Factors Affecting Internet Development

Size: px
Start display at page:

Download "Factors Affecting Internet Development"

Transcription

1 Factors Affecting Internet Development 1

2 Factors Affecting Internet Development Prepared For: Dr. Abdul H. Chowdhury Business Statistics BUS 511 MBA Program, Summer 2009 Prepared By: Shahpar Sultana ID # Sabria Afrin ID # Mohaimeen Kamal ID # MBA Program School of Business North South University, Bangladesh 7 th September,

3 7 th September, 2009 Dr. Abdul H. Chowdhury Course Instructor Business Statistics BUS 511 MBA Program, School of Business North South University Subject: Submission of Project Report Dear Sir, It is our great honor to submit the report of our project report Factors Affecting Internet Development. In this endeavor, this report seeks to identify and analyze the relationships among the variables. The report contains executive summary, statistical analysis and some findings and recommendations. It would be our enormous pleasure if you find this report useful and informative to have an apparent perspective on the issue. Thanking you. Yours sincerely, Shahpar Sultana ID # Sabria Afrin ID # Mohaimeen Kamal ID #

4 Factors Affecting Internet Development A Report of Business Statistics [BUS 511] Approved by: Dr. Abdul H. Chowdhury MBA Program, School of Business North South University Prepared by: Shahpar Sultana ID # MBA Program, School of Business North South University Sabria Afrin ID # MBA Program, School of Business North South University Mohaimeen Kamal ID # MBA Program, School of Business North South University 4

5 ACKNOWLEDGEMENTS First of all we like to express our sincere gratitude to almighty Allah that we have successfully completed our report. We feel pleased to have the opportunity of expressing our heart felt and most sincere gratitude to our instructor, Prof. Dr. Abdul H. Chowdhury for his excellent guideline which mentored us the way to prepare this project report, for his constant supervision, valuable advice, continual encouragement and extraordinary patience, without which this report would have not been possible. Finally, we would like to thanks our class mates for their co operative attitude which guide us to recover the problems regarding our report. 5

6 EXECUTIVE SUMMARY Today, the Internet is increasingly making its presence felt, not only playing an important role in research and education but also serving as a catalyst to a country s socio economic, cultural and political development. It is therefore not a surprise that the Internet has become a development of the highest significance. The purpose of this study is to find out the various factors affecting the internet development, like GDP per capita, Urban Population, Literacy Rate, Telephone & Mobile user, Electricity Consumption per capita, Percentage of Educational Expenditure of GDP & Political Stability. There is a real danger that the global information society will remain global in name only if no assistance is rendered to poorer countries. While financial assistance is important to Internet growth, it may not be the sole factor that determines ICT development in a country. Therefore, it is important for us to understand what other factors may facilitate Internet development. With a better understanding of the various factors affecting Internet diffusion, it is hoped that developing countries will better target their efforts in reducing the digital divide and make the Internet a truly global information network. 6

7 Table of Content Title Acknowledgement Executive Summary Page No V Vi Chapter Origin of the report Problem Statement Need for the study Objectives of the study Flow Chart of workings 12 Chapter Introduction Energy Crisis Emerging shortages National GDP Energy and Population Energy and Poverty Energy per capita and vehicles per capita Energy per capita and Oil Consumption Population Means 18 Chapter Theoretical Model Regression Model Hypothesis Secondary Sources of Data 22 Chapter Data Descriptive Statistics Regression Test of Hypothesis Scatter Diagram 33 Chapter 5 36 Bibliography 38 7

8 List of Tables Title Page No Data 24 Descriptive Statistics 1 25 Descriptive Statistics 2 28 Model Summary 28 Correlations Statistics 31 List of Graphs Title Page No GDP vs Energy per capita 25 Unemployment rate vs Energy per capita 26 Oil Production vs Energy per capita 26 Oil consumption vs Energy per capita 27 Vehicles per capita vs Energy per capita 27 Scatter Diagram Energy per capita vs Vehicles per capita 33 Scatter Diagram Energy per capita vs Oil consumption 33 Scatter Diagram Energy per capita vs Oil production 34 Scatter Diagram Energy per capita vs Unemployment rate 34 Scatter Diagram Energy per capita vs GDP 35 8

9 Chapter 1 INTRODUCTION 9

10 1.1 Origin of the Report BUS 511 is a statistics course offered in the MBA program of NSU in order to equip students with the statistical tools. The project was initiated so that the students would get a practical exposure of statistical analysis in a project work. 1.2 Problem Statement Today, the Internet is increasingly making its presence felt, not only playing an important role in research and education but also serving as a catalyst to a country s socio economic, cultural and political development. It is therefore not a surprise that the Internet has become a development of the highest significance. Here in this paper a model is to be set up to establish the relationship between internet user rate and some related variables like GDP per capita, Urban Population, Literacy Rate, Telephone & Mobile user, Electricity Consumption per capita, Percentage of Educational Expenditure of GDP & Political Stability. The digital divide boosted by contemporary communication technologies (primarily by the Internet revolution) is fast raising concerns among nations in the developing world as it allows some individuals or nations to benefit more from the use of such technologies than others. As a result, efforts are being made by some of the poorer countries to catch up with technology by pumping resources into communication hardware and software. However, these efforts so far have not achieved much in bridging the gaps in ICT development among various countries. 10

11 1.3 Need for the study There is a real danger that the global information society will remain global in name only if no assistance is rendered to poorer countries. While financial assistance is important to Internet growth, it may not be the sole factor that determines ICT development in a country. Therefore, it is important for us to understand what other factors may facilitate Internet development. With a better understanding of the various factors affecting Internet diffusion, it is hoped that developing countries will better target their efforts in reducing the digital divide and make the Internet a truly global information network. The findings of factors affecting internet development with relationship between various factors would indicate some significant scenario how does it differ. 1.4 Objectives of the study The main objective of this research is to estimate the relationships between Rate of Internet user and some related variables like GDP per capita, Urban Population, Literacy Rate, Telephone & Mobile user, Electricity Consumption per capita, Percentage of Educational Expenditure of GDP & Political Stability. So this research is intended To find out the level of impact of GDP per capita, Urban Population, Literacy Rate, Telephone & Mobile user, Electricity Consumption per capita, Percentage of Educational Expenditure of GDP & Political Stability on Rate of Internet user. To get a practical exposure of statistical analysis including Descriptive statistics, Regression analysis, Correlation coefficient and Test of hypotheses along with level of significance in a project work. To interpret several parameter values. Policy recommendations. 11

12 1.5 Flow Chart of workings Study area Collecting data Secondary sources Journals & Reports, Web sites Data Compilation Data Processing & Analyzing Major findings corresponding with Objectives Applicable steps Final reports 12

13 Chapter 2 GENERAL BACKGROUND 13

14 2.1 Introduction The Digital Age. The Computer Age. The Information Era. These are but three names that are used to describe the current age, and they are completely accurate. Although there are still some older people that refuse to embrace the internet, most young people could not even imagine life without it. We use computers to shop, organize and print our photos, and to research all different kinds of information, among others. The discovery of the Internet technology has paved the way to a lot of major developments in life. Internet has played a very significant role in the improvements of many industries especially in the field of information technology and business development. Internet has become a common business tool used by almost all companies today. Internet has become a necessity. The need for Internet has grown very fast during the past few years. In no time, the every single household will be having its own Internet connection. 2.2 National GDP Growth in the production of goods and services is a basic determinant of how the economy fares. By allocating total production to each unit of population, the extent to which the rate of individual output contributes to the development process can be measured. It indicates the pace of per capita income growth and also the rate that resources are used up. As a single composite indicator of economic growth, it is a most powerful summary indicator of the economic state of development in its many aspects. It does not directly measure sustainable development but it is a very important measure for the economic and developmental aspects of sustainable development, including people's consumption patterns and the use of renewable resources. GDP Per Capita refers to the gross domestic product per person. GDP includes personal consumption, investments, government spending and exports that a country makes. The total values of imports are subtracted from the total. 14

15 2.3 Literacy Rate The literacy rate is the percentage of people who can read in a certain country. There are no universal definitions and standards of literacy. Unless Specified. All rates are based on the most common definition the ability to read and write at specified age. Information on Literacy, while not perfect educational result, is probably the most easily available and valid for international comparison. 2.4 Percentage of Urban Population The data used here percentage of urban population describes the percentage of the total population living in urban areas, as defined by country. 2.5 Telecommunication Structure Here the telecommunication structure is a measure of percentage of total number of telephone and mobile user, of total population. 2.6 Electricity Consumption Per Capita This is the measure of country wise how much electricity consumed in KW per capita. 2.7 Educational Expenditure Data used here as a educational expenditure represent how much the spending on educational purpose of GDP on percentage basis. 15

16 2.8 Political Stability Country wise there are many political conditions. Some countries have democracy, some have republican government, some have monarchy and some have military junta. According to our study we denote value 1 for democratic or republican government; and value 0 for monarchy and military junta. 2.9 Population Means Mean of GDP Per Capita = Mean of Urban Population(%) = Mean of Telephone & Mobile user(%) = Mean of Literacy rate(%) = Mean of Electricity Consumption per capita = 5666 KW Mean of Internet User(%) = Mean of Educational Expenditure (% of GDP) = 5.57 Mean of Political Stability =.78 16

17 Chapter 3 Statistical Approaches 17

18 3.1 Theoretical Model: Internet User =ƒ (GDP/capita, Urban Population, Telephone & Mobile user, Literacy Rate, Electricity Consumption/capita, Educational Expenditure, Political Stability) 3.2 Regression Model: A multiple regression equation was drawn as follows on the basis of Least Square Method: Ŷ = β 0 +β 1 x 1 +β 2 x 2 +β 3 x 3 +β 4 x 4 +β 5 x 5 +β 6 x 6 +β 7 x 7 Where, Ŷ = estimated percentage of internet user x 1 = GDP per capita x 2 = Urban Population x 3 = Telephone & Mobile User x 4 = Literacy rate x 5 = Electricity Consumption per capita x 6 = Educational Expenditure x 7 = Political Stability 18

19 3.3 Hypothesis H1: The higher a country s GDP per capita, the more likely that it has a higher Internet penetration. H2: The higher the literacy rate of a country s population, the higher the internet user. H3: Greater urban population tends to associate with more Internet user. H4: A well established telecommunication infrastructure in a country tends to associate with a high Internet penetration. H5: The higher the Electricity Consumption per capita of a country s, the higher percentage of the internet user. H6: Greater Education Spending of GDP (% of GDP) tends to associate with more Internet user. H7: A Stable Political Condition in a country tends to associate with a high Internet penetration. 19

20 3.4 Secondary Sources of Data Considering time and other limitations, the authors found that it would be most appropriate to work with the Central Intelligence Agency database as available in website addressed and also from a statistical website addressed Number of Observation: 50 Variables: Dependent: Internet User (% of total population of a country) Independent: GDP/Capita Literacy Rate Urban Population (% of total population of a country) Telephone & Mobile user (% of total population of a country) Electricity Consumption per Capita ( in KW) Educational Expenditure (% of GDP) Political Stability 20

21 Chapter 4 Workings 21

22 4.1 Data: Serial GDP(PPP) Per Capita, Urban Telephone & Country Internet User (%) Number ($) Population (%) Mobile User (%) 1 Australia Cuba Yemen Brunei Denmark Malaysia Sweden Norway Namibia Kenya New Zealand Finland Belgium Bolivia Jamaica Iceland Switzerland Portugal United States United Kingdom Austria Poland France Hungary Ukraine South Africa Mexico Thailand Bhutan Canada Colombia Iran Italy Zimbabwe Omen Germany Spain Hong Kong South Korea Brazil India Argentina Russia Turkey Japan Nepal Philippines Pakistan Bangladesh Indonesia

23 Serial Number Country Literacy Rate (%) Electricity Consumption/capita Education Expenditure. (% of GDP) Political Stability 1 Australia Cuba Yemen Brunei Denmark Malaysia Sweden Norway Namibia Kenya New Zealand Finland Belgium Bolivia Jamaica Iceland Switzerland Portugal United States United Kingdom Austria Poland France Hungary Ukraine South Africa Mexico Thailand Bhutan Canada Colombia Iran Italy Zimbabwe Omen Germany Spain Hong Kong South Korea Brazil India Argentina Russia Turkey Japan Nepal Philippines Pakistan Bangladesh Indonesia

24 Internet User (%) Internet User (%) Zimbabwe Bangladesh Yemen India Philippines Bolivia Bhutan Jamaica Colombia South Africa Turkey Mexico Malaysia Poland Omen South Korea France Spain United Kingdom Denmark Australia Austria Iceland Hong Kong Brunei GDP(PPP) Per Capita, ($) GDP(PPP) Per Capita, ($) 0 Zimbabwe Kenya India Indonesia Bhutan Thailand South Africa Iran Malaysia Hungary South Korea Japan United Kingdom Belgium Austria Switzerland Brunei 24

25 120 Urban Population (%) Urban Population (%) 20 0 Nepal Bangladesh Yemen Bhutan Namibia Indonesia Portugal South Africa Philippines Japan Hungary Iran Turkey Omen Russia Germany Cuba France Spain South Korea Sweden Denmark Australia Iceland Belgium 250 Telephone & Mobile User (%) Telephone & Mobile User (%) 0 Nepal Yemen Kenya Indonesia Philippines Brazil Colombia Turkey Canada Poland New Zealand Hungary Ukraine Austria Spain Iceland Germany 25

26 Literacy Rate(%) Literacy Rate(%) Bhutan Nepal Yemen Iran Namibia South Africa Turkey Brazil Colombia Zimbabwe Thailand Brunei Hong Kong Argentina South Korea Italy Sweden Belgium Switzerland United Kingdom Canada Japan Ukraine Cuba Norway Electricity Consumption(KW)/capita Electricity Consumption(KW)/capita 0 Nepal Bangladesh Pakistan Philippines Zimbabwe Thailand Iran Poland Ukraine Italy United Kingdom Denmark South Korea Japan New Zealand Sweden Norway 26

27 Education Expenditure. (% of GDP) Education Expenditure. (% of GDP) Indonesia Philippines Turkey India Hong Kong Germany Australia Thailand Colombia Mexico Poland Austria Iceland Finland Namibia Malaysia Yemen Political Stability Political Stability 0 Cuba Denmark Sweden Thailand Omen Hong Kong Yemen Kenya Finland Bolivia Iceland Portugal United Kingdom Poland Hungary South Africa Canada Iran Zimbabwe South Korea India Russia Japan Philippines Bangladesh 27

28 28

29 29

30 30

31 31

32 4.2 Test of Hypothesis for Mean 1. GDP Per Capita Mean (x ) = 20736, Standard Deviation (S) = 16208, n = 50 H o : µ = H A : µ Test Statistic: z = x µ o / s n With α =.039 Hence Reject the Null Hypothesis H o 2. Internet User Mean (x ) = 37.47, Standard Deviation (S) = 26.29, n = 50 H o : µ = 25 H A : µ 25 Test Statistic: z = x µ o / s n With α =.001 Hence Reject the Null Hypothesis H o 32

33 3. Urban Population Mean (x ) = 66.02, Standard Deviation (S) = 20.91, n = 50 H o : µ = 50 H A : µ 50 Test Statistic: z = x µ o / s n With α =.000 Hence Reject the Null Hypothesis H o 4. Telephone & Mobile User Mean (x ) = , Standard Deviation (S) = 55.71, n = 50 H o : µ = 75 H A : µ 75 Test Statistic: z = x µ o / s n With α =.000 Hence Reject the Null Hypothesis H o 33

34 5. Literacy Rate Mean (x ) = 89.17, Standard Deviation (S) = 15.45, n = 50 H o : µ = 65 H A : µ 65 Test Statistic: z = x µ o / s n With α =.000 Hence Reject the Null Hypothesis H o 6. Electricity Consumption(KW) Per Capita Mean (x ) = 5666, Standard Deviation (S) = 6259, n = 50 H o : µ = 3000 H A : µ 3000 Test Statistic: z = x µ o / s n With α =.003 Hence Reject the Null Hypothesis H o 34

35 7. Educational Expenditure (% of GDP) Mean (x ) = 5.57, Standard Deviation (S) = 2.53, n = 50 H o : µ = 4 H A : µ 4 Test Statistic: z = x µ o / s n With α =.000 Hence Reject the Null Hypothesis H o 8. Political Stability Mean (x ) = 0.78, Standard Deviation (S) = , n = 50 H o : µ = 0 H A : µ 0 Test Statistic: z = x µ o / s n With α =.000 Hence Reject the Null Hypothesis H o 35

36 4.3 Confidence Interval For 95% Confidence Interval the range of the variables is shown in table below: Name of Variable Range Internet User (%) GDP Per Capita Urban Population (%) Telephone & Mobile User (%) Literacy Rate Electricity Consumption(KW)/capita Educational Expenditure(% of GDP) Political Stability

37 Minitab Output One-Sample Z: GDP_Per_capita Test of mu = vs not = The assumed standard deviation = Variable N Mean StDev SE Mean 95% CI Z P GDP_Per_capita (16243, 25229) One-Sample Z: Internet_User Test of mu = 25 vs not = 25 The assumed standard deviation = Variable N Mean StDev SE Mean 95% CI Z P Internet_User (30.18, 44.76) One-Sample Z: Urban_population Test of mu = 50 vs not = 50 The assumed standard deviation = Variable N Mean StDev SE Mean 95% CI Z P Urban_population (60.22, 71.82) One-Sample Z: Tel_&_Mobile_User Test of mu = 75 vs not = 75 The assumed standard deviation = Variable N Mean StDev SE Mean 95% CI Z P Tel_&_Mobile_User (93.19, ) One-Sample Z: Literacy_Rate Test of mu = 65 vs not = 65 The assumed standard deviation = Variable N Mean StDev SE Mean 95% CI Z P Literacy_Rate (84.89, 93.45)

38 One-Sample Z: Elec._Consmp_per_cap Test of mu = 3000 vs not = 3000 The assumed standard deviation = 6259 Variable N Mean StDev SE Mean 95% CI Z P Elec._Consmp_per_cap (3931, 7401) One-Sample Z: Education_Exp. Test of mu = 4 vs not = 4 The assumed standard deviation = 2.53 Variable N Mean StDev SE Mean 95% CI Z P Education_Exp (4.869, 6.271) One-Sample Z: Political_Stability Test of mu = 0 vs not = 0 The assumed standard deviation = Variable N Mean StDev SE Mean 95% CI Z Political_Stability (0.6640, ) Variable P Political_Stability

39 4.4 Descriptive Statistics Table.1: Basic Descriptive Statistics Entry Name N Minimum Maximum Mean Std. Deviation Internet User (%) GDP Per Capita ( US $) Urban Population (%) Telephone & Mobile User (%) Literacy Rate Electricity Consumption Per capita Educational Expenditure (% of GDP) Political Stability

40 Table.2: Extensive Descriptive Statistics Entry Name Internet User (%) GDP Per Capita ( US $) Urban Population (%) Telephone & Mobile User (%) Literacy Rate Electricity Consumption Per capita Educational Expenditure (% of GDP) Political Stability N Valid Missing Mean Median Mode , Stnd. Error of Mean Variance Coefficient of Variance Skewness Kurtosis Quartile Quartile

41 MINITAB OUTPUT Descriptive Statistics: Internet_Use, GDP_Per_capi, Urban_popula,... Total Variable Count N N* Mean SE Mean StDev Variance Internet_User GDP_Per_capita Urban_population Tel_&_Mobile_User Literacy_Rate Elec._Consmp_per_cap Education_Exp Political_Stability Variable CoefVar Sum of Squares Minimum Q1 Median Q3 Internet_User GDP_Per_capita Urban_population Tel_&_Mobile_User Literacy_Rate Elec._Consmp_per_cap Education_Exp Political_Stability Variable Maximum Skewness Kurtosis Internet_User GDP_Per_capita Urban_population Tel_&_Mobile_User Literacy_Rate Elec._Consmp_per_cap Education_Exp Political_Stability N for Variable Maximum Mode Mode Skewness Kurtosis Internet_User * GDP_Per_capita Urban_population , Tel_&_Mobile_User * Literacy_Rate Elec._Consmp_per_cap * Education_Exp Political_Stability

42 Internet User (%) GDP(PPP) Per Capita, Thousand($) Australia Yemen Denmark Sweden Namibia New Zealand Belgium Jamaica Switzerland United States Austria France Ukraine Mexico Bhutan Colombia Italy Omen Spain South Korea India Russia Japan Philippines Bangladesh Internet User (%) Urban Population (%) 0 42

43 Internet User (%) Literacy Rate 0 Australia Yemen Denmark Sweden Namibia New Zealand Belgium Jamaica Switzerland United States Austria France Ukraine Mexico Bhutan Colombia Italy Omen Spain South Korea India Russia Japan Philippines Bangladesh Internet User (%) Telephone & Mobile User (%) 0 Australia Brunei Sweden Kenya Belgium Iceland United States Poland Ukraine Thailand Colombia Zimbabwe Spain Brazil Russia Nepal Bangladesh 43

44 Internet User (%) Electricity Consumption(MW)/capita Australia Brunei Sweden Kenya Belgium Iceland United States Poland Ukraine Thailand Colombia Zimbabwe Spain Brazil Russia Nepal Bangladesh Internet User (%) Education Expenditure. (% of GDP) Australia Brunei Sweden Kenya Belgium Iceland United States Poland Ukraine Thailand Colombia Zimbabwe Spain Brazil Russia Nepal Bangladesh 44

45 Internet User (%) Political Stability Australia Yemen Denmark Sweden Namibia New Zealand Belgium Jamaica Switzerland United States Austria France Ukraine Mexico Bhutan Colombia Italy Omen Spain South Korea India Russia Japan Philippines Bangladesh 45

46 4.5 Regression Analysis The regression equation is Internet User = GDP Per capita Urban population Telephone & Mobile User Literacy Rate Electricity Consumption per capita Educational Expenditure Political Stability From this equation these are point out that: For a single unit change of GDP per capita, the Internet user will be changed units, and the variables share a positive relationship to each other. For a single unit change of Urban Population, the Internet user will be changed units, and the variables share a negative relationship to each other. For a single unit change of Telephone & Mobile User, the Internet user will be changed units, and the variables share a positive relationship to each other. For a single unit change of Literacy rate, the Internet user will be changed units, and the variables share a positive relationship to each other. For a single unit change of Electricity Consumption per capita, the Internet user will be changed units, and the variables share a positive relationship to each other. For a single unit change of Educational Expenditure, the Internet user will be changed units, and the variables share a positive relationship to each other. For a single unit change of Political Stability, the Internet user will be changed 2.69 units, and the variables share a positive relationship to each other. 46

47 Predictor Constant GDP Per capita Urban population Tel. & Mobile User Literacy Rate Elec. Consumption per capita Education Exp. Political Stability Coef SE Coef T P S = R Sq = 78.3% R Sq(adj) = 74.6% The coefficient of determination (R 2 ) and the adjusted value was found to be 78.3% and 74.6% respectively. That Means the Internet User can be explained 78.3% by GDP Per capita, Urban population, Telephone & Mobile User, Literacy Rate, Electricity Consumption per capita, Educational Expenditure & Political Stability. As because, we cannot except p value greater than 0.05, so; The revised regression equation is, Internet User = GDP per capita Telephone & Mobile User Electricity Consumption per capita 47

48 MINITAB OUTPUT Regression Analysis: Internet_Use versus GDP_Per_capi, Urban_popula,... The regression equation is Internet_User = GDP_Per_capita Urban_population Tel_&_Mobile_User Literacy_Rate Elec._Consmp_per_cap Education_Exp Political_Stability Predictor Coef SE Coef T P Constant GDP_Per_capita Urban_population Tel_&_Mobile_User Literacy_Rate Elec._Consmp_per_cap Education_Exp Political_Stability S = R-Sq = 78.3% R-Sq(adj) = 74.6% Analysis of Variance Source DF SS MS F P Regression Residual Error Total Source DF Seq SS GDP_Per_capita Urban_population Tel_&_Mobile_User Literacy_Rate Elec._Consmp_per_cap Education_Exp Political_Stability Unusual Observations Obs GDP_Per_capita Internet_User Fit SE Fit Residual St Resid X R R R RX R denotes an observation with a large standardized residual. X denotes an observation whose X value gives it large leverage. 48

49 4.6 Correlation Statistics Table 3: Correlation Statistics Correlation Coefficient (R) Internet User GDP Per Capita Urban Population Telephone & Mobile User Literacy Rate Electricity Consumption Per capita Educational Expenditure (% of GDP) Political Stability Internet User 1 GDP Per Capita Urban Population Telephone & Mobile User Literacy Rate Electricity Consumption Per capita Educational Expenditure (% of GDP) Political Stability

50 MINITAB OUTPUT Correlations: Internet_Use, GDP_Per_capi, Urban_popula, Tel_&_Mobile,... Internet_User GDP_Per_capita GDP_Per_capita Urban_population Urban_population Tel_&_Mobile_Use Literacy_Rate Elec._Consmp_per Education_Exp Political_Stabil Tel_&_Mobile_Use Literacy_Rate Literacy_Rate Elec._Consmp_per Elec._Consmp_per Education_Exp Political_Stabil Education_Exp. Political_Stabil

51 4.6 Scatter Plot 90 Scatterplot of Internet_User vs GDP_Per_capita Internet_User GDP_Per_capita Scatterplot of Internet_User vs Urban_population Internet_User Urban_population

52 90 Scatterplot of Internet_User vs Tel_&_Mobile_User Internet_User Tel_&_Mobile_User Scatterplot of Internet_User vs Literacy_Rate Internet_User Literacy_Rate

53 90 Scatterplot of Internet_User vs Elec._Consmp_per_cap Internet_User Elec._Consmp_per_cap Scatterplot of Internet_User vs Education_Exp Internet_User Education_Exp

54 90 Scatterplot of Internet_User vs Political_Stability Internet_User Political_Stability

55 4.7 Hypothesis Test for Correlation Hypothesis 1: The higher a country s GDP per capita, the more likely that it has a higher Internet penetration. There is a relationship between GDP per capita & Internet user. H o : ρ = 0 H A : ρ 0 Test Statistic: here, r = n = 50 α =.012 Hence Reject the Null Hypothesis H o Hence Hypothesis 1 is established. Hypothesis 2: The higher the literacy rates of a country s population, the higher the internet user. There is a relationship between literacy rates & Internet user. H o : ρ = 0 H A : ρ 0 Test Statistic: here, r = n = 50 α =.549 Hence We Fail to Reject the Null Hypothesis H o Hence Hypothesis 2 is not established. Hypothesis 3: Greater urban population tends to associate with more Internet user. There is a relationship between urban population & Internet user. H o : ρ = 0 H A : ρ 0 Test Statistic: here, r = n = 50 α =.887 Hence We Fail to Reject the Null Hypothesis H o Hence Hypothesis 3 is not established. 55

56 Hypothesis 4: A well established telecommunication infrastructure in a country tends to associate with a high Internet penetration. There is a relationship between Total Telephone and Mobile user & Internet user. H o : ρ = 0 H A : ρ 0 Test Statistic: here, r = n = 50 α =.023 Hence Reject the Null Hypothesis H o Hence Hypothesis 4 is established. Hypothesis 5: The higher the Electricity Consumption per capita of a country s, the higher percentage of the internet user. There is a relationship between Electricity Consumption per capita & Internet user. H o : ρ = 0 H A : ρ 0 Test Statistic: here, r = n = 50 α =.067 Hence Reject the Null Hypothesis H o Hence Hypothesis 5 is established. Hypothesis 6: Greater Education Spending of GDP (% of GDP) tends to associate with more Internet user. There is a relationship between Education Spending & Internet user. H o : ρ = 0 H A : ρ 0 Test Statistic: here, r = n = 50 α =.508 Hence We Fail to Reject the Null Hypothesis H o Hence Hypothesis 6 is not established. 56

57 Hypothesis 7: A Stable Political Condition in a country tends to associate with a high Internet penetration. There is a relationship between Political Condition & Internet user. H o : ρ = 0 H A : ρ 0 Test Statistic: here, r = 0.14 n = 50 α =.621 Hence We Fail to Reject the Null Hypothesis H o Hence Hypothesis 7 is not established 99 Normal Probability Plot (response is Internet_User) Percent Residual Figure: Normal Probability Plot for Residuals 57

58 Chapter 5 Findings & Recommendations 58

59 It is clear from the analysis and statistical data that GDP per capita, Literacy rate, Urban population, A well established telecommunication structure, Electricity consumption per capita all these factors have more or less have some impacts on the significance of internet user. Percentage of GDP spending on Educational purpose & Political stability don t have any significant affect on internet user rate according tour sample data of 50 countries. In the end of regression analysis, correlation & some other statistical tests we found that GDP per capita, well established telecommunication structure & electricity consumption per capita have very considerable affect on the rate of internet user in a country. The change in GDP per capita & Electricity consumption per capita is not possible in easily for developing & under developed countries. But in very low cost primary level investment of people can make the telecommunication structure very strong. As an example for our country Bangladesh there are lots of mobile operator gives us chance to get connected to internet via very cheap mobile handset. So we must recommend putting more emphasis on telecommunication structure for some rapid change on internet development for developing & under developed countries. The research was done with a number of limitations. There may be other factors apart from the other identified variables that can affect energy per capita. The research could have been better if other variables could have been studied. The research was carried out in a limited time and as a result detailed study was not possible although there were good intentions. 59

60 Bibliography 60

61 Websites: ("A Preliminary model of Internet diffusion within developing countries" by B. Bazar and G. Boalch) ( Factors affecting Internet development : An Asian survey by Hao Xiaoming and Chow Seet Kay ) 61

Effects of Openness and Trade in Pollutive Industries on Stringency of Environmental Regulation

Effects of Openness and Trade in Pollutive Industries on Stringency of Environmental Regulation Effects of Openness and Trade in Pollutive Industries on Stringency of Environmental Regulation Matthias Busse and Magdalene Silberberger* Ruhr-University of Bochum Preliminary version Abstract This paper

More information

Country CAPEXIL Description HS Codes Value Qty AFGHANISTAN TIS Asbestos cement pipes

Country CAPEXIL Description HS Codes Value Qty AFGHANISTAN TIS Asbestos cement pipes Country-wise and Item-wise Exports of Cement, Clinkers and Asbestos Cement Products Value Rs. Lakh Quantity in '000 Unit: Kgs Source: MoC Export Import Data Bank Country CAPEXIL Description HS Codes Value

More information

Analysis of Load Factors at Nuclear Power Plants

Analysis of Load Factors at Nuclear Power Plants Clemson University From the SelectedWorks of Michael T. Maloney June, 2003 Analysis of Load Factors at Nuclear Power Plants Michael T. Maloney, Clemson University Available at: https://works.bepress.com/michael_t_maloney/10/

More information

IMPROVING SALES EFFECTIVENESS. John Kieffer Business Transformation Director

IMPROVING SALES EFFECTIVENESS. John Kieffer Business Transformation Director IMPROVING SALES EFFECTIVENESS John Kieffer Business Transformation Director Working from a Position of Leadership and Growth Global Sales: $26.6 Billion (65% International) Net Income: $4.0 Billion R&D

More information

COMPENSATION REVIEW AND ANALYSIS SERVICES TAKING THE WORK OUT OF YOUR COMPENSATION REVIEW PROCESS

COMPENSATION REVIEW AND ANALYSIS SERVICES TAKING THE WORK OUT OF YOUR COMPENSATION REVIEW PROCESS COMPENSATION REVIEW AND ANALYSIS SERVICES TAKING THE WORK OUT OF YOUR COMPENSATION REVIEW PROCESS COMPENSATION REVIEW AND ANALYSIS SERVICES WHAT ARE MERCER S COMPENSATION REVIEW AND ANALYSIS SERVICES?...

More information

GLOBAL VIDEO-ON- DEMAND (VOD)

GLOBAL VIDEO-ON- DEMAND (VOD) GLOBAL VIDEO-ON- DEMAND (VOD) HOW WORLDWIDE VIEWING HABITS ARE CHANGING IN THE EVOLVING MEDIA LANDSCAPE MARCH 2016 A CHANGING VIDEO-VIEWING LANDSCAPE Nearly two-thirds of global respondents say they watch

More information

Jaana Korhonen, 3rd International Congress on Planted Forests Porto, Portugal May 18, 2013

Jaana Korhonen, 3rd International Congress on Planted Forests Porto, Portugal May 18, 2013 Jaana Korhonen, 3rd International Congress on Planted Forests Porto, Portugal May 18, 2013 Objectives Data Methods Results Conclusions Identify factors that influence investments in forest plantations

More information

1 Controlling for non-linearities

1 Controlling for non-linearities 1 Controlling for non-linearities Since previous studies have found significant evidence for deaths from natural catastrophes to be non-linearly related to different measures of development (Brooks et

More information

UNIVERSITY OF KANSAS Office of Institutional Research and Planning

UNIVERSITY OF KANSAS Office of Institutional Research and Planning 10/13 TABLE 4-170 FALL - TOTAL 1,624 1,740 1,926 2,135 2,134 2,138 2,246 Male 927 968 1,076 1,191 1,188 1,179 1,262 Female 697 772 850 944 946 959 984 Undergraduate 685 791 974 1,181 1,189 1,217 1,281

More information

Forest Stewardship Council

Forest Stewardship Council Global FSC certified area*: by region Africa CAMEROON CONGO, THE REPUBLIC OF GABON GHANA MOZAMBIQUE NAMIBIA SOUTH AFRICA SWAZILAND TANZANIA, UNITED UGANDA Asia CAMBODIA CHINA INDIA INDONESIA JAPAN KOREA,

More information

The next generation in global consumer understanding

The next generation in global consumer understanding The next generation in global consumer understanding We have chosen CAMEO because of its excellent value, multi-region scope, and ease of use. CAMEO allows us to better understand our customer s needs

More information

Forest Stewardship Council

Forest Stewardship Council Global FSC Certified Businesses: by country PUERTO RICO 4 FINLAND 83 BAHRAIN GUATEMALA 29 MACEDONIA 3 VIETNAM 004 CONGO, THE REPUBLIC OF 5 NEW ZEALAND 287 KOREA, REPUBLIC OF 243 UGANDA 3 MONACO 4 EGYPT

More information

Detailed Data from the 2010 OECD Survey on Public Procurement

Detailed Data from the 2010 OECD Survey on Public Procurement ANNEX G Detailed Data from the 2010 OECD Survey on Public Procurement This annex provides data for each responding country on the transparency of the public procurement cycle, as well as the online availability

More information

HEALTH WEALTH CAREER MERCER LIFE SCIENCES REMUNERATION SURVEY

HEALTH WEALTH CAREER MERCER LIFE SCIENCES REMUNERATION SURVEY HEALTH WEALTH CAREER MERCER LIFE SCIENCES REMUNERATION SURVEY MAKE SMART COMPENSATION DECISIONS BY JOINING THE 2016 MERCER TOTAL REMUNERATION SURVEY FOR THE LIFE SCIENCES SECTOR THE LIFE SCIENCES REMUNERATION

More information

FSC Facts & Figures. September 6, 2018

FSC Facts & Figures. September 6, 2018 FSC Facts & Figures September 6, 2018 Global FSC-certified forest area North America 34.5% of total FSC-certified area ( 69,584,479 ha ) 253 certificates Europe 49.4% of total FSC-certified area ( 99,747,108

More information

FSC Facts & Figures. August 1, 2018

FSC Facts & Figures. August 1, 2018 FSC Facts & Figures August 1, 2018 Global FSC-certified forest area North America 34.6% of total FSC-certified area ( 69,481,877 ha ) 253 certificates Europe 49.4% of total FSC-certified area ( 99,104,573

More information

Cross-border Executive Search to large and small corporations through personalized and flexible services

Cross-border Executive Search to large and small corporations through personalized and flexible services Cross-border Executive Search to large and small corporations through personalized and flexible services In-depth local knowledge of each job market as well as reliable information on compensation, industry

More information

Global Food Security Index

Global Food Security Index Global Food Security Index Sponsored by 26 September 2012 Agenda Overview Methodology Overall results Results for India Website 2 Overview The Economist Intelligence Unit was commissioned by DuPont to

More information

FSC Facts & Figures. November 15. FSC F FSC A.C. All rights reserved

FSC Facts & Figures. November 15. FSC F FSC A.C. All rights reserved FSC Facts & Figures November FSC F00000 FSC A.C. All rights reserved Global FSC certified forest area North America.u of total FSC certified area / 6.8.89 ha D 6 certificates Europe 8u of total FSC certified

More information

Energy Efficiency Indicators: The Electric Power Sector

Energy Efficiency Indicators: The Electric Power Sector Energy Efficiency Indicators: 5 Sectors, 5 Challenges Mexico City, Mexico 14-15 March 2011 Energy Efficiency Indicators: The Electric Power Sector Robert Schnapp Head, Coal, Renewables, Electric and Heat

More information

Evolution of Production Network: Measuring Trade in value-added (TiVA)

Evolution of Production Network: Measuring Trade in value-added (TiVA) Evolution of Production Network: Measuring Trade in value-added (TiVA) Norihiko YAMANO Directorate for Science Technology and Industry, OECD Working Party on Globalisation of Industry Committee on Industry,

More information

Spirax Sarco. Clean steam overview

Spirax Sarco. Clean steam overview Spirax Sarco Clean steam overview Spirax Sarco - investing in solutions for clean systems Clean steam has been an important part of Spirax Sarco s business since pioneering the development of the BT6,

More information

Strategy and Outlook Annual General Meeting. Hubert Sagnières May 5, 2011

Strategy and Outlook Annual General Meeting. Hubert Sagnières May 5, 2011 Strategy and Outlook 2011 Annual General Meeting Hubert Sagnières May 5, 2011 The Optical Market in 2011 A still significantly under-penetrated market A high ramp-up potential A growing, profitable mid-range

More information

CONVERSION FACTORS. Standard conversion factors for liquid fuels are determined on the basis of the net calorific value for each product.

CONVERSION FACTORS. Standard conversion factors for liquid fuels are determined on the basis of the net calorific value for each product. CONVERSION FACTORS The data which have been supplied by the countries in original units are converted to the common unit, terajoules (TJ), by using standard conversion factors or, in the case of solids,

More information

FSC Facts & Figures. December 1, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. December 1, FSC F FSC A.C. All rights reserved FSC Facts & Figures December, 0 FSC F00000 FSC A.C. All rights reserved Global FSC certified forest area North America.9v of total FSC certified area m 67::08 ha I 47 certificates Europe 47.v of total

More information

A d i l N a j a m Pardee Center for the study of the Longer-Term Future B o s t o n U n i v e r s i t y

A d i l N a j a m Pardee Center for the study of the Longer-Term Future B o s t o n U n i v e r s i t y A d i l N a j a m The Fredrick S. Pardee Chair for Global Public Policy Pardee Center for the study of the Longer-Term Future B o s t o n U n i v e r s i t y How can ECOSOC and AMR foster integration of

More information

FSC Facts & Figures. December 3, 2018

FSC Facts & Figures. December 3, 2018 FSC Facts & Figures December 3, 2018 Global FSC-certified forest area North America 34.5% of total FSC-certified area ( 69,285,190 ha ) 253 certificates Europe 50% of total FSC-certified area ( 100,482,414

More information

FSC Facts & Figures. November 2, 2018

FSC Facts & Figures. November 2, 2018 FSC Facts & Figures November 2, 2018 Global FSC-certified forest area North America 34.6% of total FSC-certified area ( 69,322,145 ha ) 256 certificates Europe 49.9% of total FSC-certified area ( 100,198,871

More information

Oil and Petrochemical overview. solutions for your steam and condensate system

Oil and Petrochemical overview. solutions for your steam and condensate system o i l a n d p e t r o c h e m i c a l o v e r v i e w Oil and Petrochemical overview solutions for your steam and condensate system Understanding your steam and condensate system At Spirax Sarco we understand

More information

2015 MERCER LIFE SCIENCES REMUNERATION SURVEY

2015 MERCER LIFE SCIENCES REMUNERATION SURVEY 2015 MERCER LIFE SCIENCES REMUNERATION SURVEY MAKE SMART COMPENSATION DECISIONS BY JOINING THE 2015 MERCER TOTAL REMUNERATION SURVEY FOR THE LIFE SCIENCES SECTOR THE LIFE SCIENCES REMUNERATION SURVEY PROVIDES

More information

FSC Facts & Figures. September 1, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. September 1, FSC F FSC A.C. All rights reserved FSC Facts & Figures September 1, 2017 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 34.9% of total FSC-certified area ( 69,014,953 ha ) 246 certificates Europe

More information

FSC Facts & Figures. October 4, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. October 4, FSC F FSC A.C. All rights reserved FSC Facts & Figures October 4, 2017 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 35.2% of total FSC-certified area ( 68,947,375 ha ) 246 certificates Europe

More information

FSC Facts & Figures. December 1, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. December 1, FSC F FSC A.C. All rights reserved FSC Facts & Figures December 1, 2017 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 35.7% of total FSC-certified area ( 69,695,913 ha ) 248 certificates Europe

More information

Global Commerce Review EMEA, Q2 2018

Global Commerce Review EMEA, Q2 2018 Global Commerce Review EMEA, Q2 2018 Mobile Marches On In APAC, Mobile now accounts for the majority of transactions Europe North America Middle East & Africa Asia Pacfic Latin America 2 Source: Criteo,

More information

FSC Facts & Figures. June 1, 2018

FSC Facts & Figures. June 1, 2018 FSC Facts & Figures June 1, 2018 Global FSC-certified forest area North America 34.6% of total FSC-certified area ( 69,460,004 ha ) 242 certificates Europe 49.4% of total FSC-certified area ( 99,068,686

More information

FSC Facts & Figures. January 6, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. January 6, FSC F FSC A.C. All rights reserved FSC Facts & Figures January 6, 2017 FSC F000100 0 FSC A.C. All rights reserved Global FSC-certified forest area North America 35.3% of total FSC-certified area ( 69,212,841 ha ) 248 certificates Europe

More information

FSC Facts & Figures. February 1, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. February 1, FSC F FSC A.C. All rights reserved FSC Facts & Figures February 1, 2017 FSC F000100 0 FSC A.C. All rights reserved Global FSC-certified forest area North America 35.8% of total FSC-certified area ( 69,590,919 ha ) 249 certificates Europe

More information

FSC Facts & Figures. March 13, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. March 13, FSC F FSC A.C. All rights reserved FSC Facts & Figures March 13, 2017 FSC F000100 0 FSC A.C. All rights reserved Global FSC-certified forest area North America 35.6% of total FSC-certified area ( 69,049,912 ha ) 248 certificates Europe

More information

FSC Facts & Figures. January 3, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. January 3, FSC F FSC A.C. All rights reserved FSC Facts & Figures January 3, 2018 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 34.7% of total FSC-certified area ( 69,082,443 ha ) 245 certificates Europe

More information

THE ECONOMIC IMPACT OF IT, SOFTWARE, AND THE MICROSOFT ECOSYSTEM ON THE GLOBAL ECONOMY

THE ECONOMIC IMPACT OF IT, SOFTWARE, AND THE MICROSOFT ECOSYSTEM ON THE GLOBAL ECONOMY Addendum THE ECONOMIC IMPACT OF IT, SOFTWARE, AND THE MICROSOFT ECOSYSTEM ON THE GLOBAL ECONOMY METHODOLOGY AND DEFINITIONS Global Headquarters: 5 Speen Street Framingham, MA 01701 USA P.508.872.8200 F.508.935.4015

More information

FSC Facts & Figures. February 9, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. February 9, FSC F FSC A.C. All rights reserved FSC Facts & Figures February 9, 2018 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 34.5% of total FSC-certified area ( 68,976,317 ha ) 243 certificates Europe

More information

FSC Facts & Figures. April 3, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. April 3, FSC F FSC A.C. All rights reserved FSC Facts & Figures April 3, 2018 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 34.7% of total FSC-certified area ( 69,167,742 ha ) 242 certificates Europe 49.3%

More information

Worksheet for world asbestos consumption calculations

Worksheet for world asbestos consumption calculations Worksheet for world asbestos consumption calculations Apparent consumption calculation made using production data available on 6-8-2015 from the USGS and trade data available on 6-5-2015 from the United

More information

Global Commerce Review. Americas, Q2 2018

Global Commerce Review. Americas, Q2 2018 Global Commerce Review Americas, Q2 2018 Mobile Share of Transactions Mobile continues to steal share, driven by an increase in smartphone transactions Sales by Device, Q2 2017 and Q2 2018, United States,

More information

Rethinking E-Government Services

Rethinking E-Government Services Rethinking E-Government Services Session 3: Serving Citizens Becoming User-focused in the Provision of E-Government Services OECD-India meeting 4 December 2009 New Delhi, India Yih-Jeou Wang Head of Unit

More information

Press Release. Wind turbines generate more than 1 % of the global electricity. Worldwide Capacity at 93,8 GW 19,7 GW added in 2007

Press Release. Wind turbines generate more than 1 % of the global electricity. Worldwide Capacity at 93,8 GW 19,7 GW added in 2007 1 Press Release Wind turbines generate more than 1 % of the global electricity Worldwide at 93,8 GW 19,7 GW added in Head Office: Charles-de-Gaulle-Str. 5 53113 Bonn Germany Tel. +49-228-369 40-80 Fax

More information

WORKFORCE METRICS BENCHMARK REPORT

WORKFORCE METRICS BENCHMARK REPORT WORKFORCE METRICS BENCHMARK REPORT THE MORE YOU KNOW, THE SMARTER YOU WORK As an HR professional, you focus on helping your organization optimize its human capital, but how do you show that achievement?

More information

CSM-PD. pre-heating, degassing and storage system for clean steam generators

CSM-PD. pre-heating, degassing and storage system for clean steam generators CSM-PD pre-heating, degassing and storage system for clean steam generators Clean steam generator feedwater treatment system To enable clean steam generators to provide the highest quality clean steam

More information

MERCER EXECUTIVE REMUNERATION GUIDE THE KEY TO DESIGNING COMPETITIVE EXECUTIVE REMUNERATION IN THE MIDDLE EAST

MERCER EXECUTIVE REMUNERATION GUIDE THE KEY TO DESIGNING COMPETITIVE EXECUTIVE REMUNERATION IN THE MIDDLE EAST MERCER EXECUTIVE REMUNERATION GUIDE THE KEY TO DESIGNING COMPETITIVE EXECUTIVE REMUNERATION IN THE MIDDLE EAST CONSIDER THESE QUESTIONS Do you have an easy-to-use source for comparing compensation and

More information

IT Project Valuation Survey - Preliminary Report -

IT Project Valuation Survey - Preliminary Report - IT Project Valuation Survey - Preliminary Report - Sorin Gudea Claremont Graduate University sorin.gudea@cgu.edu January 25 1 Copyright Information. The author of the paper retains copyright ownership.

More information

Global Attraction and Retention Survey

Global Attraction and Retention Survey 2008 Edition Global Attraction and Retention Survey Essential Data for Understanding One of the Biggest HR Challenges this Millenium With an acute talent shortage across the globe, companies are striving

More information

Cotton: World Markets and Trade

Cotton: World Markets and Trade United States Department of Agriculture Foreign Agricultural Service Circular Series FOP - December Cotton: World Markets and Trade Unprecedented Daily Price Volatility Rules the Market Now Daily NY Nearby

More information

Cultural Values SELF-ASSESSMENT PROFILE. PREPARED FOR: Jaime Smith January 2017

Cultural Values SELF-ASSESSMENT PROFILE. PREPARED FOR: Jaime Smith January 2017 Cultural Values SELF-ASSESSMENT PROFILE PREPARED FOR: Jaime Smith January 2017 Contents This Cultural Values Profile identifies your individual orientation on ten cultural value dimensions. Understanding

More information

CONVERSION FACTORS. Standard conversion factors for liquid fuels are determined on the basis of the net calorific value for each product.

CONVERSION FACTORS. Standard conversion factors for liquid fuels are determined on the basis of the net calorific value for each product. CONVERSION FACTORS The data which have been supplied by the countries in original units are converted to the common unit, terajoules (TJ), by using standard conversion factors or, in the case of solids,

More information

FSC Facts & Figures. August 4, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. August 4, FSC F FSC A.C. All rights reserved FSC Facts & Figures August 4, 2016 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 35.9% of total FSC-certified area ( 68,725,419 ha ) 249 certificates Europe 47.7%

More information

FSC Facts & Figures. September 12, FSC F FSC A.C. All rights reserved

FSC Facts & Figures. September 12, FSC F FSC A.C. All rights reserved FSC Facts & Figures September 12, 2016 FSC F0001000 FSC A.C. All rights reserved Global FSC-certified forest area North America 35.8% of total FSC-certified area ( 68,217,276 ha ) 243 certificates Europe

More information

enhance your automation thinking

enhance your automation thinking enhance your automation thinking PLCnext Technology The platform for limitless automation PLCnext Technology Designed by PHOENIX CONTACT In a rapidly changing world, in which more things are now networked

More information

Siemens Partner Program

Siemens Partner Program Siemens Partner Program Factory Automation Partner Strategy for Factory Automation End Customer Focus on core competencies Demand on efficient solutions Certified Partner Added value in solutions and services

More information

(a) What is the sample size for this poll? The sample size for this poll is = 14,484 people.

(a) What is the sample size for this poll? The sample size for this poll is = 14,484 people. 1. A researcher for Consumer Reports is interested in comparing the effectiveness of two dandruff shampoos. One possibility is to have a simple randomized design that assigns shampoo A to ten subjects

More information

A Ten Year Strategic Outlook for the Global Flexible Plastic Packaging Market. Sample pages. Commodity Inside Ltd

A Ten Year Strategic Outlook for the Global Flexible Plastic Packaging Market. Sample pages. Commodity Inside Ltd A Ten Year Strategic Outlook for the Global Flexible Plastic Packaging Market Sample pages Chapter 1- Executive summary 1.1 Changes in the global flexible plastic packaging industry 1.2 Cost effectiveness

More information

Cambridge International Examinations Cambridge International Advanced Subsidiary and Advanced Level

Cambridge International Examinations Cambridge International Advanced Subsidiary and Advanced Level Cambridge International Examinations Cambridge International Advanced Subsidiary and Advanced Level *2029778719-I* GEOGRAPHY 9696/32 Paper 3 Advanced Human Options October/November 2015 INSERT 1 hour 30

More information

Population Distribution by Income Tiers, 2001 and 2011

Population Distribution by Income Tiers, 2001 and 2011 1 Updated August 13, 2015: This new edition includes corrected estimates for Iceland, Luxembourg, Netherlands and Taiwan, and some related aggregated data. TABLE A1 Distribution by Income Tiers, 2001 and

More information

Spirax SafeBloc TM. double block and bleed bellows sealed stop valve

Spirax SafeBloc TM. double block and bleed bellows sealed stop valve Spirax SafeBloc TM double block and bleed bellows sealed stop Spirax SafeBloc TM a single solution for safe double isolation The Spirax SafeBloc TM is a safe isolation solution, with a unique space-saving

More information

NATIONAL COMPETITIVENESS: A NINE-FACTOR APPROACH AND ITS EMPIRICAL APPLICATION

NATIONAL COMPETITIVENESS: A NINE-FACTOR APPROACH AND ITS EMPIRICAL APPLICATION NATIONAL COMPETITIVENESS: A NINE-FACTOR APPROACH AND ITS EMPIRICAL APPLICATION Hwy-Chang Moon and Dong-Sung Cho Seoul National University ABSTRACT There exist some reports on national competitiveness,

More information

Solution Partner Program Global Perspective

Solution Partner Program Global Perspective Solution Partner Program Global Perspective SPACe 2012 Siemens Process Automation Conference Business Development Solution Partner Program Copyright Siemens AG 2012. All rights reserved Solution Partner

More information

In 2013, global production

In 2013, global production 48 th Census of World Casting Production Steady Growth in Global Output Worldwide casting production continued to grow in 2013, up more than 3.4 million metric tons, an increase of 3.4% in comparison to

More information

World Potato Map 2019: Fries Are on the Menu Globally

World Potato Map 2019: Fries Are on the Menu Globally March 2019 World Potato Map 2019: Fries Are on the Menu Globally RaboResearch Food & Agribusiness Stefan van Merrienboer Analyst F&A NL +31 6 1162 7255 Only a small share of potatoes is traded internationally.

More information

hp hardware support onsite global next day response

hp hardware support onsite global next day response hp care pack hp hardware support onsite technical data hp hardware support onsite global next day response service overview benefits to you service highlights HP s global next day response service provides

More information

CMMI Update. Mary Beth Chrissis, as represented by: Pat O Toole Software Engineering Institute. Pittsburgh, PA May 15, 2008

CMMI Update. Mary Beth Chrissis, as represented by: Pat O Toole Software Engineering Institute. Pittsburgh, PA May 15, 2008 Mary Beth Chrissis, as represented by: Pat O Toole Software Engineering Institute Carnegie Mellon University Pittsburgh, PA 15213 May 15, 2008 CMMI Today The CMMI Product Suite was released 1/2002 and

More information

National-level factsheets include the following components: Historical and future BAU growth trajectories in the transport sector, based on NCs

National-level factsheets include the following components: Historical and future BAU growth trajectories in the transport sector, based on NCs NationalLevel Emissions Fact Sheet Methodology October 2015 To capture a more comprehensive picture of transport sector emissions at a global scale, there is a need to expand this knowledge base to a representative

More information

Findings from FAOSTAT user questionnaire surveys

Findings from FAOSTAT user questionnaire surveys Joint FAO/UNECE Working party On Forest Economics and Statistics 28 th session, Geneva, 2-4 May 2006 Agenda Item 6 Dissemination of outputs During the last decade FAO has carried out two FAO forest product

More information

Overview of FSC-certified forests January Maps of extend of FSC-certified forest globally and country specific

Overview of FSC-certified forests January Maps of extend of FSC-certified forest globally and country specific Overview of FSCcertified forests Maps of extend of FSCcertified forest globally and country specific Global certified forest area: 120.052.350 ha ( = 4,3%) + 1% Hectare FSCcertified forest 10.000.000 and

More information

2014 Global COBIT 5 Governance Study 1,245 respondents

2014 Global COBIT 5 Governance Study 1,245 respondents 2014 Global COBIT 5 Governance Study 1,245 respondents Contact: Kristen Kessinger, +1.847.660.5512, news@isaca.org Survey Methodology The 2014 Global COBIT 5 Governance Study was sent via email to COBIT

More information

Summary for Policymakers

Summary for Policymakers Summary for Policymakers Yale Center for Environmental Law and Policy, Yale University Center for International Earth Science Information Network, Columbia University In collaboration with World Economic

More information

WHITE PAPER 5 TIPS FOR MANAGING FOOD AND BEVERAGE SUPPLY CHAIN

WHITE PAPER 5 TIPS FOR MANAGING FOOD AND BEVERAGE SUPPLY CHAIN WHITE PAPER 5 TIPS FOR MANAGING FOOD AND BEVERAGE SUPPLY CHAIN CONTENT AUTOMATE, AUTOMATE, AUTOMATE... 1 PLAN FOR FUTURE DEMAND... 2 MAINTAIN DETAILED REGULATORY COMPLIANCE DATA... 3 CONTROL COSTS BY MINIMIZING

More information

Trade in Intermediate Goods, Armington Elasticity and Exchange Rate Pass-through. Fumihide TAKEUCHI Tokai University (Japan)

Trade in Intermediate Goods, Armington Elasticity and Exchange Rate Pass-through. Fumihide TAKEUCHI Tokai University (Japan) Trade in Intermediate Goods, Armington Elasticity and Exchange Rate Pass-through Fumihide TAKEUCHI Tokai University (Japan) 1 What is an exchange rate pass-through (ERPT)? Effect of exchange rate changes

More information

Supplementary Materials for. Reckoning wheat yield trends

Supplementary Materials for. Reckoning wheat yield trends Supplementary Materials for Reckoning wheat yield trends Marena Lin and Peter Huybers Department of Earth and Planetary Sciences Harvard University Oxford St., Cambridge MA, 8 Contents Replicating interannual

More information

Internationalisation Home versus host compensation approach at Reckitt Benckiser

Internationalisation Home versus host compensation approach at Reckitt Benckiser Internationalisation Home versus host compensation approach at Reckitt Benckiser Internationalisation Home versus host compensation approach at Reckitt Benckiser With the economic downturn continuing worldwide,

More information

The Need for Device Agnostic Surveys

The Need for Device Agnostic Surveys UNDERSTANDING MOBILE RESPONDENTS VS DESKTOP RESPONDENTS The Need for Device Agnostic Surveys Position Paper: March 2017 The increase in worldwide smartphone usage is a widely discussed topic in market

More information

OTS. FEEL GOODS. COMPANY PROFILE

OTS. FEEL GOODS. COMPANY PROFILE OTS. FEEL GOODS. COMPANY PROFILE CONTENTS 4 ABOUT US 6 TRANSPORT 8 MISSION 10 VISION 12 SERVICES 14 SALES AND CUSTOMER SERVICE 16 IMPORT / EXPORT AND CROSSTRADE 18 LOGISTICS 20 CUSTOMS 22 PROJECT DIVISION

More information

Energy Subsidies, Economic Growth, and CO 2 emissions

Energy Subsidies, Economic Growth, and CO 2 emissions Energy Subsidies, Economic Growth, and CO 2 emissions Gabriela Mundaca The World Bank October 18, 2018 Presentation based on 2 papers 1. Energy Subsidies, Public Investment and Endogenous Growth. (2017).

More information

International management system: ISO on environmental management

International management system: ISO on environmental management International management system: ISO 14000 on environmental management Introduction In response to the growing interest from businesses in environmental standards, the International Standardization Institute,

More information

Findings from the Cluster Meta-Study

Findings from the Cluster Meta-Study Findings from the Cluster Meta-Study Dr. Claas van der Linde Research Institute for International Management, University of St. Gallen October 4, 2002 This presentation provides an outline of a presentation

More information

Argus Ethylene Annual 2017

Argus Ethylene Annual 2017 Argus Ethylene Annual 2017 Market Reporting Petrochemicals illuminating the markets Consulting Events Argus Ethylene Annual 2017 Summary Progress to the next peak of the economic cycle, now expected by

More information

Engaging Supply Chains in Climate Change

Engaging Supply Chains in Climate Change Online Supplement to: Engaging Supply Chains in Climate Change Chonnikarn (Fern) Jira Harvard Business School Wyss House Boston MA 02163 cjira@hbs.edu Michael W. Toffel Harvard Business School Morgan Hall

More information

Cisco IT Data Center and Operations Control Center Tour

Cisco IT Data Center and Operations Control Center Tour Cisco IT Data Center and Operations Control Center Tour Page 1 of 7 4 Root Cause Analysis and Change Management Root Cause Analysis Figure 1. Ian Reviewing Updates Ian: The incident management process

More information

OECD WORK ON GLOBAL VALUE CHAINS AND TRADE IN VALUE ADDED

OECD WORK ON GLOBAL VALUE CHAINS AND TRADE IN VALUE ADDED OECD WORK ON GLOBAL VALUE CHAINS AND TRADE IN VALUE ADDED Koen De Backer Workshop on Global Value Chains in Shipbuilding Paris, November 01 The emergence of Global Value Chains Final consumption Final

More information

Process Maturity Profile

Process Maturity Profile Carnegie Mellon University Process Maturity Profile Software CMM CBA IPI and SPA Appraisal Results 2002 Year End Update April 2003 We could not produce this report without the support of the organizations

More information

MEDIA ADVISORY. Tokyo, January 29, 2007

MEDIA ADVISORY. Tokyo, January 29, 2007 Tokyo, January 29, 2007 MEDIA ADVISORY The Waseda University Institute of E-Government has released its 2007 World E-Government Ranking. For three consecutive years, the Institute has ranked the development

More information

RESISTING INERTIA: Auditing and Benchmarking Your Global Mobility Program. By Steve Nurney, Principal at Mercer

RESISTING INERTIA: Auditing and Benchmarking Your Global Mobility Program. By Steve Nurney, Principal at Mercer RESISTING INERTIA: Auditing and Benchmarking Your Global Mobility Program By Steve Nurney, Principal at Mercer According to Newton s First Law of Motion, a body s motion remains constant unless an external

More information

The energy consumption-gdp nexus: Panel data evidence from 88 countries

The energy consumption-gdp nexus: Panel data evidence from 88 countries MPRA Munich Personal RePEc Archive The energy consumption-gdp nexus: Panel data evidence from 88 countries Dipendra Sinha Ritsumeikan Asia Pacific University, Japan and Macquarie University, Australia

More information

FedEx International Priority. FedEx International Economy 3

FedEx International Priority. FedEx International Economy 3 SERVICES AND RATES FedEx International Solutions for your business Whether you are shipping documents to meet a deadline, saving money on a regular shipment or moving freight, FedEx offers a suite of transportation

More information

Robas Research Private Limited Credential Deck

Robas Research Private Limited Credential Deck Robas Research Private Limited Credential Deck Introduction Robas Research was introduced in July, 2012 1 6 We believe in Research from Base which defines our firm s logo for any research/methodology in

More information

August Factors that impact how we grocery shop worldwide

August Factors that impact how we grocery shop worldwide August 2012 Factors that impact how we grocery shop worldwide Factors impacting grocery shopping worldwide 85% of consumers worldwide say rising food prices are impacting product choice The influence of

More information

DIMERCO EXPRESS GROUP OVERVIEW

DIMERCO EXPRESS GROUP OVERVIEW DIMERCO EXPRESS GROUP OVERVIEW 2018/6/19 TAIWAN DIMERCO AT A GLANCE 2 Full-Service Air, Ocean, Customs Brokerage & Logistics Company Near 50 years of Int'l Logistics Services Y2017 USD 576 Million Over

More information

Global Gas Deregulation Ed

Global Gas Deregulation Ed Global Gas Deregulation Ed 1 2012 What s in this report and analysis? Overview of the state of the gas sector World Survey of Gas Privatisation and Deregulation Coverage of Gas privatisation and deregulation

More information

Employee Assistance Programmes Global coverage, local delivery

Employee Assistance Programmes Global coverage, local delivery Employee Assistance Programmes Global coverage, local delivery The same world-class EAP wherever your employees are About us AXA ICAS International is one of the world s leading providers of Employee Assistance

More information

Our References Outstanding track record of value creation in hundreds of projects globally. Strategy and Marketing Practice

Our References Outstanding track record of value creation in hundreds of projects globally. Strategy and Marketing Practice Our References Outstanding track record of value creation in hundreds of projects globally Strategy and Marketing Practice Our Claim Our mission is a simple, yet challenging one: Maximizing the Value of

More information

Gross Domestic Product

Gross Domestic Product Gross Domestic Product ICT output declined... For the first time in the entire analyzed period (2002-2008), Canada's ICT sector output declined (-0.5%) at the end of 2008. However, this decline was at

More information

Argus Benzene Annual 2017

Argus Benzene Annual 2017 Argus Benzene Annual 2017 Petrochemicals illuminating the markets Market Reporting Consulting Events Argus Benzene Annual 2017 Summary The Argus (formerly DeWitt) Benzene Annual has provided an accurate

More information