

U.S. Overview. Gathering Steam? Tuesday, October 1, 2013 U.S. Overview Gathering Steam? Tuesday, October 1, 2013 Uneven global economic recovery Annual real GDP growth projections (%) Projections 2013 2014 World 3.1 3.1 3.8 United States 2.2 1.7 2.7 Euro Area

More information

Atmospheric Rossby Waves in Fall 2011: Analysis of Zonal Wind Speed and 500hPa Heights in the Northern and Southern Hemispheres

Atmospheric Rossby Waves in Fall 2011: Analysis of Zonal Wind Speed and 500hPa Heights in the Northern and Southern Hemispheres Atmospheric Rossby Waves in Fall 211: Analysis of Zonal Wind Speed and 5hPa Heights in the Northern and Southern s Samuel Cook, Craig Eckstein, and Samantha Santeiu Department of Atmospheric and Geological

More information

Guide to the report about provision of gambling 1/6

Guide to the report about provision of gambling 1/6 Guide to the report about provision of gambling 1/6 General comments The report must be completed according to section 43, subsection 1, in the Gambling Act. The report shall give an account of whether

More information

Combined impacts of configurational and compositional properties of street network on vehicular flow

Combined impacts of configurational and compositional properties of street network on vehicular flow Combined impacts of configurational and compositional properties of street network on vehicular flow Yu Zhuang Tongji University, Shanghai, China arch-urban@163.com Xiaoyu Song Tongji University, Shanghai,

More information

Peace River Water Use Plan. Monitoring Program Terms of Reference. GMSMON-1 Peace River Creel Survey

Peace River Water Use Plan. Monitoring Program Terms of Reference. GMSMON-1 Peace River Creel Survey Peace River Water Use Plan Monitoring Program Terms of Reference GMSMON-1 Peace River Creel Survey April 10, 2008 Terms of Reference for the Peace River Water Use Plan Monitoring Program: Peace River Creel

More information

Influence of Forecasting Factors and Methods or Bullwhip Effect and Order Rate Variance Ratio in the Two Stage Supply Chain-A Case Study

Influence of Forecasting Factors and Methods or Bullwhip Effect and Order Rate Variance Ratio in the Two Stage Supply Chain-A Case Study International Journal of Engineering and Technical Research (IJETR) ISSN: 31-0869 (O) 454-4698 (P), Volume-4, Issue-1, January 016 Influence of Forecasting Factors and Methods or Bullwhip Effect and Order

More information

ICES advice on fishing opportunities

ICES advice on fishing opportunities ICES Advice on fishing opportunities, catch, and effort Northeast Atlantic and Arctic Ocean Published 22 October 2018 Version 2: 25 October 2018 https://doi.org/10.17895/ices.pub.4568 Herring (Clupea harengus)

More information

Age of Fans

Age of Fans Measures of Central Tendency SUGGESTED LEARNING STRATEGIES: Activating Prior Knowledge, Interactive Word Wall, Marking the Text, Summarize/Paraphrase/Retell, Think/Pair/Share Matthew is a student reporter

More information

AN ANALYSIS OF TEAM STATISTICS IN AUSTRALIAN RULES FOOTBALL. Andrew Patterson and Stephen R. Clarke 1. Abstract 1. INTRODUCTION

AN ANALYSIS OF TEAM STATISTICS IN AUSTRALIAN RULES FOOTBALL. Andrew Patterson and Stephen R. Clarke 1. Abstract 1. INTRODUCTION AN ANALYSIS OF TEAM STATISTICS IN AUSTRALIAN RULES FOOTBALL Andrew Patterson and Stephen R. Clarke 1 Abstract Champion Data has collected Australian Rules Football player statistics since the beginning

More information

USTA Sport Science Research Grant Proposal Guidelines 2005

USTA Sport Science Research Grant Proposal Guidelines 2005 USTA Sport Science Research Grant Proposal Guidelines 2005 Grant Announcement The United States Tennis Association (USTA) Sport Science Department, working with the USTA Sport Science Committee, has $30,000

More information

NINTH MEETING DOCUMENT SAC-09-16

NINTH MEETING DOCUMENT SAC-09-16 INTER-AMERICAN TROPICAL TUNA COMMISSION SCIENTIFIC ADVISORY COMMITTEE NINTH MEETING La Jolla, California (USA) 14-18 May 2018 DOCUMENT SAC-09-16 STOCK STATUS INDICATORS FOR BIGEYE TUNA Mark N. Maunder,

More information

The Quality of Life of the People in Norway

The Quality of Life of the People in Norway 1 Example Report The Quality of Life of the People in Norway The Management Institute for Quality-of-Life Studies December 2018 2 Introduction This report provides a detailed picture of the quality of

More information