This document provides an overview of the global macroeconomic environment. It discusses the key components of the economy including households, firms, government, banking, and the external sector. It also explains macroeconomic objectives such as economic growth, unemployment, and inflation. Various metrics for measuring macroeconomic performance are presented such as GDP, GDP per capita, unemployment rates, and inflation rates.
Professor Professor Hiroyuki Taguchi - Doctor of Social Sciences (Waseda University) commenced the seminar from a macroeconomic angle with a focus on Abenomics’ influence and the question of tackling mid-income trap in Vietnam. The seemingly dry subject was turned into a fruitful feast of novel information, ideas and well thought-out explanations.
This paper discusses the Irish economy’s recent growth performance and considers its medium-and-long-term prospects for growth. A range of policy reforms to increase the economy’s long-run potential output are identified. The best way to sustain productivity growth is to increase investment in education and skills, particularly early years learning; to increase investment in the production, diffusion and use of new ideas, and to increase investment in productivity enhancing infrastructure.
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...Soledad Zignago
1) TFP growth has been the main driver of labour productivity and GDP growth over the long term from 1890-2015. TFP growth occurred in waves, with a huge slowdown across countries from the mid-2000s, raising risks of secular stagnation.
2) Key factors explaining TFP growth include education levels, technology innovations like electricity and ICT, and the age of capital. However, these factors only explain under half of total TFP growth.
3) Long-term productivity slowdowns may also relate to declining real interest rates, with potential circular relationships between interest rates, factor quality, technology, institutions, and TFP/GDP growth. Unexplained portions of TFP growth also remain
This document discusses economic growth and income distribution in Indonesia. It provides definitions of economic growth and economic development, and methods for measuring economic growth. It then outlines several economic theories that can explain growth, such as classical, Schumpeter, Harrod-Domar, and neo-classical theories. Key factors determining economic growth in Indonesia are identified as land, population, capital goods, technology, and entrepreneurship. The document also discusses indicators for measuring income inequality like the Lorenz curve and Gini coefficient, and causes of uneven income distribution. Statistics from Badan Pusat Statistik show Indonesia's GDP growth of 2.8% in Q2 2012, led by trade, utilities, and construction sectors.
Potential GDP
0
ASLR1
ASLR2
Long-run aggregate supply increases when productivity or the quantity of resources increases permanently. This shifts the long-run aggregate supply curve rightward, increasing the potential GDP of the economy.
This chapter discusses key macroeconomic concepts including:
1) The two major issues in macroeconomics are economic growth and business cycles which include unemployment and inflation.
2) Important measures used to evaluate macroeconomic performance are GDP, GDP per capita, unemployment rate, inflation rate, and potential GDP.
3) Macroeconomic policies implemented by governments include fiscal policy related to government spending and taxation and monetary policy which controls money supply and interest rates. These policies aim to promote growth, reduce unemployment, and lower inflation.
(1) Economic growth is the expansion of an economy's production capabilities over time, as measured by the increase in potential GDP. Growth occurs through increases in population, productivity, capital, technology and other factors.
(2) The US has experienced steady economic growth since the 1950s, driven primarily by productivity gains. Labor productivity has increased on average 1.5-2.8% annually due to advances in technology, education, capital investment and other factors.
(3) While economic growth has lifted living standards in the US, growth has slowed recently and the country lags others in math/science skills. Sustained growth requires continued productivity improvements through education, innovation and efficient resource allocation.
This document discusses economic growth and factors that influence it. It defines economic growth as an increase in potential GDP over time, measured by expanding production capabilities. Growth rates are calculated by comparing GDP values between years. Economic growth increases standards of living by raising GDP per capita. While population growth reduces growth in GDP per person, productivity gains can outweigh this effect and allow sustained increases in living standards over long periods. Factors driving productivity and growth include investment in physical and human capital, technology advances, and strong economic institutions.
Professor Professor Hiroyuki Taguchi - Doctor of Social Sciences (Waseda University) commenced the seminar from a macroeconomic angle with a focus on Abenomics’ influence and the question of tackling mid-income trap in Vietnam. The seemingly dry subject was turned into a fruitful feast of novel information, ideas and well thought-out explanations.
This paper discusses the Irish economy’s recent growth performance and considers its medium-and-long-term prospects for growth. A range of policy reforms to increase the economy’s long-run potential output are identified. The best way to sustain productivity growth is to increase investment in education and skills, particularly early years learning; to increase investment in the production, diffusion and use of new ideas, and to increase investment in productivity enhancing infrastructure.
Productivity and GDP per capita growth: A long-term perspective, Bergeaud, Ce...Soledad Zignago
1) TFP growth has been the main driver of labour productivity and GDP growth over the long term from 1890-2015. TFP growth occurred in waves, with a huge slowdown across countries from the mid-2000s, raising risks of secular stagnation.
2) Key factors explaining TFP growth include education levels, technology innovations like electricity and ICT, and the age of capital. However, these factors only explain under half of total TFP growth.
3) Long-term productivity slowdowns may also relate to declining real interest rates, with potential circular relationships between interest rates, factor quality, technology, institutions, and TFP/GDP growth. Unexplained portions of TFP growth also remain
This document discusses economic growth and income distribution in Indonesia. It provides definitions of economic growth and economic development, and methods for measuring economic growth. It then outlines several economic theories that can explain growth, such as classical, Schumpeter, Harrod-Domar, and neo-classical theories. Key factors determining economic growth in Indonesia are identified as land, population, capital goods, technology, and entrepreneurship. The document also discusses indicators for measuring income inequality like the Lorenz curve and Gini coefficient, and causes of uneven income distribution. Statistics from Badan Pusat Statistik show Indonesia's GDP growth of 2.8% in Q2 2012, led by trade, utilities, and construction sectors.
Potential GDP
0
ASLR1
ASLR2
Long-run aggregate supply increases when productivity or the quantity of resources increases permanently. This shifts the long-run aggregate supply curve rightward, increasing the potential GDP of the economy.
This chapter discusses key macroeconomic concepts including:
1) The two major issues in macroeconomics are economic growth and business cycles which include unemployment and inflation.
2) Important measures used to evaluate macroeconomic performance are GDP, GDP per capita, unemployment rate, inflation rate, and potential GDP.
3) Macroeconomic policies implemented by governments include fiscal policy related to government spending and taxation and monetary policy which controls money supply and interest rates. These policies aim to promote growth, reduce unemployment, and lower inflation.
(1) Economic growth is the expansion of an economy's production capabilities over time, as measured by the increase in potential GDP. Growth occurs through increases in population, productivity, capital, technology and other factors.
(2) The US has experienced steady economic growth since the 1950s, driven primarily by productivity gains. Labor productivity has increased on average 1.5-2.8% annually due to advances in technology, education, capital investment and other factors.
(3) While economic growth has lifted living standards in the US, growth has slowed recently and the country lags others in math/science skills. Sustained growth requires continued productivity improvements through education, innovation and efficient resource allocation.
This document discusses economic growth and factors that influence it. It defines economic growth as an increase in potential GDP over time, measured by expanding production capabilities. Growth rates are calculated by comparing GDP values between years. Economic growth increases standards of living by raising GDP per capita. While population growth reduces growth in GDP per person, productivity gains can outweigh this effect and allow sustained increases in living standards over long periods. Factors driving productivity and growth include investment in physical and human capital, technology advances, and strong economic institutions.
Analysis of the effects of monetary and fiscal policy indicators on agricultu...researchagriculture
The research was conducted to determine the effect of monetary and fiscal policy indicators on Nigeria’s agricultural output. The output considered were mainly cereals such as maize, sorghum, rice, millet and wheat while the monetary policy indicators studied were inflation, money supply, interest rate and savings. Budgetary allocation represents the fiscal component while inflation, savings, interest rate, money supply represented monetary policy indicators. One of the fundamental objectives was to examine the relationship between monetary and fiscal policy indicators on agricultural output. Multiple regression was used as the main analytical tool, and the result showed that money supply, budgetary allocation, interest rate were 94%, 54% and 82% significant in the order above i.e. they had significant relationship with output, while inflation and savings were not significant. The result also revealed that within the period of study, agriculture contributed 28% to 35% of the gross domestic product. Forestry and fisheries contributed the least, while crop and animal sub sectors contributed the highest.
Article Citation:
Okidim IA and Albert CO.
Analysis of the Effects of Monetary and Fiscal Policy Indicators on Agricultural
Output (Cereal) (1990-2000).
Journal of Research in Agriculture (2012) 1(1): 058-064.
Full Text:
http://www.jagri.info/documents/AG0021.pdf
Analysis of the effects of monetary and fiscal policy indicators on agricult...researchagriculture
This document analyzes the effects of monetary and fiscal policy indicators on agricultural output in Nigeria from 1990-2000. It specifically examines the relationship between money supply, interest rates, inflation, savings, budgetary allocation and the output of cereals like maize, millet, rice and wheat. The results of a regression analysis showed that money supply, budgetary allocation and interest rates had a significant relationship with agricultural output, while inflation and savings were not significant. The analysis also revealed that while budgetary allocations to agriculture increased dramatically over the period, agricultural output levels remained largely the same, indicating a weak relationship between fiscal policy and output.
1. The document analyzes the relationship between domestic savings, investment, and economic growth in Nigeria from 1970-2015.
2. It finds that domestic savings, investment, and GDP growth were low over the period studied, with fluctuating trends.
3. The study employs various econometric techniques including unit root tests, cointegration tests, vector error correction models, and Granger causality tests.
4. The results show domestic investment has a positive and significant long-run impact on economic growth in Nigeria. There is also bidirectional short-run causality between domestic investment and economic growth.
By Keith Fuglie and Nicholas Rada.
Presented at the ASTI-FARA conference Agricultural R&D: Investing in Africa's Future: Analyzing Trends, Challenges, and Opportunities - Accra, Ghana, December 5-7, 2011. http://www.asti.cgiar.org/2011conf
THE 2012 GLOBAL AGRICULTURAL PRODUCTIVITY REPORT®
The Global Harvest Initiative (GHI) is a private sector policy voice for agricultural productivity growth throughout the value chain to sustainably meet the demands of a growing world.
GHI releases an annual Global Agricultural Productivity Report® (GAP Report®) to serve as a benchmark to analyze agricultural productivity growth.
The 2012 GAP Report® focuses on the most recent global agricultural productivity growth rate and compares it to the rate required to meet estimated demand growth. The report also analyzes global and regional productivity, as each region faces unique opportunities and challenges.
In 2010, GHI’s inaugural GAP Report® calculated that global agricultural total factor productivity (TFP) must grow by an average rate of at least 1.75 percent annually to double agricultural output by 2050. Recent findings indicate that global TFP is rising at an average annual rate of 1.84 percent.
But regional differences exist, and achieving necessary food production by 2050 requires improving the productivity of farmers in every major region, and across all scales of agriculture, from the smallholder to the commercial exporter.
Meeting future demand requires improving practices in growing and handling crops and livestock, and improving transportation, processing, and food production through infrastructure and capital investment.
This document provides an overview of business cycles, unemployment, and inflation. It discusses the phases of the business cycle including expansion, recession, peaks and troughs. It also examines causes of business cycles and different types of unemployment including frictional, structural, cyclical, and seasonal unemployment. Key labor market indicators like the unemployment rate, labor force participation rate, and natural rate of unemployment are defined. The relationship between actual and potential GDP over the business cycle is also explored.
This document provides an overview of business cycles, unemployment, and inflation in the United States. It discusses how GDP and the economy fluctuate in cycles, with alternating periods of expansion and recession. Unemployment rates and types of unemployment, including frictional, structural, cyclical, and seasonal, are also examined. Key labor market indicators like the unemployment rate and labor force participation rate are defined. The concept of potential GDP and the natural rate of unemployment are introduced.
This document provides an overview of macroeconomics topics including:
1) The key issues in macroeconomics are economic growth versus business cycle fluctuations and unemployment versus inflation.
2) Macroeconomic performance is measured using indicators like GDP, GDP per capita, unemployment and inflation rates.
3) Examples of macroeconomic data are provided for countries like the US, China, Mexico, Japan and Greece for 2014.
Strategic economic development planning (SEDP) represents an interactive process to help communities adapt to economic changes through ongoing assessment. The SEDP process involves four stages: 1) organizing stakeholders, 2) analyzing strengths/weaknesses and opportunities/threats, 3) operationalizing the plan through prioritized projects and delegated responsibilities, and 4) ongoing monitoring and evaluation to allow for adaptation. National economic conditions discussed include the contributions of agriculture, industry, and services to GDP in countries like Malaysia, Vietnam, and the US. Social conditions examined unemployment types and human capital development.
This document outlines the course objectives and topics for a course on Pakistan's economic issues. The course aims to provide students with an understanding of key sectors of Pakistan's economy including agriculture, industry, financial and social sectors as well as current policies. Topics to be covered include the development of Pakistan's economy over the past 50 years, the agriculture, manufacturing and banking sectors, fiscal and monetary policy, the budget, fiscal deficit, and social issues. Recommended textbooks and resources are also provided.
China has the second largest economy and is the most populous country. It has experienced rapid economic growth averaging 10% over the last 30 years due to reforms allowing private sector growth and foreign investment. China uses fiscal and monetary policies like government spending on infrastructure, adjusting required reserve ratios, and managing the yuan's exchange rate to influence economic stability and growth. These allowed China to recover quickly from the 2008 financial crisis through measures such as lowering interest rates and enacting a $650 billion stimulus package. While still having some state-owned sectors, China has transitioned significantly from a centrally planned to more market-based economy.
The Power-point discusses the macroeconomics of china. It discusses the inflation, unemployment in china, fiscal and monetary policy of china and the foreign exchange rate mechanism of china. It also discusses what can be the endgame for china for changing in its policy.
1. The document provides an overview of macroeconomic concepts including GDP, inflation, and growth. It discusses how GDP is measured through production, expenditures, and income and how these are used to calculate price indices and inflation rates.
2. Key macroeconomic aggregates like consumption, investment, government spending, and net exports are explained in terms of how they contribute to GDP. Historical examples of economic growth and inflation are also provided.
3. The document is intended as an introduction to macroeconomics, covering foundational topics through examples to build understanding of how the economy is measured at a high level.
Economic challenges face by Pakistan"s economy and their solutions (1)Muhammad Zubair
Pakistan's economy faces several challenges including a large debt burden requiring significant debt servicing payments, balance of payments deficits as imports exceed exports, low domestic savings rates, government spending exceeding revenues, a shrinking share of world trade, chronic energy shortages exacerbated by high load shedding, and damage from frequent natural disasters. Addressing these economic issues will be important for Pakistan to achieve greater economic stability and growth.
This document summarizes a study examining the relationship between private savings and economic growth in Nigeria from 1970 to 2007. The study aims to analyze trends in Nigerian savings behavior, evaluate factors influencing private savings rates, and assess how savings impacts economic performance. It employs an error-correction model to analyze how income growth, interest rates, fiscal policy, and financial development impact private savings rates. The results show that savings rates rise with disposable income growth and interest rates on bank deposits. Government savings do not appear to crowd out private savings, suggesting improved fiscal balances could substantially increase national savings rates. Financial development has a negative but insignificant impact on savings behavior in Nigeria.
The Role of Intangibles in the Public Sector-A Preliminary Study in JapanSPINTAN
Paper by Tsutomu Miyagawa on the role of intangibles in the public sector focusing on a preliminary study in Japan. Presented in the 9th World Conference on Intellectual Capital for Communities, World Bank, Paris, June 6th and 7th 2013
The document discusses economic growth in several countries and regions. It provides data showing some of the fastest growing countries in 2015, with Papua New Guinea having the highest growth rate at 19.33%. It also discusses factors that have contributed to rapid economic growth in many African countries in recent years, such as rising commodity prices and increasing foreign direct investment. The document analyzes sources of economic growth in China, finding that over 60% has come from increasing capital and labor inputs, while 30-40% has come from rising productivity.
Productivity challenges in Singapore - Part 3 23062015Hawyee Auyong
This document provides context for Part 3 of a case study examining Singapore's efforts to increase labor productivity. It summarizes key economic challenges Singapore faced since independence and the government's responses. These include relying on foreign capital/labor for growth initially but later seeking to upgrade skills and reduce dependency. Major economic crises like the 1997 Asian Financial Crisis disrupted these plans by causing recessions, leading to policies like wage cuts to restore competitiveness. In the decade following, Singapore faced continued volatility from external shocks like the 2001 electronics crash and 2003 SARS outbreak, complicating efforts for steady growth and productivity gains.
1) China has experienced remarkable economic growth since the 1970s, averaging 9.5% GDP growth annually, but this growth model faces sustainability challenges from overreliance on investment and exports, and environmental degradation.
2) The government is seeking to rebalance the economy toward greater domestic consumption, and tackle issues such as inequality, environmental pollution, energy security, and urban-rural income gaps to promote higher-quality growth.
3) Upgrading industries, boosting productivity, increasing wages, and developing western regions will be key to restructuring the economy and maintaining growth rates in the face of demographic and economic changes.
Mba1014 macro economic environment 200413Stephen Ong
This document provides an overview of macroeconomics and the macroeconomic environment. It discusses key topics such as the components of the economy, economic growth, productivity, and macroeconomic performance measures. The circular flow model and factors that influence economic growth like savings, investment, expectations and shocks are also examined. Macroeconomic objectives and how performance is measured using indicators like GDP, unemployment and inflation are outlined.
1. Economic growth leads to long-term increases in standards of living as measured by real GDP per capita. Small differences in growth rates can lead to large differences over long periods due to compounding.
2. Real GDP per capita is determined by average labor productivity and the proportion of the population that is employed. The main determinants of average labor productivity are human capital, physical capital, technology, entrepreneurship, and the policy environment.
3. While economic growth provides benefits like higher incomes, it also imposes costs like reduced leisure and potential environmental damage. Government policies aim to promote growth through investments in education, infrastructure, and R&D, while also addressing external costs.
Analysis of the effects of monetary and fiscal policy indicators on agricultu...researchagriculture
The research was conducted to determine the effect of monetary and fiscal policy indicators on Nigeria’s agricultural output. The output considered were mainly cereals such as maize, sorghum, rice, millet and wheat while the monetary policy indicators studied were inflation, money supply, interest rate and savings. Budgetary allocation represents the fiscal component while inflation, savings, interest rate, money supply represented monetary policy indicators. One of the fundamental objectives was to examine the relationship between monetary and fiscal policy indicators on agricultural output. Multiple regression was used as the main analytical tool, and the result showed that money supply, budgetary allocation, interest rate were 94%, 54% and 82% significant in the order above i.e. they had significant relationship with output, while inflation and savings were not significant. The result also revealed that within the period of study, agriculture contributed 28% to 35% of the gross domestic product. Forestry and fisheries contributed the least, while crop and animal sub sectors contributed the highest.
Article Citation:
Okidim IA and Albert CO.
Analysis of the Effects of Monetary and Fiscal Policy Indicators on Agricultural
Output (Cereal) (1990-2000).
Journal of Research in Agriculture (2012) 1(1): 058-064.
Full Text:
http://www.jagri.info/documents/AG0021.pdf
Analysis of the effects of monetary and fiscal policy indicators on agricult...researchagriculture
This document analyzes the effects of monetary and fiscal policy indicators on agricultural output in Nigeria from 1990-2000. It specifically examines the relationship between money supply, interest rates, inflation, savings, budgetary allocation and the output of cereals like maize, millet, rice and wheat. The results of a regression analysis showed that money supply, budgetary allocation and interest rates had a significant relationship with agricultural output, while inflation and savings were not significant. The analysis also revealed that while budgetary allocations to agriculture increased dramatically over the period, agricultural output levels remained largely the same, indicating a weak relationship between fiscal policy and output.
1. The document analyzes the relationship between domestic savings, investment, and economic growth in Nigeria from 1970-2015.
2. It finds that domestic savings, investment, and GDP growth were low over the period studied, with fluctuating trends.
3. The study employs various econometric techniques including unit root tests, cointegration tests, vector error correction models, and Granger causality tests.
4. The results show domestic investment has a positive and significant long-run impact on economic growth in Nigeria. There is also bidirectional short-run causality between domestic investment and economic growth.
By Keith Fuglie and Nicholas Rada.
Presented at the ASTI-FARA conference Agricultural R&D: Investing in Africa's Future: Analyzing Trends, Challenges, and Opportunities - Accra, Ghana, December 5-7, 2011. http://www.asti.cgiar.org/2011conf
THE 2012 GLOBAL AGRICULTURAL PRODUCTIVITY REPORT®
The Global Harvest Initiative (GHI) is a private sector policy voice for agricultural productivity growth throughout the value chain to sustainably meet the demands of a growing world.
GHI releases an annual Global Agricultural Productivity Report® (GAP Report®) to serve as a benchmark to analyze agricultural productivity growth.
The 2012 GAP Report® focuses on the most recent global agricultural productivity growth rate and compares it to the rate required to meet estimated demand growth. The report also analyzes global and regional productivity, as each region faces unique opportunities and challenges.
In 2010, GHI’s inaugural GAP Report® calculated that global agricultural total factor productivity (TFP) must grow by an average rate of at least 1.75 percent annually to double agricultural output by 2050. Recent findings indicate that global TFP is rising at an average annual rate of 1.84 percent.
But regional differences exist, and achieving necessary food production by 2050 requires improving the productivity of farmers in every major region, and across all scales of agriculture, from the smallholder to the commercial exporter.
Meeting future demand requires improving practices in growing and handling crops and livestock, and improving transportation, processing, and food production through infrastructure and capital investment.
This document provides an overview of business cycles, unemployment, and inflation. It discusses the phases of the business cycle including expansion, recession, peaks and troughs. It also examines causes of business cycles and different types of unemployment including frictional, structural, cyclical, and seasonal unemployment. Key labor market indicators like the unemployment rate, labor force participation rate, and natural rate of unemployment are defined. The relationship between actual and potential GDP over the business cycle is also explored.
This document provides an overview of business cycles, unemployment, and inflation in the United States. It discusses how GDP and the economy fluctuate in cycles, with alternating periods of expansion and recession. Unemployment rates and types of unemployment, including frictional, structural, cyclical, and seasonal, are also examined. Key labor market indicators like the unemployment rate and labor force participation rate are defined. The concept of potential GDP and the natural rate of unemployment are introduced.
This document provides an overview of macroeconomics topics including:
1) The key issues in macroeconomics are economic growth versus business cycle fluctuations and unemployment versus inflation.
2) Macroeconomic performance is measured using indicators like GDP, GDP per capita, unemployment and inflation rates.
3) Examples of macroeconomic data are provided for countries like the US, China, Mexico, Japan and Greece for 2014.
Strategic economic development planning (SEDP) represents an interactive process to help communities adapt to economic changes through ongoing assessment. The SEDP process involves four stages: 1) organizing stakeholders, 2) analyzing strengths/weaknesses and opportunities/threats, 3) operationalizing the plan through prioritized projects and delegated responsibilities, and 4) ongoing monitoring and evaluation to allow for adaptation. National economic conditions discussed include the contributions of agriculture, industry, and services to GDP in countries like Malaysia, Vietnam, and the US. Social conditions examined unemployment types and human capital development.
This document outlines the course objectives and topics for a course on Pakistan's economic issues. The course aims to provide students with an understanding of key sectors of Pakistan's economy including agriculture, industry, financial and social sectors as well as current policies. Topics to be covered include the development of Pakistan's economy over the past 50 years, the agriculture, manufacturing and banking sectors, fiscal and monetary policy, the budget, fiscal deficit, and social issues. Recommended textbooks and resources are also provided.
China has the second largest economy and is the most populous country. It has experienced rapid economic growth averaging 10% over the last 30 years due to reforms allowing private sector growth and foreign investment. China uses fiscal and monetary policies like government spending on infrastructure, adjusting required reserve ratios, and managing the yuan's exchange rate to influence economic stability and growth. These allowed China to recover quickly from the 2008 financial crisis through measures such as lowering interest rates and enacting a $650 billion stimulus package. While still having some state-owned sectors, China has transitioned significantly from a centrally planned to more market-based economy.
The Power-point discusses the macroeconomics of china. It discusses the inflation, unemployment in china, fiscal and monetary policy of china and the foreign exchange rate mechanism of china. It also discusses what can be the endgame for china for changing in its policy.
1. The document provides an overview of macroeconomic concepts including GDP, inflation, and growth. It discusses how GDP is measured through production, expenditures, and income and how these are used to calculate price indices and inflation rates.
2. Key macroeconomic aggregates like consumption, investment, government spending, and net exports are explained in terms of how they contribute to GDP. Historical examples of economic growth and inflation are also provided.
3. The document is intended as an introduction to macroeconomics, covering foundational topics through examples to build understanding of how the economy is measured at a high level.
Economic challenges face by Pakistan"s economy and their solutions (1)Muhammad Zubair
Pakistan's economy faces several challenges including a large debt burden requiring significant debt servicing payments, balance of payments deficits as imports exceed exports, low domestic savings rates, government spending exceeding revenues, a shrinking share of world trade, chronic energy shortages exacerbated by high load shedding, and damage from frequent natural disasters. Addressing these economic issues will be important for Pakistan to achieve greater economic stability and growth.
This document summarizes a study examining the relationship between private savings and economic growth in Nigeria from 1970 to 2007. The study aims to analyze trends in Nigerian savings behavior, evaluate factors influencing private savings rates, and assess how savings impacts economic performance. It employs an error-correction model to analyze how income growth, interest rates, fiscal policy, and financial development impact private savings rates. The results show that savings rates rise with disposable income growth and interest rates on bank deposits. Government savings do not appear to crowd out private savings, suggesting improved fiscal balances could substantially increase national savings rates. Financial development has a negative but insignificant impact on savings behavior in Nigeria.
The Role of Intangibles in the Public Sector-A Preliminary Study in JapanSPINTAN
Paper by Tsutomu Miyagawa on the role of intangibles in the public sector focusing on a preliminary study in Japan. Presented in the 9th World Conference on Intellectual Capital for Communities, World Bank, Paris, June 6th and 7th 2013
The document discusses economic growth in several countries and regions. It provides data showing some of the fastest growing countries in 2015, with Papua New Guinea having the highest growth rate at 19.33%. It also discusses factors that have contributed to rapid economic growth in many African countries in recent years, such as rising commodity prices and increasing foreign direct investment. The document analyzes sources of economic growth in China, finding that over 60% has come from increasing capital and labor inputs, while 30-40% has come from rising productivity.
Productivity challenges in Singapore - Part 3 23062015Hawyee Auyong
This document provides context for Part 3 of a case study examining Singapore's efforts to increase labor productivity. It summarizes key economic challenges Singapore faced since independence and the government's responses. These include relying on foreign capital/labor for growth initially but later seeking to upgrade skills and reduce dependency. Major economic crises like the 1997 Asian Financial Crisis disrupted these plans by causing recessions, leading to policies like wage cuts to restore competitiveness. In the decade following, Singapore faced continued volatility from external shocks like the 2001 electronics crash and 2003 SARS outbreak, complicating efforts for steady growth and productivity gains.
1) China has experienced remarkable economic growth since the 1970s, averaging 9.5% GDP growth annually, but this growth model faces sustainability challenges from overreliance on investment and exports, and environmental degradation.
2) The government is seeking to rebalance the economy toward greater domestic consumption, and tackle issues such as inequality, environmental pollution, energy security, and urban-rural income gaps to promote higher-quality growth.
3) Upgrading industries, boosting productivity, increasing wages, and developing western regions will be key to restructuring the economy and maintaining growth rates in the face of demographic and economic changes.
Mba1014 macro economic environment 200413Stephen Ong
This document provides an overview of macroeconomics and the macroeconomic environment. It discusses key topics such as the components of the economy, economic growth, productivity, and macroeconomic performance measures. The circular flow model and factors that influence economic growth like savings, investment, expectations and shocks are also examined. Macroeconomic objectives and how performance is measured using indicators like GDP, unemployment and inflation are outlined.
1. Economic growth leads to long-term increases in standards of living as measured by real GDP per capita. Small differences in growth rates can lead to large differences over long periods due to compounding.
2. Real GDP per capita is determined by average labor productivity and the proportion of the population that is employed. The main determinants of average labor productivity are human capital, physical capital, technology, entrepreneurship, and the policy environment.
3. While economic growth provides benefits like higher incomes, it also imposes costs like reduced leisure and potential environmental damage. Government policies aim to promote growth through investments in education, infrastructure, and R&D, while also addressing external costs.
The document discusses economic development and the differences between economic growth and development. It defines development as sustained increases in production accompanied by changes in economic structure and efficiency. It also discusses key indicators and characteristics of developing countries, including the need for structural changes in the economy like shifting workers from agriculture to industry. The goal of development is to increase real income and provide more goods and opportunities to improve people's welfare, with innovation and investments in infrastructure and technology playing important roles. The Philippines has seen increases in GDP, investment, and exports in recent years, showing signs of economic development.
1. The document discusses economic growth and factors that influence increases in living standards such as GDP per capita. Small differences in growth rates, even as small as 1%, can lead to large differences in living standards over long periods of time due to compound interest effects.
2. GDP per capita is determined by average labor productivity and the proportion of the population that is employed. Increases in either factor can increase GDP per capita. Labor productivity is influenced by human capital, physical capital, technology, entrepreneurship, and the policy environment.
3. While economic growth provides benefits, it also has costs like reduced leisure and environmental impacts. Governments can promote growth through policies that support education, savings/investment, research and development
Economic growth can be measured as an increase in real GDP or real GDP per capita over time. Real GDP in the US has increased over sixfold since 1950, growing at an average annual rate of 3.1%. Real GDP per capita has increased over threefold, growing at around 2% per year. Factors that determine economic growth include increases in the quantity and quality of labor, capital, technology, and efficiency. Productivity growth, driven by technological advances, education, and capital investment, has been a major contributor to economic growth. While some argue that sustained growth may not be environmentally sustainable, most economists view economic growth as increasing living standards and enabling solutions to problems through human innovation.
This document provides an overview of key macroeconomic concepts like GDP, unemployment, and inflation. It begins with questions to check students' understanding of accessing the online course materials. It then defines GDP as a measure of all final goods and services produced within a country in a given period. Examples are provided of what is and isn't included in GDP calculations. Issues with GDP as a welfare measure are discussed, such as adjusting for non-market activities, leisure, and environmental factors. Alternative measures like the Genuine Progress Indicator are introduced. The document concludes with an example of how GDP is measured using the expenditure, income, and production approaches in a hypothetical economy.
This document is Fiji's first Labour Productivity Report from 1999-2006. It analyzes productivity performance at the national and sectoral levels. Productivity measurement has been a key concern in Fiji since 1995. The Training & Productivity Authority of Fiji is charged with implementing initiatives to improve productivity per the national Productivity Charter. The report thanks contributing organizations and provides an overview of methodology, key findings on productivity growth at the national and sectoral levels, and ways to improve productivity across economic sectors in Fiji.
This document summarizes an economic briefing given by Cielito F. Habito, Ph.D. to the Ateneo Graduate School of Business on June 4, 2013. The summary includes:
1) The Philippine economy has shown signs of improvement in recent years based on key indicators like inflation, unemployment, and GDP growth, but still lags behind other Asian countries and inequality remains high.
2) Growth is expected to continue being driven by government spending, private investment, remittances, and new economic opportunities. However, threats like fiscal problems in Europe, an appreciating peso, political instability, and failure to promote inclusive growth could undermine sustained growth.
3) Achieving truly inclusive growth that
India's economy has grown rapidly since the 1980s averaging 5% growth per year and over 7% since 2001. This growth has significantly reduced poverty levels. However, challenges remain in making growth more inclusive and addressing infrastructure bottlenecks. India's continuing growth will have positive effects on the global economy through increased trade and investment, but also risks upward pressure on commodity prices and energy demand. Managing this growth in an environmentally sustainable way remains an important task.
This document discusses productivity at multiple levels - national, organizational, and personal. It notes that productivity growth is key to economic growth but that many countries, particularly in Latin America and the Caribbean, have struggled with low productivity. It emphasizes the importance of measurement and provides examples of how productivity can be measured at the national, organizational, and personal levels. Reforms are needed to improve frameworks, management practices, and individual productivity. Proper investments, policies, and partnerships across sectors can drive productivity and competitiveness gains.
This summary provides high-level information from a document about notes from the OECD 3rd Annual Conference on the Global Forum on Productivity.
The document discusses:
1) Key points from several speakers about the importance of government policy, including central banking, to a well-functioning economy.
2) The likelihood that disruptive technologies will impact productivity and growth, and that this is "more likely than not" based on several studies cited.
3) The importance of taking a common cause approach to understanding productivity growth trends across countries over time.
UNDERSTANDING ECONOMIC POVERTY AND EQUALITY.pptxJAMESFRANCISGOSE
The document discusses economic growth and development. It begins by explaining the difference between economic growth, defined as an increase in production, and economic development, which includes improvements in living standards and human welfare. Several factors that influence economic growth are then examined, including capital investment, technology, trade, and institutions. The document reviews growth experiences across different countries and regions, finding varying rates of growth and convergence. It also discusses poverty, inequality, and the relationship between growth, development, and human welfare.
China has experienced strong GDP growth averaging over 10% annually in recent years. It has a large population of over 1.3 billion people and labor force of over 800 million. Foreign direct investment into China comes primarily from Hong Kong, Taiwan, Japan, and Singapore. The government's 12th Five Year Plan aims to develop 7 strategic industries like clean energy, improve energy efficiency, and encourage development in western regions through tax incentives. The agricultural sector remains important and China is the world's top producer of many crops, but faces challenges around food safety, pollution, and an inefficient supply chain. Trends show potential for increased mechanization and livestock production.
China has experienced strong GDP growth averaging over 10% annually in recent years. It has a large labor force with over 800 million people, though agriculture still employs around 40% of workers. Foreign investment in China comes primarily from Hong Kong, Taiwan, Japan and other Asian nations. The government's 12th Five Year Plan aims to develop 7 strategic industries like renewable energy and improve quality of life. It also wants to boost domestic consumption and shift manufacturing to higher value industries. The agricultural sector remains important and China is the world's top producer of many crops, though it faces issues like pollution, outdated distribution systems and lack of quality standards. Food retail is growing rapidly through various store formats including hypermarkets, convenience stores and farmers markets. Live
The document discusses the importance of productivity, noting that while it isn't everything, in the long run it is almost everything. It then provides 3 key points about productivity: 1) It is about working smarter, not harder by better combining inputs through new ideas, technologies, and business models. 2) Productivity growth is crucial for potential growth and increasing living standards. 3) Differences in income per capita across countries reflect labor productivity gaps. It then discusses factors that have slowed productivity growth such as sluggish investment since the financial crisis and how multi-factor productivity will be the main driver of future growth.
The document discusses national income and how it is measured. It defines national income as the total value of goods and services produced within an economy over a period of time. National income can be calculated by summing factor incomes, aggregate demand, or the value added from each productive sector. Measuring national income is important for analyzing economic growth, living standards, and income inequality. The document also provides data on GDP and GDP per capita for various countries from 2005-2006.
National income is defined as the value of all final goods and services produced by the normal residents of a country in a year. It is measured to understand the size and performance of a country's economy, trace economic growth trends, know the structure of the national income, and help formulate development plans and policies. National income is calculated using the production, income, and expenditure methods and aggregates at current and constant prices. It is important but does not fully reflect human development or income distribution.
This document provides an overview of a university module on the evolution of global economies. The module aims to introduce students to major issues and influences in the international economy over the past 150 years. Key learning outcomes include understanding drivers of economic growth and applying historical analysis to contemporary issues. Assessment includes a group presentation and individual coursework assignment. The syllabus covers topics like modern economic growth, the economic histories of different nations and regions, and major economic events like the Great Depression. The first lecture introduces concepts like GDP, trade flows, globalization, and Ricardo's theory of comparative advantage to explain how the global economy developed over time.
The document provides highlights from Kenya's 2012 Economic Survey. It summarizes Kenya's economic performance in 2011, noting GDP growth slowed to 4.4% from 5% in 2010 due to high oil prices, drought, and inflation. The agriculture, manufacturing, and tourism sectors grew while the stock market declined. Inflation increased to 14% in 2011. The economic outlook for 2012 projected lower GDP growth of 4.2% due to high fuel costs and inflation.
The document discusses steps in assessing the viability of a business venture or commercializing a new technology. It outlines key questions to consider, such as whether the entrepreneur has experience launching businesses, if the venture appears profitable, and if the entrepreneur is capable of bringing the product to market. Financial modeling approaches are presented, including break-even analysis to determine sales needed to cover costs. Industry competitiveness is also an important factor to assess. The overall goal is to evaluate if a venture has sufficient potential for profit to merit further investment of time and resources.
This document outlines a workshop on market needs analysis, which is part of the process of discovering a potential one million dollar business idea. The workshop agenda covers identifying customer segments, perceptual mapping, marketing mix, competitor analysis, and macro trends analysis. The document provides an overview of how to conduct a market needs analysis to determine if a product meets a clear market demand. It discusses identifying product uniqueness, competition, customer requirements, barriers to entry, distribution channels, and pricing criteria. Examples are given on perceptual mapping and segmentation for car and smartphone ownership. Tools like the marketing mix, competitor analysis grid, PESTEL analysis, and force field analysis are presented as ways to evaluate market opportunities and trends.
The document outlines the agenda and content for a workshop on technology analysis and commercialization. It introduces the Innovation SPACETM technology commercialization model, which involves 12 stages across 6 phases from concept to business maturity. The workshop will cover assessing the technical attributes of an innovation versus its value proposition, innovation mapping, and analyzing innovation projects based on attractiveness and effort required. It emphasizes that during the technology analysis stage, it is important to determine if a product is new, unique, technically feasible, and offers significant advantages over existing solutions by researching patents, literature, and speaking with experts.
This document outlines the agenda and content for a workshop on technology commercialization. It introduces the Innovation SPACETM technology commercialization model, which consists of 6 phases from concept to domination. Phase 1, the concept phase, includes discovering if a new technology or product is unique, technically feasible, and has market needs. Step 1 of this phase is a technology analysis to determine these attributes. The document then discusses key questions for the technology analysis, common innovator delusions, an example value proposition canvas, and frameworks for mapping innovations and prioritizing projects based on attractiveness vs. effort required.
The document discusses step 3 of stage 1 in a technology commercialization model. Step 3 is the venture assessment, which determines if a product or venture opportunity will be profitable. It involves questions like whether to license the technology or pursue commercialization yourself, and if pursuing it yourself, what resources and experts are required. The ultimate goal of step 3 is to assess if the venture will generate sufficient return to justify the investment risks.
The document discusses market needs analysis, which is step 2 of the innovation commercialization process. It aims to determine if a product meets a clear market demand or solves a problem. Key questions in market needs analysis include identifying the product's uniqueness, competition, customer requirements, potential barriers to market entry, distribution channels, and pricing criteria. Understanding market needs helps qualify the market opportunity for a product concept in the early stages of development.
This document outlines a technology commercialization model with 18 steps organized into 6 phases: Concept, Creation, Design, Deployment, Delivery, and Domination. Step 1 is a Technology Analysis which involves determining if a product is new, unique, technically feasible, and offers advantages over existing solutions. Key questions for Step 1 include researching patents, technologies, and assessing the product's benefits compared to existing solutions. The document also discusses technology adoption curves, disruptive innovations, and mapping products on an innovation matrix based on their technology capabilities and business models.
Mod001093 german sme hidden champions 120415Stephen Ong
This document discusses Germany's "Mittelstand" firms, which are small-to-medium sized companies that are leaders in their niche industries. These "Hidden Champion" firms account for over 50% of Germany's exports and GDP. They are characterized by a focus on a narrow market segment, innovation, high product quality, strong corporate culture and leadership. The document examines how these firms have grown internationally in recent decades, establishing foreign subsidiaries and manufacturing plants in emerging markets. It provides the example of Alfred Kaercher GmbH & Co KG, a leading manufacturer of cleaning machines founded in 1935 that has become a global company with over 10,000 employees across 160 countries.
- The document discusses linear programming models and their use in business analytics and decision making.
- It provides an overview of linear programming, including its basic assumptions, requirements, and how to formulate linear programming problems.
- As an example, it formulates the linear programming problem of Flair Furniture Company, which seeks to maximize profit by determining the optimal production mix of tables and chairs given resource constraints.
- Graphical and Excel solutions to the Flair Furniture problem are presented to illustrate how to solve linear programming problems.
Family-run businesses make up a significant portion of the global economy. They employ between 15-59% of the workforce and generate 12-59% of gross national product in some countries. However, family firms face challenges in long-term sustainability as only 30% are transferred to the second generation and just 13% survive to the third generation. While family involvement provides strengths like experience, resources and stability, it can also create weaknesses if family objectives are prioritized over business objectives. There is no consensus on how to define family firms but definitions generally center around family ownership and management.
Gs503 vcf lecture 8 innovation finance ii 060415Stephen Ong
This document discusses binomial trees, game theory, and R&D valuation. It begins by explaining binomial trees and how they can be used to value options using the Cox-Ross-Rubinstein model. It then discusses game theory, including the prisoner's dilemma example and concepts like Nash equilibrium. Finally, it provides examples of how binomial trees and game theory can be applied to value R&D projects.
Gs503 vcf lecture 7 innovation finance i 300315Stephen Ong
This document discusses financing innovation through R&D and the use of Monte Carlo simulation and real options analysis. It begins by looking at typical sources of R&D funding in the US and definitions of basic research, applied research, and development. It then discusses challenges in financing long-term projects like pharmaceutical R&D. Strategic alliances and licensing are presented as major sources of funding for small biotech companies. The document introduces tools like event trees, decision trees, and Monte Carlo simulation that can be used to evaluate projects with uncertainty. It explains how these tools relate to venture capital valuation of companies with significant R&D components.
This document provides an overview of regression models and their use in business analytics. It discusses simple and multiple linear regression models, how to develop regression equations from sample data, and how to interpret key outputs like the slope, intercept, coefficient of determination, and correlation coefficient. Regression analysis is presented as a valuable tool for managers to understand relationships between variables and predict outcomes. The document outlines the key steps in regression including developing scatter plots, calculating regression equations, and measuring the fit of regression models.
This document discusses sampling, hypothesis testing, and regression. It covers topics such as using samples to estimate population parameters, sampling distributions, calculating confidence intervals for means and proportions, hypothesis testing using sampling distributions, and simple linear regression. The key points are that sampling is used for statistical inference about populations, sampling distributions describe the variation in sample statistics, and confidence intervals and hypothesis tests allow making inferences with a known degree of confidence or significance.
This document discusses intrapreneurship and entrepreneurship within large organizations. It defines intrapreneurs as individuals within large companies who show entrepreneurial traits by being a source of creativity and new ideas. The document compares the attributes of managers, entrepreneurs, and intrapreneurs. It also discusses how entrepreneurship can occur in different phases of organizational growth and examines dimensions of entrepreneurship within firms like strategic orientation, commitment to opportunities, and entrepreneurial culture. The document provides characteristics of an environment that encourages entrepreneurship and the leadership traits of corporate entrepreneurs.
Gs503 vcf lecture 6 partial valuation ii 160315Stephen Ong
The document discusses partial valuation and complex structures related to venture capital financing. It provides examples of:
1) Participating convertible preferred stock and how to calculate implied valuations both pre- and post-investment rounds.
2) A management carve-out structure where management receives 10% of exit proceeds up to $5 million as part of a $12 million Series E investment.
3) A second example of a management carve-out where management is promised $5 million if the company exits for at least $50 million.
Gs503 vcf lecture 5 partial valuation i 140315Stephen Ong
This document discusses partial valuations related to option pricing, preferred stock, and later series investments. It begins by defining options and differentiating between call and put options. It then covers the Black-Scholes option pricing model and its assumptions. Next, it compares the valuation of redeemable and convertible preferred stock, discussing liquidation preferences and breakeven valuations. Finally, it examines later round investments such as Series B, C, and beyond, providing examples of how preferred stock is structured and valued across multiple investment rounds.
This document provides an overview of entrepreneurship and small and medium enterprises (SMEs) from a national and international perspective. It examines the economic significance of startups and SMEs, comparing their role in employment and GDP across countries. It also reviews common challenges faced by SMEs, such as low survival rates, regulatory burdens, and difficulties obtaining financing for growth. Government policies to support SMEs through reduced taxes, regulations, and aid programs are discussed.
Mod001093 from innovation business model to startup 140315Stephen Ong
The document discusses the innovation process from business model to startup. It begins by outlining the learning objectives of evaluating entrepreneurial ideas, demonstrating potential implementation through a business model, and identifying elements of an effective startup plan. It then covers generating ideas into opportunities by linking supply and demand, and recognizing opportunities through observing trends, solving problems, and finding marketplace gaps. Key aspects of opportunity recognition like prior experience, cognitive factors, social networks, and creativity are examined. The full opportunity recognition process is depicted. Finally, developing an effective mission statement for a social enterprise is discussed.
Dandelion Hashtable: beyond billion requests per second on a commodity serverAntonios Katsarakis
This slide deck presents DLHT, a concurrent in-memory hashtable. Despite efforts to optimize hashtables, that go as far as sacrificing core functionality, state-of-the-art designs still incur multiple memory accesses per request and block request processing in three cases. First, most hashtables block while waiting for data to be retrieved from memory. Second, open-addressing designs, which represent the current state-of-the-art, either cannot free index slots on deletes or must block all requests to do so. Third, index resizes block every request until all objects are copied to the new index. Defying folklore wisdom, DLHT forgoes open-addressing and adopts a fully-featured and memory-aware closed-addressing design based on bounded cache-line-chaining. This design offers lock-free index operations and deletes that free slots instantly, (2) completes most requests with a single memory access, (3) utilizes software prefetching to hide memory latencies, and (4) employs a novel non-blocking and parallel resizing. In a commodity server and a memory-resident workload, DLHT surpasses 1.6B requests per second and provides 3.5x (12x) the throughput of the state-of-the-art closed-addressing (open-addressing) resizable hashtable on Gets (Deletes).
"What does it really mean for your system to be available, or how to define w...Fwdays
We will talk about system monitoring from a few different angles. We will start by covering the basics, then discuss SLOs, how to define them, and why understanding the business well is crucial for success in this exercise.
Discover the Unseen: Tailored Recommendation of Unwatched ContentScyllaDB
The session shares how JioCinema approaches ""watch discounting."" This capability ensures that if a user watched a certain amount of a show/movie, the platform no longer recommends that particular content to the user. Flawless operation of this feature promotes the discover of new content, improving the overall user experience.
JioCinema is an Indian over-the-top media streaming service owned by Viacom18.
AppSec PNW: Android and iOS Application Security with MobSFAjin Abraham
Mobile Security Framework - MobSF is a free and open source automated mobile application security testing environment designed to help security engineers, researchers, developers, and penetration testers to identify security vulnerabilities, malicious behaviours and privacy concerns in mobile applications using static and dynamic analysis. It supports all the popular mobile application binaries and source code formats built for Android and iOS devices. In addition to automated security assessment, it also offers an interactive testing environment to build and execute scenario based test/fuzz cases against the application.
This talk covers:
Using MobSF for static analysis of mobile applications.
Interactive dynamic security assessment of Android and iOS applications.
Solving Mobile app CTF challenges.
Reverse engineering and runtime analysis of Mobile malware.
How to shift left and integrate MobSF/mobsfscan SAST and DAST in your build pipeline.
From Natural Language to Structured Solr Queries using LLMsSease
This talk draws on experimentation to enable AI applications with Solr. One important use case is to use AI for better accessibility and discoverability of the data: while User eXperience techniques, lexical search improvements, and data harmonization can take organizations to a good level of accessibility, a structural (or “cognitive” gap) remains between the data user needs and the data producer constraints.
That is where AI – and most importantly, Natural Language Processing and Large Language Model techniques – could make a difference. This natural language, conversational engine could facilitate access and usage of the data leveraging the semantics of any data source.
The objective of the presentation is to propose a technical approach and a way forward to achieve this goal.
The key concept is to enable users to express their search queries in natural language, which the LLM then enriches, interprets, and translates into structured queries based on the Solr index’s metadata.
This approach leverages the LLM’s ability to understand the nuances of natural language and the structure of documents within Apache Solr.
The LLM acts as an intermediary agent, offering a transparent experience to users automatically and potentially uncovering relevant documents that conventional search methods might overlook. The presentation will include the results of this experimental work, lessons learned, best practices, and the scope of future work that should improve the approach and make it production-ready.
AI in the Workplace Reskilling, Upskilling, and Future Work.pptxSunil Jagani
Discover how AI is transforming the workplace and learn strategies for reskilling and upskilling employees to stay ahead. This comprehensive guide covers the impact of AI on jobs, essential skills for the future, and successful case studies from industry leaders. Embrace AI-driven changes, foster continuous learning, and build a future-ready workforce.
Read More - https://bit.ly/3VKly70
GlobalLogic Java Community Webinar #18 “How to Improve Web Application Perfor...GlobalLogic Ukraine
Під час доповіді відповімо на питання, навіщо потрібно підвищувати продуктивність аплікації і які є найефективніші способи для цього. А також поговоримо про те, що таке кеш, які його види бувають та, основне — як знайти performance bottleneck?
Відео та деталі заходу: https://bit.ly/45tILxj
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...DanBrown980551
This LF Energy webinar took place June 20, 2024. It featured:
-Alex Thornton, LF Energy
-Hallie Cramer, Google
-Daniel Roesler, UtilityAPI
-Henry Richardson, WattTime
In response to the urgency and scale required to effectively address climate change, open source solutions offer significant potential for driving innovation and progress. Currently, there is a growing demand for standardization and interoperability in energy data and modeling. Open source standards and specifications within the energy sector can also alleviate challenges associated with data fragmentation, transparency, and accessibility. At the same time, it is crucial to consider privacy and security concerns throughout the development of open source platforms.
This webinar will delve into the motivations behind establishing LF Energy’s Carbon Data Specification Consortium. It will provide an overview of the draft specifications and the ongoing progress made by the respective working groups.
Three primary specifications will be discussed:
-Discovery and client registration, emphasizing transparent processes and secure and private access
-Customer data, centering around customer tariffs, bills, energy usage, and full consumption disclosure
-Power systems data, focusing on grid data, inclusive of transmission and distribution networks, generation, intergrid power flows, and market settlement data
ScyllaDB is making a major architecture shift. We’re moving from vNode replication to tablets – fragments of tables that are distributed independently, enabling dynamic data distribution and extreme elasticity. In this keynote, ScyllaDB co-founder and CTO Avi Kivity explains the reason for this shift, provides a look at the implementation and roadmap, and shares how this shift benefits ScyllaDB users.
The Department of Veteran Affairs (VA) invited Taylor Paschal, Knowledge & Information Management Consultant at Enterprise Knowledge, to speak at a Knowledge Management Lunch and Learn hosted on June 12, 2024. All Office of Administration staff were invited to attend and received professional development credit for participating in the voluntary event.
The objectives of the Lunch and Learn presentation were to:
- Review what KM ‘is’ and ‘isn’t’
- Understand the value of KM and the benefits of engaging
- Define and reflect on your “what’s in it for me?”
- Share actionable ways you can participate in Knowledge - - Capture & Transfer
Getting the Most Out of ScyllaDB Monitoring: ShareChat's TipsScyllaDB
ScyllaDB monitoring provides a lot of useful information. But sometimes it’s not easy to find the root of the problem if something is wrong or even estimate the remaining capacity by the load on the cluster. This talk shares our team's practical tips on: 1) How to find the root of the problem by metrics if ScyllaDB is slow 2) How to interpret the load and plan capacity for the future 3) Compaction strategies and how to choose the right one 4) Important metrics which aren’t available in the default monitoring setup.
Essentials of Automations: Exploring Attributes & Automation ParametersSafe Software
Building automations in FME Flow can save time, money, and help businesses scale by eliminating data silos and providing data to stakeholders in real-time. One essential component to orchestrating complex automations is the use of attributes & automation parameters (both formerly known as “keys”). In fact, it’s unlikely you’ll ever build an Automation without using these components, but what exactly are they?
Attributes & automation parameters enable the automation author to pass data values from one automation component to the next. During this webinar, our FME Flow Specialists will cover leveraging the three types of these output attributes & parameters in FME Flow: Event, Custom, and Automation. As a bonus, they’ll also be making use of the Split-Merge Block functionality.
You’ll leave this webinar with a better understanding of how to maximize the potential of automations by making use of attributes & automation parameters, with the ultimate goal of setting your enterprise integration workflows up on autopilot.
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
Keywords: AI, Containeres, Kubernetes, Cloud Native
Event Link: https://meine.doag.org/events/cloudland/2024/agenda/#agendaId.4211
"Frontline Battles with DDoS: Best practices and Lessons Learned", Igor IvaniukFwdays
At this talk we will discuss DDoS protection tools and best practices, discuss network architectures and what AWS has to offer. Also, we will look into one of the largest DDoS attacks on Ukrainian infrastructure that happened in February 2022. We'll see, what techniques helped to keep the web resources available for Ukrainians and how AWS improved DDoS protection for all customers based on Ukraine experience
Session 1 - Intro to Robotic Process Automation.pdfUiPathCommunity
👉 Check out our full 'Africa Series - Automation Student Developers (EN)' page to register for the full program:
https://bit.ly/Automation_Student_Kickstart
In this session, we shall introduce you to the world of automation, the UiPath Platform, and guide you on how to install and setup UiPath Studio on your Windows PC.
📕 Detailed agenda:
What is RPA? Benefits of RPA?
RPA Applications
The UiPath End-to-End Automation Platform
UiPath Studio CE Installation and Setup
💻 Extra training through UiPath Academy:
Introduction to Automation
UiPath Business Automation Platform
Explore automation development with UiPath Studio
👉 Register here for our upcoming Session 2 on June 20: Introduction to UiPath Studio Fundamentals: https://community.uipath.com/events/details/uipath-lagos-presents-session-2-introduction-to-uipath-studio-fundamentals/
Session 1 - Intro to Robotic Process Automation.pdf
Enu macroecon environment 040812
1. Go Global !
Global Economic Environment :
The Macroeconomic Environment
By
Stephen Ong
Edinburgh Napier University Business School
chong@mail.tarc.edu.my
Visiting Professor, College of Management, Shenzhen
University
4 August 2012
2. Learning Objectives
To identify the component parts of the
economy
To explain the Circular Flow Model
To define the five macroeconomic
objectives
To explain how macroeconomic
performances are measured
3. Agenda
1. Components of the Economy
2. The Circular Flow Model
3. Macroeconomic objectives
4. Macroeconomic performance
measures
5. 1. Components of the Economy
1.Firms
2.Households
3.Government
4.Banking sector
5.External (overseas) sector
6. 1. Economic Growth
• Increase in real GDP or real GDP
per capita over some time period
• Percentage rate of growth
• Growth as a goal
• Arithmetic of growth: Rule of 70
Approximate 70
number of years
required to double
=
annual percentage rate
real GDP of growth
6
7. 1.1 Economic Growth
• Growth U.S. real GDP 1950-2005
– Increased 6 fold
– 3.5% per year
• Growth in U.S. real GDP per capita
– Increased more than 3 fold
– 2.3% per year
• Qualifications
– Improved products and services
– Added leisure
7
– Other impacts
8. 1.2 Modern Economic Growth
• Began with the Industrial
Revolution in late 1700’s
• Ongoing increases in living
standards
• Time for leisure
• Social change
• Democracy
8
• Human lifespan doubled
9. 1.3 Modern Economic Growth
• Began in Britain
• Has spread slowly
• Starting date main cause of
worldwide differences in living
standards
• Catching up is possible
• Leader countries invent technology
• Follower countries adopt technology
9 – Can grow faster
10. 1.4 Real GDP Per Capita
Real GDP Real GDP Average
annual
per capita, per capita, growth
rate,
Country States
United 1960
$12,892 2004
$36,098 1960-2004
2.3%
United Kingdom 10,323 26,762 2.2
France 8,531 26,168 2.5
Ireland 5,294 28,957 3.9
Japan 4,509 24,661 3.9
Singapore 4,219 29,404 4.4
Hong Kong 3,322 29,642 5.0
South Korea 1,458 18,424 5.8
10
Figures are in 1996 dollars Source: Penn World Table
11. 1.5 Modern Economic Growth
• Growth-promoting
institutional structures
– Strong property rights
– Patents and copyrights
– Efficient financial institutions
– Literacy and widespread education
– Free trade
– Competitive market system
11
12. 1.6 Ingredients of Growth
• Supply factors
– Increases in quantity and
quality of natural resources
– Increases in quality and
quantity of human resources
– Increases in the supply (or
stock) of capital goods
– Improvements in technology
12
13. 1.7 Ingredients of Growth
• Demand factor
– Households, businesses, and
government must purchase
the economy’s expanding
output
• Efficiency factor
– Must achieve economic
efficiency and full employment
13
15. 1.9 Labour and Productivity
Real GDP = hours of work x labour productivity
• Size of
employed Labour
labour force Inputs
• Average (hours of
hours of work)
work
x Real
• Quantity of = GDP
capital
• Education and Labour
training Productivity
• Technological (average
advance output per
• Allocative hour)
efficiency
15 • Other
16. 1.10 U.S. Economic Growth
Annual Averages for Five Decades
5
Real GDP
Average Annual Increase (Percent)
Real GDP Per Capita
4
3
2
1
0
16 1950-1959 1960-1969 1970-1979 1980-1989 1990-1999 2000-2005
Year Source: Bureau of Economic Analysis
17. 1.11 Accounting for Growth
Accounting for Growth of U.S. Real GDP,
1953-2013 (average annual percentage
changes)
1953 Q2 1973 Q4 1995 Q2 2001 Q1 2007 Q3
to to to to to
Item 1973 Q4 1995 Q2 2001 Q1 2007 Q3 2013 Q4*
Increases in Real GDP 3.6 2.8 3.8 2.6 2.8
Increases in
Quantity of Labor 1.1 1.3 1.4 -0.1 0.3
Increases in
Labor Productivity 2.5 1.5 2.4 2.7 2.5
*Beyond 2007 are Projections Source: Economic Report of the President, 2008
17
18. 1.12 Accounting for Growth
• Factors affecting productivity
growth
– Technological advance (40%)
– Quantity of capital (30%)
– Education and training (15%)
– Economies of scale and
resource allocation (15%)
18
19. 1.13 Accounting for Growth
Average Test Scores of Eighth Grade
Students in Math and Science, Top 10
Countries and the United States, 2003
Mathematics Science
1 Singapore 605 1 Singapore 578
2 South Korea 589 2 Taiwan 571
3 Hong Kong 586 3 South Korea 558
4 Taiwan 585 4 Hong Kong 556
5 Japan 570 5 Estonia 552
6 Belgium 537 6 Japan 552
7 Netherlands 536 7 Hungary 543
8 Estonia 531 8 Netherlands 536
9 Hungary 529 9 United States 527
10 Malaysia 508 10 Australia 527
19
15 United States 504
20. 1.14 Productivity Growth
• Accelerated rate of growth
– 1.4% per year 1973-1995
– 2.9% per year 1995-2005
• Affects real output, real
income, and real wages
• Pay higher wages without
lowering profit
20
21. 1.15 Accelerated Productivity
Growth
• Microchip/information
technology
• New firms and increasing
returns
• Sources of increasing returns
– More specialized inputs
– Spreading of development costs
– Simultaneous consumption
– Network effects
–
21
Learning by doing
• Global competition
22. 1.16 Economic Growth
• Is accelerated productivity growth
sustainable?
• Is economic growth desirable and
sustainable?
• The antigrowth view
– Environmental and resource issues
• In defense of economic growth
– Higher standard of living
– Human imagination can solve
22 environmental and resource issues
23. 1.17 Economic Growth in China
• Growth averages past 25 years:
– 9% annual growth output
– 8% annual growth output per capita
• Labour more productive
• More international trade
• Transition to market economy
• Joined WTO 2001
• Financial system remains weak
•23Income inequality across
geographic areas
25. 2. Performance and Policy
• Real GDP
– Corrects for price changes
• Nominal GDP
– Uses current prices
• Unemployment
• Inflation
– Increase in overall level of
25
prices
26. 2.1 Economic Performance
•Output growth
– 3.1% per year 1995-2005
•Unemployment rate
– 4.6% in 2007
•Inflation rate
– 2.7% in 2007
26
27. 2.2 Economic Growth
• Standard of living measured
by output per person
• No growth in living standards
prior to Industrial Revolution
• Modern economic growth
– Output per person rises
27
– Not experienced by all
countries
28. 2.3 GDP Per Person 2007
U.S. dollars based on purchasing power parity (PPP)
United States $45,845
Canada $38,345
United Kingdom $35,134
Japan $33,576
France $33,187
South Korea $24,782
Saudi Arabia $23,243
Russia $14,692
Mexico $12,774
China $5,292
India $2,659
North Korea $1,900
Tanzania $1,256
28 Burundi $371
Zimbabwe $188
29. 2.4 Savings and Investment
• Saving
– Tradeoff current for future
consumption
• Investment
– Financial investment
– Economic investment
29
• Banks and financial
institutions
30. 2.5 Shocks
• Demand shocks and flexible
prices
– Price falls if demand low
– Sales unchanged
• Demand shocks and sticky
prices
– Maintain inventory
– Sales change
30
– Business cycles
31. 2.6 Expectations
• The future is uncertain
• Expectations affect
investment
• Shocks
– What happens is not what you
expected
• Demand shocks
31
• Supply shocks
34. How sticky is
How long ago since Months Months
the price changed ?
Dry cleaning McDonald’s
Meal
Newspaper Small Car
Haircut Milk
Taxi fare Electricity
Medical services Airfare
Magazine Petrol
Personal Computer Teh tarik
35. 2.8.1 Sticky Prices
• Explain fluctuations in GDP
• Average months between price changes
Months Months
Coin-operated Laundry 46.4 Beer 4.3
Machine
Newspaper 29.9 Microwave 3.0
Ovens
Haircut 25.5 Milk 2.4
Taxi fare 19.7 Electricity 1.8
Vet services 14.9 Airfare 1.0
Magazine 11.2 Gasoline 0.6
PC Software 5.5
35
36. 2.8.1 Sticky Prices
• Many prices sticky in short
run
– Consumers prefer stable prices
– Firms want to avoid price wars
• All prices flexible in long run
– Firms adjust to unexpected,
but permanent changes in
36
demand
37. 2.9 Inventory Management
• Computerized inventory tracking
• Unexpected changes in demand
easier to observe
• Firms make better output and
employment decisions
• Less severe business cycles
• Only two mild recessions since
37 adoption
– Possible explanation
60. 4.1 Gross Domestic Product
• Measure of aggregate output
• Monetary measure
• Avoid multiple counting
– Market value final goods
– Ignore intermediate goods
– Count value added
60
61. 4.1 Gross Domestic Product
• Exclude financial
transactions
– Public transfer payments
– Private transfer payments
– Stock (and bond) market
transactions
• Second hand sales
61 – Sell used car to a friend
62. 4.2 Two Approaches to GDP
• Income approach
– Count income derived from
production
– Wages, rental income, interest
income, profit
• Expenditure approach
– Count sum of money spent
buying the final goods
62
– Who buys the goods?
64. 4.3 Two Approaches to GDP
Consumption by Wages
+
Households
+
Investment by Rents
Businesses G +
+ = D= Interest
Government
Purchases P +
Profits
+
Expenditures
+
Statistical
64 Adjustments
By Foreigners
65. 4.4.1 Expenditure Approach
• Personal consumption
expenditures (C)
– Durable consumer goods
– Nondurable consumer goods
– Consumer expenditures for
services
– Domestic plus foreign
65 produced
67. 4.4.2 Expenditure Approach
• Gross private domestic
investment (I)
– Machinery, equipment, and
tools
– All construction
– Changes in inventories
• Creation of new capital asset
67
• Noninvestment transactions
68. 4.4.3 Expenditure Approach
Gross Investment
- Depreciation
= Net Investment
Net
Investment
Gross
Investment
Depreciation
Increase
Consumption
Stock of & Government Stock of
Capital Spending Capital
68 January 1 Year’s GDP December 31
69. 4.4.4 Expenditure Approach
• Government purchases (G)
– Expenditures for goods and services
– Expenditures for social capital
– Excludes transfer payments
• Net exports (Xn)
– Add exported goods
– Subtract imported goods
69 NX = exports - imports
–
• GDP = C+Ig+G+Xn
70. 4.4.5 U.S. Economy 2007
in Billions
Receipts Allocations
Expenditures Approach Income Approach
Personal Consumption (C) $ 9734 Compensation $ 7874
Gross Private Domestic Rents 65
Investment (Ig) 2125 Interest 603
Government Purchases (G) 2690 Proprietor’s Income 1043
Net Exports (Xn) -708 Corporate Profits 1627
Taxes on Production and
Imports 1009
National Income $12,221
Net Foreign Factor Income (-) 96
Statistical Discrepancy (+) 29
Consumption of Fixed
Capital (+) 1687
70
Gross Domestic Product $ 13,841 Gross Domestic Product $ 13,841
71. 4.4.6 Comparative GDP
Selected Nations GDPs, 2007
GDP in Trillions of Dollars
0 1 2 3 4 5 6 7 8 9 10 12 13
United States
Japan
Germany
China
United Kingdom
France
Italy
Canada
Spain
Brazil
Russia
India
South Korea
Mexico
71 Australia
Source: World Bank
72. 4.5 Components of National
Income
• Compensation of employees
• Rents
• Interest
• Proprietor’s income
• Corporate profits
– Corporate income taxes
– Dividends
– Undistributed corporate profits
72
• Taxes on production and imports
73. 4.5.1 Income Approach
• From national income to GDP
– Net foreign factor income
– Statistical discrepancy
– Consumption of fixed capital
• Other national accounts
– Net domestic product (NDP)
– National income (NI)
– Personal income (PI)
73 – Disposable income (DI)
– DI = C + S
74. 4.5.2 U.S. Income Relationships
2007
Gross Domestic Product (GDP) $ 13,841
Less: Consumption of Fixed Capital 1687
Equals: Net Domestic Product (NDP) $ 12,154
Less: Statistical Discrepancy 29
Plus: Net Foreign Factor Income 96
Equals: National Income (NI) $ 12,221
Less: Taxes on Production and Imports 1009
Less: Social Security Contributions 979
Less: Corporate Income Taxes 467
Less: Undistributed Corporate Profits 344
Plus: Transfer Payments 2237
Equals: Personal Income (PI) $ 11,659
74 Less: Personal Taxes 1482
Equals: Disposable Income (DI) $ 10,177
76. 4.6 Nominal vs. Real GDP
• GDP is a dollar measure of
production
• Using dollar values creates
problems
• Nominal GDP
– Use prevailing price
• Real GDP
– Reflect changes in price
76
– Use base year price
78. 4.6.2 GDP Price Index
• Use price index to determine real
GDP
Price Price of Market Basket
Index In Specific Year
In Given
Year
= Price of Same Basket
x 100
In Base Year
Nominal GDP
Real
GDP =
Price Index (in hundredths)
78
79. 4.7 Shortcomings of GDP
• Nonmarket activities
• Leisure
• Improved product quality
• The underground economy
• GDP and the environment
• Composition and distribution of the
output
• Noneconomic sources of well-being
79
80. 4.7.1 Underground Economy
As a percentage of GDP, Selected
Nations, 2007
Percentage of GDP
0 5 10 15 20 25 30
Mexico
South Korea
India
Italy
Spain
China
Sweden
Germany
France
United Kingdom
Japan
80 Switzerland
United States Source: Open Assessment, E-Journal
81. 4.8.1 Sources of Data
• Consumption
– Census Bureau’s Retail Trade Survey
– Census Bureau’s Survey of
Manufacturers
– Census Bureau’s Service Survey
• Investment
– All Consumption data sources
– Census Bureau’s Housing Starts Survey
and Housing Sales Survey
– Retail Trade Survey
81
– Wholesale Trade Survey
– Survey of Manufacturing
82. 4.8.2 Sources of Data
• Government Purchases
– Office of Personnel Management
– Construction Surveys
– Census Bureau’s Survey of
Government Finance
• Net Exports
– U.S. Customs Service
– BEA Surveys and Analysis
82
94. Conclusion
“Economic growth is the single most
important factor in the success of
nations in the long run. Economic
growth involves the growth of potential
output over the long run. The growth in
output per capita is an important
objective of government because it is
associated with rising average real
incomes and rising living standards”
standards
Paul Samuelson
95. Core Reading
Juleff, L, Chalmers, A.. and Harte, P. (2008) Business Economics in a Global
Environment, Napier University Edinburgh
Daniels, J.D., Radebaugh, L.H. and Sullivan, D.P. (2012) International
Business: Environments and Operations. 14th edition, Pearson
Samuelson, P.A. and Nordhaus, W. D. (2010)“Economics”
Irwin/McGraw-Hill, 19th Edition
Porter, Michael E. (2004)“Competitive Strategy – Techniques for Analyzing
Industries and Competitors” Free Press
The Learning Objectives for Chapter 1 are To define globalization and international business and show how they affect each other To understand why companies engage in international business and why international business growth has accelerated To discuss globalization’s future and the major criticisms of globalization To become familiar with different ways in which a company can accomplish its global objectives To apply social science disciplines to understanding the differences between international and domestic business