Towards a More Realistic View of Household Decisions
ING is stepping up its research into consumer economics, taking a more multi-disciplinary approach, which draws on insights from psychology and sociology. Our ambition is to improve our understanding of economic behaviour and our forecasting abilities. This will in turn help us to give more support to ING’s customer-centric purpose of “empowering people to stay a step ahead in life and in business”.
The launch of the Think Forward Initiative embodies ING’s intensified efforts to better understand how and why people make financial choices. The aim is to use the lessons learned to inspire action. This is the first in a series of reports forming
part of the contribution of ING’s economists to this collaborative effort. We invite readers to join the debate.
The document analyzes how uncertainty affects household saving rates in Eastern European countries compared to developed European economies. Regression analysis of data from 1995-2012 shows that in emerging European countries, higher inflation and decreased economic sentiment are correlated with increased saving rates, indicating uncertainty is a main motivation for saving. However, the analysis found uncertainty did not significantly influence saving rates in developed countries, where other factors like retirement and education are primary motivations. The findings suggest policymakers in emerging economies could consider uncertainty an important determinant of saving behavior.
Effect of globalization on strategy formulation in selected banksAlexander Decker
This document discusses the effect of globalization on strategy formulation in selected banks in Anambra State, Nigeria. It begins with an abstract that outlines the study's objective to empirically determine how globalization affects strategy formulation in the banking industry. The introduction provides context on how globalization impacts various aspects of the global economy and influences strategy. It then reviews literature on both the opportunities and threats that globalization presents for banks, such as new markets but also greater competition. The conceptual framework section defines key terms like globalization and strategy formulation. It also analyzes theoretical perspectives and discusses how factors like technological advances, deregulation, and increased trade have changed the competitive landscape and necessarily impacted banks' strategies. The document aims to investigate these effects
This document discusses the role of foreign direct investment (FDI) in the economic growth of transition economies. It begins by reviewing theories on the impact of FDI on growth and noting that empirical results have been varied. The paper aims to understand how FDI impacts growth in transition economies, taking into account factors like human capital, domestic investment, and political discretion. It develops an endogenous growth model framework and discusses literature showing that while early studies found FDI had negative effects, more recent work shows benefits through technology and skills transfer. The paper seeks to analyze the determinants of FDI in transition economies, including initial conditions, political stability, and human capital, and their influence on economic growth.
This document provides an introduction to macroeconomics. It discusses key macroeconomic concepts such as stocks and flows, equilibrium and disequilibrium, and the circular flow of income in closed and open economies. It also outlines macroeconomic goals like full employment and price stability. The development of macroeconomics from classical to Keynesian and monetarist theories is summarized. Finally, it discusses important macroeconomic indicators and policy tools like fiscal and monetary policy.
CATTLE WARS: The Centre’s new restrictions on cattle slaughter is an incendiary mix of politics, religion, cultural sensibilities and federalism. Can it be challenged?
This document discusses how income inequality has increased over the past 30 years and provides a framework to understand the interconnected processes that drive this trend. It presents a mechanism with two main circuits - a money circuit involving credit expansion and rising asset prices, and a debt circuit of rising household and corporate debt. These circuits are linked by social pressures of envy and peer emulation that exacerbate inequality, as well as fear and anxiety over debt, which influence policies amplifying the problems. The framework aims to identify policy targets to effectively address inequality.
Foreign Aid and Economic Growth in the West African States: A Panel Frameworkinventionjournals
This paper examines the impact of economic variables namely, foreign direct investment (FDI), investment, export, foreign aid and broad money supply on economic growth, approximated by gross domestic product (GDP)using annual data covering a period 1981-2008 on a group of West African countries. The impact of variables on GDP is estimated using three panel estimation models: pooled model (pooled), fixed effects model (FEM) and random effects model (REM). We explore the hypothesis that foreign aid can promote growth in developing countries. We test this hypothesis using panel data series,while the findings of previous studies are generally mixed, our resultsindicate that foreign direct investment has purely positive effects on economic growth in West African countries
The document analyzes how uncertainty affects household saving rates in Eastern European countries compared to developed European economies. Regression analysis of data from 1995-2012 shows that in emerging European countries, higher inflation and decreased economic sentiment are correlated with increased saving rates, indicating uncertainty is a main motivation for saving. However, the analysis found uncertainty did not significantly influence saving rates in developed countries, where other factors like retirement and education are primary motivations. The findings suggest policymakers in emerging economies could consider uncertainty an important determinant of saving behavior.
Effect of globalization on strategy formulation in selected banksAlexander Decker
This document discusses the effect of globalization on strategy formulation in selected banks in Anambra State, Nigeria. It begins with an abstract that outlines the study's objective to empirically determine how globalization affects strategy formulation in the banking industry. The introduction provides context on how globalization impacts various aspects of the global economy and influences strategy. It then reviews literature on both the opportunities and threats that globalization presents for banks, such as new markets but also greater competition. The conceptual framework section defines key terms like globalization and strategy formulation. It also analyzes theoretical perspectives and discusses how factors like technological advances, deregulation, and increased trade have changed the competitive landscape and necessarily impacted banks' strategies. The document aims to investigate these effects
This document discusses the role of foreign direct investment (FDI) in the economic growth of transition economies. It begins by reviewing theories on the impact of FDI on growth and noting that empirical results have been varied. The paper aims to understand how FDI impacts growth in transition economies, taking into account factors like human capital, domestic investment, and political discretion. It develops an endogenous growth model framework and discusses literature showing that while early studies found FDI had negative effects, more recent work shows benefits through technology and skills transfer. The paper seeks to analyze the determinants of FDI in transition economies, including initial conditions, political stability, and human capital, and their influence on economic growth.
This document provides an introduction to macroeconomics. It discusses key macroeconomic concepts such as stocks and flows, equilibrium and disequilibrium, and the circular flow of income in closed and open economies. It also outlines macroeconomic goals like full employment and price stability. The development of macroeconomics from classical to Keynesian and monetarist theories is summarized. Finally, it discusses important macroeconomic indicators and policy tools like fiscal and monetary policy.
CATTLE WARS: The Centre’s new restrictions on cattle slaughter is an incendiary mix of politics, religion, cultural sensibilities and federalism. Can it be challenged?
This document discusses how income inequality has increased over the past 30 years and provides a framework to understand the interconnected processes that drive this trend. It presents a mechanism with two main circuits - a money circuit involving credit expansion and rising asset prices, and a debt circuit of rising household and corporate debt. These circuits are linked by social pressures of envy and peer emulation that exacerbate inequality, as well as fear and anxiety over debt, which influence policies amplifying the problems. The framework aims to identify policy targets to effectively address inequality.
Foreign Aid and Economic Growth in the West African States: A Panel Frameworkinventionjournals
This paper examines the impact of economic variables namely, foreign direct investment (FDI), investment, export, foreign aid and broad money supply on economic growth, approximated by gross domestic product (GDP)using annual data covering a period 1981-2008 on a group of West African countries. The impact of variables on GDP is estimated using three panel estimation models: pooled model (pooled), fixed effects model (FEM) and random effects model (REM). We explore the hypothesis that foreign aid can promote growth in developing countries. We test this hypothesis using panel data series,while the findings of previous studies are generally mixed, our resultsindicate that foreign direct investment has purely positive effects on economic growth in West African countries
This document summarizes previous research on the relationship between foreign direct investment (FDI) and economic growth. Several studies have found that FDI positively correlates with growth only if the host country meets a minimum human capital threshold. This paper aims to build a theoretical framework incorporating this threshold and analyze potential policy actions. It reviews literature establishing the human capital threshold finding and discusses studies examining FDI's effects through technology spillovers and productivity/capital growth channels. The paper will develop a model based on Borensztein, De Greggario, and Lee's (1998) work and analyze how taxing foreign firms or subsidizing human capital formation could impact growth rates.
Bsc agri 2 pae u-3.2 introduction to macro economicsRai University
This document provides an introduction to macroeconomics. It defines macroeconomics as the study of national economies and the policies that governments use to affect economic performance. It discusses key issues macroeconomists address such as economic growth, business cycles, unemployment, inflation, international trade, and macroeconomic policies. It also outlines different macroeconomic theories including classical, Keynesian, and unified approaches.
The economic environment refers to all economic factors that influence business operations. It determines the inputs businesses need and the markets to sell finished goods. Key elements include gross national income, GDP, inflation, unemployment, poverty levels, and the type of economic system - whether it is a market, command, or mixed economy. Managers must assess the economic environment to make investment and strategic decisions that account for local conditions and predict future performance.
Tourism has been found to contribute to decreasing income inequality according to some studies. The author analyzes the impact of tourism on income inequality using panel data and cross-country regression. Variables like the Gini coefficient, tourism's contribution to GDP, education levels, economic factors, and others are used. Fixed effects regression shows that as tourism's contribution to GDP increases by 1%, the Gini coefficient decreases by around 0.266, indicating tourism is associated with reduced income inequality. Some variables like inflation and female labor participation were also found to significantly impact income inequality.
This document analyzes key economic indicators in the US for the first quarter of 2014. It discusses 10 important indicators: 1) GDP decreased 1% due to declines in corporate profits and income, likely due to harsh winter weather slowing business activity. 2) Housing market saw a small increase in existing home sales but declines in homeownership and increases in rental vacancies. 3) Unemployment has been decreasing but wages are also declining slightly. 4) Import and export prices rose slightly due to inflation. Raising the value of the dollar could boost trade and corporate profits. 5) Retail sales rose 4% showing consumer confidence. 6) Consumer credit is rising as interest rates remain low and confidence increases. 7) Keeping inflation low
This study empirically investigates the impact of human development on bank development in WAEMU countries. Over the period 1990 to 2014, empirical results have shown a positive relationship between banking development and human development. Credit to the private sector and the size of the economic system have a positive and significant impact on human development, but this impact remains small. Moreover, the growth rate of GDP per capita and the level of inflation have a positive impact on human development.
This document provides an introduction to a dissertation that examines the relationship between trade liberalization, government debt, human capital, and income inequality using panel data econometrics. It aims to understand the determinants of global income inequality and account for rising inequality in developed countries. The analysis uses the consistent EHII index to measure household income inequality across 136 countries from 1968-2008. Static and dynamic panel techniques are employed to explore how macroeconomic variables like human capital, trade openness, government debt, inflation, and growth impact inequality. It also considers whether effects differ between developed and developing countries. The results seek to inform policy to reduce inequality and its associated social and economic issues.
Research Poster-Shane-Sharath (1) (1) (1)Sharath Kumar
The document summarizes a study that tested the relationship between individualism and economic activity across countries. It used data from 61 countries to examine whether countries with higher individualism scores had higher proportions of GDP from services, higher per capita service expenses, and higher per capita insurance expenses, after controlling for other factors. Regression analysis found mild support for individualism increasing the proportion of services in GDP, and strong support for individualism increasing per capita service and insurance expenses. The study aims to account for how cultures influence economic measurement by considering non-monetary activities often performed within families in more collectivist societies.
This document provides an introduction to macroeconomics by outlining key topics and issues addressed in macroeconomics. It discusses what macroeconomics studies, including long-run economic growth, business cycles, unemployment, inflation, and the effects of international trade. It also examines macroeconomic theories like classical and Keynesian approaches. Government macroeconomic policies, including fiscal and monetary policies, are introduced as tools that can potentially influence economic performance.
This document summarizes an undergraduate student research project that aims to identify foreign trade partners that could help stabilize the economy of Erie, Pennsylvania. The student analyzes international and local economic data to determine which countries have business cycles that are counter-cyclical to Erie's economy. The student then examines Erie's employment across different industries to identify export industries. Finally, the student analyzes specific continents and countries to identify trade partners whose counter-cyclical cycles could help absorb Erie's economic fluctuations through trade. The goal is to build upon past research identifying countries that meet this criterion for stabilizing Erie's regional economy.
THE DIGITAL DIVIDE
Indian courts are getting digitised but there are hiccups on the way—slow conversion of case records, red tape, incompetently executed renovations, clients who aren’t tech savvy...
Essay on Chinese economic power - Tomas VaclavicekTomas Vaclavicek
This document provides an overview of China's economic rise from 1978-2015. It notes that China surpassed the US to become the world's largest economy in 2014 based on purchasing power parity. Key developments included China becoming the world's leading exporter and FDI recipient. The economy experienced rapid wage growth and poverty reduction, growing the middle class. While state-owned enterprises declined, the role of the private sector and economic liberalization in driving growth is debated. The document examines theories attributing China's success to state intervention versus gradual market liberalization and privatization.
This document provides an overview of macroeconomics and its key concepts. It begins by defining macroeconomics as the study of the overall behavior of an economy, including output, employment, prices, and trade. It then lists common questions that macroeconomics seeks to answer, such as what determines economic activity and employment levels. The document continues by explaining why macroeconomic theory is important to study and provides a brief history of developments in the field from classical to Keynesian to modern macroeconomics. It also defines common macroeconomic terms like stock and flow variables.
The Central Bank of Nigeria (CBN) has been active in the inauguration of policies and schemes to foster the
implementation of the cashless policy in Nigeria. However the current transition to cashless economy raises a lot
of concerns with no substantial evidence yet to justify its implementation. This study was carried out in order to
appraise the implementation of the cashless policy since its introduction into the Nigerian financial system in
2012 and also to examine the persistent challenges facing its implementation. In view of the above stated
objective, primary data were collected with the aid of the questionnaire, which was randomly administered to 120
respondents ranging from First Bank, Zenith Bank and United Bank for Africa. The banks were selected based on
their total assets and the information collected covered the activities of the CBN and that of these banks towards
implementation of the cashless policy from 2012 till date.The data collected were presented and analyzed with the
aid of the Statistical Package for Social Sciences (SPSS) using descriptive statistics and one-sample t-test. The
results led to the conclusion that despite the need to operate cashless transactions dominating the modern
Nigerian economy, the cashless policy will have the desired impact only if a lot is done to ensure the
implementation of an effective cashless system.
The document provides an introduction to macroeconomics, describing the four main sectors of the macroeconomy - households (consumers), business (producers), government (regulators and tax collectors), and foreign (other economies). It explains that households consume goods and services, businesses produce goods and services for households to consume, the government collects taxes and provides services, and the foreign sector involves international trade. It also introduces the circular flow model showing how income and spending flow between these sectors.
Macroeconomics studies the overall economy and aggregates like total output, income, employment and prices. It examines how the whole economy behaves, including why economic activity rises and falls. Macroeconomists analyze indicators like GDP, unemployment, inflation, interest rates, stock markets and exchange rates. GDP measures the total value of final goods and services produced domestically in a year. Other key concepts include consumption, investment, and the relationship between gross domestic product, gross national product, net domestic product and national income.
This document discusses justifying physical security investments and solutions. It begins by outlining the current economic realities and areas of loss organizations face from employee fraud, organized retail crime, insurance fraud, and workplace violence. It then discusses the fraud triangle of opportunity, temptation and rationalization that can lead to negative behaviors. The document advocates for physical security as a form of risk management and outlines various physical security solutions to mitigate threats. It argues physical security should be viewed as an investment with a return through reducing losses from crime and liability.
Macroeconomics deals with the economy as a whole, examining aggregates like total income, output, employment and prices. It emerged as a separate field of study due to Keynes' analysis of the Great Depression when existing theories failed to explain high unemployment. The circular flow model illustrates how income and spending circulate between producers and consumers in an economy.
New Intermodal Terminal, INRD-CN Trans-Pacific Service Gives Indiana Shippers...corp-marketing
Indiana Governor Mike Pence and Indiana Rail Road President Tom Hoback opened a new intermodal freight terminal in Indianapolis. The terminal was a multi-million dollar investment by Indiana Rail Road and Canadian National Railway to serve Indiana shippers moving goods to and from Asia. The new terminal and service from Indiana Rail Road and Canadian National gives Indiana shippers faster transit times between Asia and Indianapolis compared to other routes. Indiana business leaders praised the new terminal and service as an important economic development tool.
There are many RV park options when visiting Big Bend National Park that can accommodate travelers with amenities like electric, water, and WiFi hookups. It's important to check in advance which amenities each park offers to ensure you'll have what you need. Parks may have rules around pets, fees for WiFi, and different rates for daily or extended stays. Most parks are open year-round so you have flexibility in planning your trip, but it's still a good idea to confirm availability. Staying in an RV can provide comforts of home while allowing you to immerse yourself in nature during your visit to Big Bend.
This document summarizes previous research on the relationship between foreign direct investment (FDI) and economic growth. Several studies have found that FDI positively correlates with growth only if the host country meets a minimum human capital threshold. This paper aims to build a theoretical framework incorporating this threshold and analyze potential policy actions. It reviews literature establishing the human capital threshold finding and discusses studies examining FDI's effects through technology spillovers and productivity/capital growth channels. The paper will develop a model based on Borensztein, De Greggario, and Lee's (1998) work and analyze how taxing foreign firms or subsidizing human capital formation could impact growth rates.
Bsc agri 2 pae u-3.2 introduction to macro economicsRai University
This document provides an introduction to macroeconomics. It defines macroeconomics as the study of national economies and the policies that governments use to affect economic performance. It discusses key issues macroeconomists address such as economic growth, business cycles, unemployment, inflation, international trade, and macroeconomic policies. It also outlines different macroeconomic theories including classical, Keynesian, and unified approaches.
The economic environment refers to all economic factors that influence business operations. It determines the inputs businesses need and the markets to sell finished goods. Key elements include gross national income, GDP, inflation, unemployment, poverty levels, and the type of economic system - whether it is a market, command, or mixed economy. Managers must assess the economic environment to make investment and strategic decisions that account for local conditions and predict future performance.
Tourism has been found to contribute to decreasing income inequality according to some studies. The author analyzes the impact of tourism on income inequality using panel data and cross-country regression. Variables like the Gini coefficient, tourism's contribution to GDP, education levels, economic factors, and others are used. Fixed effects regression shows that as tourism's contribution to GDP increases by 1%, the Gini coefficient decreases by around 0.266, indicating tourism is associated with reduced income inequality. Some variables like inflation and female labor participation were also found to significantly impact income inequality.
This document analyzes key economic indicators in the US for the first quarter of 2014. It discusses 10 important indicators: 1) GDP decreased 1% due to declines in corporate profits and income, likely due to harsh winter weather slowing business activity. 2) Housing market saw a small increase in existing home sales but declines in homeownership and increases in rental vacancies. 3) Unemployment has been decreasing but wages are also declining slightly. 4) Import and export prices rose slightly due to inflation. Raising the value of the dollar could boost trade and corporate profits. 5) Retail sales rose 4% showing consumer confidence. 6) Consumer credit is rising as interest rates remain low and confidence increases. 7) Keeping inflation low
This study empirically investigates the impact of human development on bank development in WAEMU countries. Over the period 1990 to 2014, empirical results have shown a positive relationship between banking development and human development. Credit to the private sector and the size of the economic system have a positive and significant impact on human development, but this impact remains small. Moreover, the growth rate of GDP per capita and the level of inflation have a positive impact on human development.
This document provides an introduction to a dissertation that examines the relationship between trade liberalization, government debt, human capital, and income inequality using panel data econometrics. It aims to understand the determinants of global income inequality and account for rising inequality in developed countries. The analysis uses the consistent EHII index to measure household income inequality across 136 countries from 1968-2008. Static and dynamic panel techniques are employed to explore how macroeconomic variables like human capital, trade openness, government debt, inflation, and growth impact inequality. It also considers whether effects differ between developed and developing countries. The results seek to inform policy to reduce inequality and its associated social and economic issues.
Research Poster-Shane-Sharath (1) (1) (1)Sharath Kumar
The document summarizes a study that tested the relationship between individualism and economic activity across countries. It used data from 61 countries to examine whether countries with higher individualism scores had higher proportions of GDP from services, higher per capita service expenses, and higher per capita insurance expenses, after controlling for other factors. Regression analysis found mild support for individualism increasing the proportion of services in GDP, and strong support for individualism increasing per capita service and insurance expenses. The study aims to account for how cultures influence economic measurement by considering non-monetary activities often performed within families in more collectivist societies.
This document provides an introduction to macroeconomics by outlining key topics and issues addressed in macroeconomics. It discusses what macroeconomics studies, including long-run economic growth, business cycles, unemployment, inflation, and the effects of international trade. It also examines macroeconomic theories like classical and Keynesian approaches. Government macroeconomic policies, including fiscal and monetary policies, are introduced as tools that can potentially influence economic performance.
This document summarizes an undergraduate student research project that aims to identify foreign trade partners that could help stabilize the economy of Erie, Pennsylvania. The student analyzes international and local economic data to determine which countries have business cycles that are counter-cyclical to Erie's economy. The student then examines Erie's employment across different industries to identify export industries. Finally, the student analyzes specific continents and countries to identify trade partners whose counter-cyclical cycles could help absorb Erie's economic fluctuations through trade. The goal is to build upon past research identifying countries that meet this criterion for stabilizing Erie's regional economy.
THE DIGITAL DIVIDE
Indian courts are getting digitised but there are hiccups on the way—slow conversion of case records, red tape, incompetently executed renovations, clients who aren’t tech savvy...
Essay on Chinese economic power - Tomas VaclavicekTomas Vaclavicek
This document provides an overview of China's economic rise from 1978-2015. It notes that China surpassed the US to become the world's largest economy in 2014 based on purchasing power parity. Key developments included China becoming the world's leading exporter and FDI recipient. The economy experienced rapid wage growth and poverty reduction, growing the middle class. While state-owned enterprises declined, the role of the private sector and economic liberalization in driving growth is debated. The document examines theories attributing China's success to state intervention versus gradual market liberalization and privatization.
This document provides an overview of macroeconomics and its key concepts. It begins by defining macroeconomics as the study of the overall behavior of an economy, including output, employment, prices, and trade. It then lists common questions that macroeconomics seeks to answer, such as what determines economic activity and employment levels. The document continues by explaining why macroeconomic theory is important to study and provides a brief history of developments in the field from classical to Keynesian to modern macroeconomics. It also defines common macroeconomic terms like stock and flow variables.
The Central Bank of Nigeria (CBN) has been active in the inauguration of policies and schemes to foster the
implementation of the cashless policy in Nigeria. However the current transition to cashless economy raises a lot
of concerns with no substantial evidence yet to justify its implementation. This study was carried out in order to
appraise the implementation of the cashless policy since its introduction into the Nigerian financial system in
2012 and also to examine the persistent challenges facing its implementation. In view of the above stated
objective, primary data were collected with the aid of the questionnaire, which was randomly administered to 120
respondents ranging from First Bank, Zenith Bank and United Bank for Africa. The banks were selected based on
their total assets and the information collected covered the activities of the CBN and that of these banks towards
implementation of the cashless policy from 2012 till date.The data collected were presented and analyzed with the
aid of the Statistical Package for Social Sciences (SPSS) using descriptive statistics and one-sample t-test. The
results led to the conclusion that despite the need to operate cashless transactions dominating the modern
Nigerian economy, the cashless policy will have the desired impact only if a lot is done to ensure the
implementation of an effective cashless system.
The document provides an introduction to macroeconomics, describing the four main sectors of the macroeconomy - households (consumers), business (producers), government (regulators and tax collectors), and foreign (other economies). It explains that households consume goods and services, businesses produce goods and services for households to consume, the government collects taxes and provides services, and the foreign sector involves international trade. It also introduces the circular flow model showing how income and spending flow between these sectors.
Macroeconomics studies the overall economy and aggregates like total output, income, employment and prices. It examines how the whole economy behaves, including why economic activity rises and falls. Macroeconomists analyze indicators like GDP, unemployment, inflation, interest rates, stock markets and exchange rates. GDP measures the total value of final goods and services produced domestically in a year. Other key concepts include consumption, investment, and the relationship between gross domestic product, gross national product, net domestic product and national income.
This document discusses justifying physical security investments and solutions. It begins by outlining the current economic realities and areas of loss organizations face from employee fraud, organized retail crime, insurance fraud, and workplace violence. It then discusses the fraud triangle of opportunity, temptation and rationalization that can lead to negative behaviors. The document advocates for physical security as a form of risk management and outlines various physical security solutions to mitigate threats. It argues physical security should be viewed as an investment with a return through reducing losses from crime and liability.
Macroeconomics deals with the economy as a whole, examining aggregates like total income, output, employment and prices. It emerged as a separate field of study due to Keynes' analysis of the Great Depression when existing theories failed to explain high unemployment. The circular flow model illustrates how income and spending circulate between producers and consumers in an economy.
New Intermodal Terminal, INRD-CN Trans-Pacific Service Gives Indiana Shippers...corp-marketing
Indiana Governor Mike Pence and Indiana Rail Road President Tom Hoback opened a new intermodal freight terminal in Indianapolis. The terminal was a multi-million dollar investment by Indiana Rail Road and Canadian National Railway to serve Indiana shippers moving goods to and from Asia. The new terminal and service from Indiana Rail Road and Canadian National gives Indiana shippers faster transit times between Asia and Indianapolis compared to other routes. Indiana business leaders praised the new terminal and service as an important economic development tool.
There are many RV park options when visiting Big Bend National Park that can accommodate travelers with amenities like electric, water, and WiFi hookups. It's important to check in advance which amenities each park offers to ensure you'll have what you need. Parks may have rules around pets, fees for WiFi, and different rates for daily or extended stays. Most parks are open year-round so you have flexibility in planning your trip, but it's still a good idea to confirm availability. Staying in an RV can provide comforts of home while allowing you to immerse yourself in nature during your visit to Big Bend.
Mobile Incumbent Operators - Household Market ShareDSP-Partners
The document analyzes the market position of 19 incumbent mobile operators across Europe, Asia, and the Americas. It measures each operator's "household grip" by taking the ratio of its mobile customers to the number of households in its home country. The analysis found that incumbent operators fall into four categories: those with a slipped household grip of less than 90%, a maintained grip of 95-107%, a strong grip of 120-150%, or a dominant grip with over 195% presence. Key metrics like household size and number of households varied widely between countries.
This document outlines the solution roadmap and release highlights for RightNow CX, a customer experience platform. It discusses the three core experiences of RightNow CX: contact center, web, and social. It also summarizes the key features and benefits of the platform, including phone and multi-channel interaction management, service case management, knowledge management, communities, analytics, and integration capabilities. Major 2009 and 2010 releases are highlighted along with their focus areas such as mobile access, proactive engagement, customer empowerment, and extensibility.
Dreamforce 2010: Modelling Complex Hierachies in SalesforceDerek Laney
Dreamforce 2010: How do I represent both my customer and my legal entities to reconcile product servicing with relationship management? And achieve a single view on top of all that? It may sound difficult, but we're ready to walk you through the whole process! Join us as we look at several customer examples and discuss topics like relationship groups and householding, parenting, partners that are also customers, multiple affiliations, reporting, and much more.
Why did I see that ad? - Revolve Conf 2015 PresentationJoel Sadler
I'm part of the great Adacus team working on our Creative Strategy Platform for that makes testing and optimizing digital advertising easy and affordable.
I recently gave a talk about the programmatic revolution in digital advertising and specifically demonstrated how RTB works. It is a topic that fascinates me. I wanted the audience to understand the technology and think ahead to what it means for all digital advertising in the future.
The gist of my talk is:
1. Programmatic means using data & technology to increase efficiency and deliver more personalized, relevant ads.
2. Within programmatic, RTB is an incredible technological feat.
3. Programmatic is, rightfully, becoming THE way digital advertising is bought & sold.
The next chapter would focus on what excites me even further: leveraging the same advances in programmatic beyond just buying media but to designing the creative as well. I was bringing the audience up from zero in just 30 minutes so I decided to leave that for Q&A, should it arise. Sure enough it did.
Healthcare Enterprise Data Model: The Buy vs. Build DebatePerficient, Inc.
Every mid-to-large-sized healthcare organization will at some point need an enterprise data warehouse to consolidate data from its many source systems. The first question most will ask is, “Do I build it from scratch or buy a model?”
For some organizations, the answer to this question is simple and obvious. For others, it may be the source of internal debate on whether someone else can create a model that will address their nuances. Some will argue that a pre-built model will save time and money and should be explored as an option, while others may curb discussions due to the belief that their electronic medical records vendor already has it figured out.
In this webinar, we explored the pros and cons of building your own data model vs. buying one and looked at real customer use cases to help weigh the pros and cons of this critical enterprise decision. Topics included:
-How experience plays into the equation
-Which solution delivers value more quickly
-Which solution helps reduce the risk to the organization
-How easy is it to integrate other solutions
-How the decision to build vs. buy can impact your internal team
Adacus Creative-Side Platform for Digital AdvertisersJoel Sadler
The Adacus Creative-Side Platform does for creative personalization what the DSP did for media buying. By combining 1000+ built-in audience segments, an intuitive decision tree editor and next-gen A/B testing stats that cuts testing time by half, the Adacus CSP enables brands to quickly identify segments and programmatically serve the right message to each segment across their entire media buy. No other ad server or Dynamic Creative Optimization platform can do this.
You work so hard to get consumer's attention. Don't squander it with un-optimized creative.
Apache cassandra & apache spark for time series dataPatrick McFadin
Apache Cassandra is a distributed database that stores time series data in a partitioned and ordered format. Apache Spark can efficiently query this Cassandra data using Resilient Distributed Datasets (RDDs) and perform analytics like aggregations. For example, weather station data stored sequentially in Cassandra by time can be aggregated into daily high and low temperatures with Spark and written back to a roll-up Cassandra table.
Digital Technologies and Saving Behavior
The study examines how digital technologies impact individual saving behavior using data from 150,000 respondents. A logit model was constructed with the probability of short-term savings as the dependent variable and digital technology proxies like internet payment and mobile phone ownership as independent variables. The results show that digital technologies like the internet and mobile phones increase the likelihood of savings, as they expand access to financial services. Having a bank account also increases savings probability. However, digital technologies can also stimulate the use of informal savings institutions. The findings support increasing financial inclusion and skills to promote higher savings.
Digital Technologies and Saving Behavior
The study examines how digital technologies impact individual saving behavior using data from 150,000 respondents. A logit model was constructed with the probability of short-term savings as the dependent variable and digital technology proxies like internet payment and mobile phone ownership as independent variables. The results show that digital technologies like the internet and mobile phones increase the likelihood of savings, as they expand access to financial services. Having a bank account also increases savings probability. However, digital technologies can also stimulate the use of informal savings institutions. The findings support increasing financial inclusion and skills to promote savings.
Microeconomics is the study of how individuals and firms make economic decisions and how they interact in markets. It examines supply and demand, elasticity, consumer choice, costs of production and how firms maximize profits. Understanding microeconomic theory helps explain everyday decisions by individuals and businesses and can be applied to analyze various policies. Key concepts covered in introductory microeconomics courses include supply and demand, elasticity, consumer choice theory, production and costs, profit maximization, and different market structures.
Welcome to The Power of Macroeconomics!
This presentation will help you understand classic and innovative ideas to make sense of our world and build a better future.
I am Laura Navarro, an economics student at Duke Kunshan University and I will be guiding you through this journey. This presentation is based on my experience taking intermediate Macroeconomics at DKU with Professor Luyao Zhang.
1. The document discusses Ray Zhu's final presentation for his ECON 204 macroeconomics class. It provides biographical information about Ray, including his major, academic achievements, extracurricular activities, and work with Professor Luyao building the Virtual Behavioral Lab.
2. The presentation contains 5 problem sets that simulate macroeconomic theories and concepts. It includes a reference section, acknowledgments, and reflections on how the class inspired Ray's understanding of economic growth.
3. The presentation aims to decentralize and satisfy macroeconomic understanding through practical applications and interdisciplinary approaches.
The McKinsey Global Institute report analyzes the economic impact of the Internet on 13 major countries representing over 70% of global GDP. It finds that:
1) The Internet accounts for 3.4% of GDP in the 13 countries studied, and was responsible for 21% of GDP growth over the past 5 years in mature economies.
2) For every job lost due to the Internet, 2.6 new jobs have been created.
3) 75% of the Internet's economic impact comes not from Internet companies, but from traditional industries that have been transformed by Internet technologies.
4) Small and medium businesses that use the Internet extensively experience around a 10% boost in productivity on average.
Assignment 1 Discussion QuestionThe management of current asset.docxfredharris32
Assignment 1: Discussion Question
The management of current assets and current liabilities in the short run can lead to several challenges for the financial manager. What are some of the more common challenges or problems encountered by the firm in this regard, and what are the possible solutions? Explain your answers.
Assignment 2: Discussion Question
Financial mangers make decisions today that will affect the firm in the future. The dollars used for investment expenditures made today are different from the cash flows to be realized in the future. What are these differences? What are some of the techniques that can be used to adjust for these differences?
Assignment 3: Discussion Question
Valuation of a firm’s financial assets is said to be based on what is expected in the future, in terms of the future performance of the firm, the industry, and the economy. What types of value would you consider when assigning “value” to a firm’s stock or bond? What is the significance of each of the different types of value in the valuation process? Use examples to support your response.
Assignment 4: Discussion Question
The finance department of a large corporation has evaluated a possible capital project using the NPV method, the Payback Method, and the IRR method. The analysts are puzzled, since the NPV indicated rejection, but the IRR and Payback methods both indicated acceptance. Explain why this conflicting situation might occur and what conclusions the analyst should accept, indicating the shortcomings and the advantages of each method. Assuming the data is correct, which method will most likely provide the most accurate decisions and why?
Course Overview (1 of 3)
Defining Finance
Broadly defined, finance is the study of how people manage scarce resources in general, and money and other financial resources in particular. There are two important features that distinguish financial decisions from other types of decisions. The benefits and costs of financial decisions are spread out over time and usually shrouded in uncertainty.
These decisions are made in a financial environment that includes the financial system, institutions, markets, and participants such as individual households, businesses, and governments. It is important to note that a well developed and properly functioning financial system enables the economy to operate efficiently and contributes to the economic growth and development of the country.
Brief History of Finance
Finance emerged as a separate field of study in the U.S. in the early 1900s. At that time finance was taught primarily as a descriptive subject using anecdotes and rules of thumb. The focus at that time was on the formation of new firms, the various types of securities firms can issue to raise funds and the legal aspects of mergers and acquisitions. This continued to be the focus all through the 1920s.
However, during the 1930s the focus shifted to the study of bankruptcy and reorganization, corporate liqu ...
The Relationship between Financial Structure and GDP.Stefano Valeri
This document analyzes the relationship between different financial structures and GDP levels across countries. It identifies three main types of financial systems: bank-based, market-based, and government-based. These systems are characterized by five factors: solvency, profitability, market efficiency, foreign presence, and core revenue/cost structure. The document uses factor analysis to develop indexes for these factors. It then performs cluster analysis to group countries into the three financial system types. Finally, it uses regression analysis to test if each system type is related to GDP levels, finding that only market-oriented systems are strongly related to economic development as measured by GDP.
The document discusses the role of foreign investment and globalization in the economic development of developing nations like Primaria. It argues that protectionist trade barriers can hinder economic growth in developing countries by constraining business development and competition. However, nations implement protectionist policies to boost local industries and trade. The document claims that foreign direct investment can significantly help the economic development of a country by creating jobs, increasing productivity, improving technology and infrastructure, and providing access to better products and trade opportunities. This in turn can help the overall economic growth of the nation.
Socio-economic factors that affect businesses include:
1) Interest rates, which determine lending practices and ability to finance projects.
2) Exchange rates, which impact costs for import/export businesses when rates fluctuate.
3) Recessions, which can change consumer purchasing attitudes and force companies to lower prices.
4) Social status and income influence consumer spending on luxury versus basic goods.
5) Education levels impact occupations, incomes, and ultimately consumer purchasing power.
This marketing plan summary provides an overview of Falcon Weekly's strategy to increase awareness and engagement over the next year. The plan analyzes Falcon Weekly's strengths, weaknesses, opportunities, and threats. It profiles their target customers as college students and faculty. The objectives are to increase all social media followers and viewers by 25% in 6 months through more prominent advertising on campus and a partnership with The Alabamian newspaper. Engagement will be bolstered by introducing reporters and allowing audience topic suggestions. Progress will be monitored monthly and tactics adjusted if goals are not met to fully implement the plan within a year.
The following report identifies nine global megatrends that are most salient to the future of governments. While their individual impacts will be far-reaching, the trends are highly interrelated and thus demand a combined and coordinated set of responses.
Perceptions of People from Economically Backward Section towards Financial In...iosrjce
Financial Inclusion aims to provide the financial services to the people from economically backward
section of the society. The objective is to assist them in their economic improvement and achieve the sustainable
growth. In this study, an effort has been made to examine the views of the people from economically backward
sectionregarding the important aspects of financial inclusion. Views of 53 respondents are analyzed. ChiSquare,
nonparametric statistical technique, has been used to examine whether the views of the different
categories of the respondents about the important aspects of financial inclusiondiffer. Based on the views of the
respondents we found that bank employees are encouraging people from economically weaker sections to open
their accounts and people also found these accounts useful. Respondents are also of the view that education
level, income level, age and period of association of the account holder with the bank directly affects the quality
of services rendered. To further enhance the utility of the scheme and ensure its success, there is a need to
provide training to bank staff so that the quality of services rendered is not differentiated between different
categories of customers. Further, whereas this study pertains to the views of the economically weaker section,
there is a need to examine the views of bankers also, so that this scheme can be made more useful.
This document summarizes an analytical study on the relevance of financial inclusion for developing nations. It discusses the need for financial inclusion to promote equitable growth and reduce income disparities. The objectives of the study are to explore the need for financial inclusion in promoting economic and social development, analyze India's current status of financial inclusion, and examine access to banking in rural areas. The study finds that while financial inclusion plays a catalytic role, more progress is still needed to achieve desired outcomes. It also reviews initiatives taken in India to promote financial inclusion since 2005.
An Analytical Study:Relevance of Financial Inclusion For Developing NationsDr Lendy Spires
The document analyzes the relevance of financial inclusion for developing nations. It discusses how financial inclusion, defined as providing affordable financial services to disadvantaged groups, is key to promoting inclusive growth. While initiatives in India have increased access to banking, challenges remain in bridging the gap between financially excluded sections. The study examines objectives and progress of financial inclusion in India, finding that efforts have expanded access points and accounts but more progress is needed to fully achieve desired economic and social development outcomes through financial inclusion.
The article discusses the future of financial regulation in light of the global financial crisis. It notes that some argue the crisis was caused by a lack of regulatory oversight as banks took on excessive risks. The current Basel II regulatory framework is described, which includes minimum capital requirements, supervisory review, and disclosure requirements. The article suggests future regulation may need to be more stringent and prevent risky activities, and that systemic risks from large interconnected institutions will need to be addressed to build stability.
Assessing the role of public spending for sustainable growth empirical eviden...Alexander Decker
This document summarizes a study that assesses the role of public spending in Nigeria and its implications for sustainable economic growth. The study examines whether increases in government expenditure have contributed to sustainable growth in Nigeria. It employs regression analysis to analyze data on public investment, gross capital formation, savings, private domestic investment, and per capita GDP from 1975 to 2008. The study finds that increases in government expenditure have not led to sustainable growth in Nigeria. It suggests Nigeria's government should adopt a "big push" strategy for public spending that focuses on infrastructure and human capital development to set the country on a path of self-sustaining economic growth.
11.assessing the role of public spending for sustainable growth empirical evi...Alexander Decker
This document summarizes a study that assesses the role of public spending in sustainable growth in Nigeria. The study uses an econometric model to examine the relationship between public investment and per capita GDP as a proxy for sustainable growth. It finds that increases in government expenditure have not contributed to sustainable growth in Nigeria. The study suggests Nigeria's government should adopt a "big push" strategy for public spending that focuses on infrastructure and human capital investment to enable long-term self-sustaining growth.
Future State 2030: The global megatrends shaping governmentsRunwaySale
The document discusses 9 global megatrends that will significantly impact governments by 2030: 1) Demographics, 2) Rise of the individual, 3) Enabling technology, 4) Economic interconnectedness, 5) Public debt, 6) Economic power shift, 7) Climate change, 8) Resource stress, and 9) Urbanization. It notes that the impacts will be far-reaching but the trends are interconnected, so governments need strategies to address both individual trends and their combination. The report aims to stimulate thinking on how governments can best respond and adapt to changes in the coming years.
The document is a thesis that examines principles of socially responsible investment and sustainable banking. It provides background on these topics and defines the problem of how to transition a regional/local bank's business towards sustainability. The research aims to identify factors that can limit or further this transition. The methodology includes literature reviews and case studies of sustainable banks and financial institutions. The findings show international SRI principles like transparency and risk management filtering down to local sustainable banking. However, banking realities like regulations and market interests also influence the transition process. Overall, sustainable banks can create public value through financial consulting, project exploration, and offering norm-setting products, though credibility is essential for integrity and competitive advantage.
Discover the Future of Dogecoin with Our Comprehensive Guidance36 Crypto
Learn in-depth about Dogecoin's trajectory and stay informed with 36crypto's essential and up-to-date information about the crypto space.
Our presentation delves into Dogecoin's potential future, exploring whether it's destined to skyrocket to the moon or face a downward spiral. In addition, it highlights invaluable insights. Don't miss out on this opportunity to enhance your crypto understanding!
https://36crypto.com/the-future-of-dogecoin-how-high-can-this-cryptocurrency-reach/
Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
1. Elemental Economics - Introduction to mining.pdfNeal Brewster
After this first you should: Understand the nature of mining; have an awareness of the industry’s boundaries, corporate structure and size; appreciation the complex motivations and objectives of the industries’ various participants; know how mineral reserves are defined and estimated, and how they evolve over time.
In a tight labour market, job-seekers gain bargaining power and leverage it into greater job quality—at least, that’s the conventional wisdom.
Michael, LMIC Economist, presented findings that reveal a weakened relationship between labour market tightness and job quality indicators following the pandemic. Labour market tightness coincided with growth in real wages for only a portion of workers: those in low-wage jobs requiring little education. Several factors—including labour market composition, worker and employer behaviour, and labour market practices—have contributed to the absence of worker benefits. These will be investigated further in future work.
A toxic combination of 15 years of low growth, and four decades of high inequality, has left Britain poorer and falling behind its peers. Productivity growth is weak and public investment is low, while wages today are no higher than they were before the financial crisis. Britain needs a new economic strategy to lift itself out of stagnation.
Scotland is in many ways a microcosm of this challenge. It has become a hub for creative industries, is home to several world-class universities and a thriving community of businesses – strengths that need to be harness and leveraged. But it also has high levels of deprivation, with homelessness reaching a record high and nearly half a million people living in very deep poverty last year. Scotland won’t be truly thriving unless it finds ways to ensure that all its inhabitants benefit from growth and investment. This is the central challenge facing policy makers both in Holyrood and Westminster.
What should a new national economic strategy for Scotland include? What would the pursuit of stronger economic growth mean for local, national and UK-wide policy makers? How will economic change affect the jobs we do, the places we live and the businesses we work for? And what are the prospects for cities like Glasgow, and nations like Scotland, in rising to these challenges?
South Dakota State University degree offer diploma Transcriptynfqplhm
办理美国SDSU毕业证书制作南达科他州立大学假文凭定制Q微168899991做SDSU留信网教留服认证海牙认证改SDSU成绩单GPA做SDSU假学位证假文凭高仿毕业证GRE代考如何申请南达科他州立大学South Dakota State University degree offer diploma Transcript
Optimizing Net Interest Margin (NIM) in the Financial Sector (With Examples).pdfshruti1menon2
NIM is calculated as the difference between interest income earned and interest expenses paid, divided by interest-earning assets.
Importance: NIM serves as a critical measure of a financial institution's profitability and operational efficiency. It reflects how effectively the institution is utilizing its interest-earning assets to generate income while managing interest costs.
Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
[4:55 p.m.] Bryan Oates
OJPs are becoming a critical resource for policy-makers and researchers who study the labour market. LMIC continues to work with Vicinity Jobs’ data on OJPs, which can be explored in our Canadian Job Trends Dashboard. Valuable insights have been gained through our analysis of OJP data, including LMIC research lead
Suzanne Spiteri’s recent report on improving the quality and accessibility of job postings to reduce employment barriers for neurodivergent people.
Decoding job postings: Improving accessibility for neurodivergent job seekers
Improving the quality and accessibility of job postings is one way to reduce employment barriers for neurodivergent people.
OJP data from firms like Vicinity Jobs have emerged as a complement to traditional sources of labour demand data, such as the Job Vacancy and Wages Survey (JVWS). Ibrahim Abuallail, PhD Candidate, University of Ottawa, presented research relating to bias in OJPs and a proposed approach to effectively adjust OJP data to complement existing official data (such as from the JVWS) and improve the measurement of labour demand.
1. Economics in 3D
Towards a More Realistic View
of Household Decisions
Economic and Financial Analysis
Consumer Economics
2. ING Economic and Financial Analysis • Economics in 3D 2
Individual consumers are typically ignored by economists in the banking industry.
They concentrate instead on macro-economic forecasting. Looking at national
and international economic developments, bank economists give generic advice
on issues such as interest rates and exchange rates. The goal is to help clients
make better financial decisions. To the extent that their advice is tailored to
individual needs, the focus is largely on corporate and institutional clients. Only a
sub-set of retail clients with substantial investments typically receive their direct
support.
However, economists at ING have for several years been developing analysis and
content designed to help retail customers of all kinds. In so doing, we seek to
support ING’s customer centric purpose of “empowering people to stay a step
ahead in life and business”. Our international consumer economics team, via its
website eZonomics.com and ING’s International Surveys (IIS), supports local
financial education initiatives and produces customer-centric content, such as
articles, tips and tools. Locally, we support initiatives such as Financieel Fit
(Financially Fit) in the Netherlands. Our daily internet poll on consumer opinions
on our retail banking website has long been the biggest poll in the country.
There can be little doubt that the need for such support is growing. People face
fresh challenges and opportunities in making decisions. The financial crisis has
accelerated the shift towards individuals taking more responsibility for their
financial affairs. Rapid technological change, not least in the form of digital and
mobile technologies, is changing how people make decisions and transact.
Meanwhile, applying advanced analytics to Big Data promises to provide more
valuable insights into consumers’ finances.
Economists, inside and outside banking, have been slow to acknowledge that
changing consumer behaviour may have significant effects on macroeconomic
performance. Just as the state of the economic environment affects individuals,
the changing behaviour of individuals can affect the economy as a whole. Macro
affects micro and micro affects macro. This calls for a more holistic approach.
Recognising this, and to coincide with the launch of the Think Forward Initiative1
,
ING has decided to step up its research into consumer economics. The first step is
to deepen our understanding of the impact of economic, social, political,
technological change. We intend to examine the effects on particular socio-
economic segments. The second step is to analyse how individual behaviour is
changing. What are the challenges and opportunities that people face? The third,
and most important, step is to address the question: how can we help people
make better financial decisions?
Seeking ways to improve people’s financial decision-making will need not just
combining macro and micro-economics. It will take us beyond economics, to the
tools of other disciplines. Helping people to learn or avoid mistakes will call upon
psychological and educational insights. Addressing social influences on decisions
will pull in other social sciences such as sociology and social anthropology.
So macroeconomics is not enough. The goal of this introductory report is to show
why a richer understanding of consumer finances needs a more multi-disciplinary
approach.
1
For more details, please visit http://www.thinkforwardinitiative.com
Foreword
Stepping Up ING’s Research
on Consumer Finances
Macroeconomics is not enough
ING Economic and
Financial Analysis
Mark Cliffe
Chief Economist
London +44 20 7767 6283
mark.cliffe@uk.ing.com
3. ING Economic and Financial Analysis • Economics in 3D 3
Table of contents
2 Foreword
4 Executive Summary
5 Introduction
Taking Economics Back to the Future: The Challenges to Consumer Finances
6 A. Consumer Finances in Flux
1. Macroeconomy – the fall-out from the financial crisis
2. Politics – divergences and disintegration
3. Technology – hyperconnectivity
4. Consumer behaviour – more complex, more social
11 B. The Need for a New Multidisciplinary Approach
1. Macroeconomists, wake up!
2. Behavioural economists – you’ve got friends!
3. Economics – back to its social roots
19 C. Consumer Finances – A 3D Assessment
21 Conclusion
ING Economic and Financial Analysis
Consumer Economics
4. ING Economic and Financial Analysis • Economics in 3D 4
Executive Summary
“Macro needs micro”. Understanding individual behaviour is critical to better
understanding economies and to improving macroeconomic forecasting.
Individual consumers have so far typically been ignored by economists in the
banking industry. Consumers don’t all behave as if they are one. The increasing
diversity of individual circumstances, behaviour and interaction affect the
macroeconomy, just as the macroeconomy touches individuals.
“Micro needs meso”. Economics needs to go back to its social roots. For a social
science, it devotes remarkably little time to social groups, focusing mainly on the
economy as a whole or on individuals. Behavioural economics has developed
building blocks for a richer, more realistic, microeconomics, but it has not yet built
a complete, unified picture of decision making. One reason is that it underplays
the influence of social factors. Individuals are connected to society via their
relationships with their households, families, friends, and other groups. This social,
or meso level is crucial, and yet it is the most neglected by economists.
“Macro, meso and micro need a holistic approach”. This need has grown because
four forces are transforming financial decision making:
a) the global financial crisis which has led to a sharp divergence in
household finances both between and within countries,
b) the fractious political climate amid rising inequality, plunging commodity
prices and geo-political unrest which has led to divergences between
‘segments’ in society. Mistrust of institutions is reinforcing trends towards
self-reliance and peer-to-peer advice,
c) technology and its influence on individual and group behaviour.
Hyperconnectivity in the digital age presents a “double-edged” potential
for information overload or for big data-style enhanced personalisation.
d) profoundly transformed lifestyles and work patterns, including the rise of
social networking, the sharing economy and on-demand decision
making apps.
Therefore, ING is stepping up its research into consumer economics, taking a
more multi-disciplinary approach, which draws on insights from psychology and
sociology. Our ambition is to improve our understanding of economic behaviour
and our forecasting abilities. This will in turn help us to give more support to ING’s
customer-centric purpose of “empowering people to stay a step ahead in life and
in business”.
The launch of the Think Forward Initiative embodies ING’s intensified efforts to
better understand how and why people make financial choices. The aim is to use
the lessons learned to inspire action. This is the first in a series of reports forming
part of the contribution of ING’s economists to this collaborative effort. We invite
readers to join the debate.
5. ING Economic and Financial Analysis • Economics in 3D 5
Introduction
Taking Economics Back to the Future: The Challenges
to Consumer Finances
Consumer finances are in a state of flux. People are faced with a rapidly changing
economic, political, social and technological environment. They are being forced
to respond. Ironically, this new situation calls for economists to go back to the
roots of economics as the science of household finances. It also calls for
economics to reconnect with other social sciences, such as psychology and
sociology. This is the central message of this report, which is the first in a new
stream of research into consumer finances.
In the first section, we will examine the four forces that are rapidly changing
consumer finances. Readers familiar with the context may choose to gloss over
this section and move to the second, which gets to the heart of our argument. In
it, we will argue that understanding the implications needs a holistic,
multidisciplinary approach. Not only do macro- and micro-economic factors
interact, but insights from other disciplines are required. In particular, the social
influences on individual decision-making are growing and evolving, shaped in part
by rapid technological and demographic change. We argue that this third, social
dimension, represents a gap in the middle of economics, which calls for a new
‘meso-economics’.
In the final section, we summarise the three dimensions of financial decision-
making that will be the focus of future research, in collaboration with our
partners.
Economics needs to go back
to its roots as the science of
household finances…
…and reconnect with other
social sciences
6. ING Economic and Financial Analysis • Economics in 3D 6
A. Consumer Finances in Flux
Consumer finances are going through a period of rapid change. Although the
focus of much of our attention will be on Europe, many of these trends are global.
Moreover, they stretch from global macroeconomic shifts to tech-driven changes
in individual behaviour. To set the scene, we group the forces behind the
transformation in personal financial decision-making into four themes:
1. Macroeconomy – the fall-out from the financial crisis
We are still feeling the after-effects of the global financial crisis that followed the
collapse of Lehman Brothers in 2008. The impact on household finances the world
over are wide-ranging. Income growth in the developed world, and more recently
the emerging world, is struggling to get back to pre-crisis rates. In some countries,
not least in Southern Europe, unemployment remains shockingly high and
incomes lower, seven years on from the onset of the crisis.
Fig 1 Eurozone Real GDP level and Unemployment Rate (2000-15)
Source: ING, Macrobond
Consumer finances also show the effects of the unprecedented policy responses
to the crisis. In particular, in the developed world, interest rates have plummeted,
in some cases even into negative territory. This has been good news for many
borrowers. But it has hurt those relying on interest income, and undermined the
solvency of pension funds, threatening the retirement income of ageing
populations. And some borrowers, particularly riskier, less credit-worthy ones,
have failed to feel the benefits, as credit availability and credit spreads have failed
to return to pre-crisis levels.
Four forces are transforming
personal financial decision-
making
Seven years on from the onset
of the crisis, many households
still feel the financial effects
Plunging interest rates have
been good news for many, but
bad news for some…
7. ING Economic and Financial Analysis • Economics in 3D 7
Fig 2 Eurostoxx 50 (1995-2015)
Source: ING, Macrobond
The crisis and its aftermath have also sent asset prices on a wild ride. In many
countries, asset prices, having plunged in 2008-9, have bounced back, albeit in a
highly erratic and patchy fashion (see Fig 2). Stock markets have doubled or
trebled from their low points, thanks in part to central bank bond purchases
(‘quantitative easing’), which have driven down bond yields to unattractive levels.
But the trauma of earlier falls may linger for a generation or more2
. In particular,
they may be the formative memory for many millennials. Meanwhile, while house
prices have been recovering from their crisis low points, many borrowers in the
worst affected areas continue to struggle with loans bigger than the value of their
homes.
Fig 3 Eurozone Real GDP level, 2007-15
Source: ING, Macrobond
2
See Depression Babies: Do Macroeconomic Experiences Affect Risk Taking?* Ulrike Malmendier
and Stefan Nagel http://qje.oxfordjournals.org/content/126/1/373.abstract Such cohort effects do
not, however, prevent a recurrence of fresh booms and busts created by credit-fuelled speculative
waves of optimism from remaining in the markets.
Asset prices have bounced
back, albeit in a highly erratic
and patchy fashion
8. ING Economic and Financial Analysis • Economics in 3D 8
In the Eurozone, the sovereign debt crisis that spread from Greece in 2011 has led
to a sharp divergence in household finances both between and within member
states (see Fig 3). The forced imposition of tax hikes and government spending
hurt growth in the Eurozone’s periphery, with disproportionate effects on poorer
and younger sections of society. Although austerity is easing, this income gap will
not be readily reversed.
2. Politics – divergences and disintegration
The financial crisis is also having profound political repercussions. These in turn
are affecting consumer finances. The political climate is being clouded by rising
inequality of income and wealth. Policy responses to the crisis are partly behind
this trend. Quantitative easing prevented the Great Recession from turning into
another Great Depression. But since it largely worked through higher asset prices,
it has disproportionately benefited the richer sections of society3
.
Meanwhile, the crisis and the fiscal austerity that followed have
disproportionately hurt the poor, resulting in political pressures to compensate
them. However, the scope to do so, for example with higher benefits or minimum
wages4
, has been limited by tough targets on budget deficits. Indeed, the pressure
on public finances leaves question-marks over the long term sustainability of
public welfare and pension systems.
As a result, households are faced with having to take more responsibility for the
future burden of pensions and health care. But politics inevitably intrudes when it
comes to burden sharing. The political clout of older generations, who are
relatively numerous and more inclined to vote, has meant that governments have
tended to reform pensions in a way that favours current over future pensioners.
This has tended to increase the inequality of income and wealth between older
and younger generations. 5
Weak economic growth has led to, and been worsened by, geo-political
instability. Plunging commodity prices have undermined political stability in
several emerging market economies. The reluctance of the West to intervene in
the troubled Middle East is partly because of budget constraints. This has returned
to haunt it with rising conflict, most recently in Syria, mass flows of refugees to
Europe and more shocking terrorist attacks. Antipathy towards mass immigration
may lend further support to nationalists, and to populist and radical parties. This
may have implications for consumer finances through possible changes to fiscal
policies, employment, and labour mobility. In particular, limiting flows of young
people could hamper a potential remedy for societal ageing and economic
imbalances.
The political climate has also shifted against financial institutions and big business
in general. They are contending with tougher regulation and tax regimes.
Consumers may benefit from greater protection and a shifting of the tax burden,
but the ongoing lack of trust may reinforce the trend towards self-reliance or peer
advice in decision-making.
3
Although richer sections of society saw their wealth drop sharply with the onset of the crisis, they
have largely recouped their losses.
4
It should be noted that the net impact of minimum wages is controversial, with some arguing
that higher unemployment results from higher minimum wages, advocating that structural
reforms to labour markets are more beneficial
5
See ‘The growing intergenerational divide in Europe’, Pia Hüttl, Karen E. Wilson and Guntram B.
Wolff (Bruegel, November 2015) http://bruegel.org/2015/11/the-growing-intergenerational-divide-
in-europe/
Household finances have
diverged both between and
within the Eurozone states
The political climate is being
clouded by rising inequality of
income and wealth
Political pressures to
compensate the poor are
constrained by budget deficits
Pension reforms have tended
to reinforce intergenerational
inequality
Populism and nationalism
may also affect consumer
finances
Mistrust of institutions is
leading to more self-reliance
and peer-to-peer support
9. ING Economic and Financial Analysis • Economics in 3D 9
3. Technology – hyperconnectivity
A third factor that is changing people’s financial decisions is rapid technological
change. The ultra-fast global diffusion of smartphones over the past decade is a
prime driver of this. Digital and mobile technology is progressing at an astonishing
pace, transforming access to information and, increasingly, analysis.
The evidence of the transformational effect of the new technologies is clear. In
the Netherlands, mobile banking has tripled the frequency of ING customers
logins compared with ‘traditional’ internet banking to six times per week on
average (and quite a contrast from the pre-internet days of monthly paper
statements). Moreover, according to the ING International Survey on Mobile
Banking 2015, 85% of people using mobile banking across Europe say they’ve
changed the way they manage their money for the better, and the effect is
growing over time6
.
Some consumers struggle with the ubiquity of information and communication,
suffering from overload and distraction. For example, Microsoft Research found
that once distracted by an e-mail alert, computer users take an average of
twenty-two minutes to return to the same level of focus on the suspended task7
.
But innovators are addressing these problems with smarter filtering, search and
aggregation tools. An emerging trend is the application of advanced analytics on
both personal and ‘Big’ data. This is increasing the relevance of information and
personalising consumers’ on-line experiences, enriching them with peer
comparisons.
Indeed, on-line markets are becoming increasingly transparent and globalised.
With price and, helped by peer and user reviews, quality search improving
progressively, markets are becoming increasingly competitive. This puts
downward pressure on prices and upward pressure on quality and service.
Meanwhile, technological disruption is extending to labour markets, changing the
income and employment prospects for a growing range of occupations. The
threat to taxi drivers from the rise of mobile-friendly services such as Uber and
Lyft is an obvious example. But even skilled knowledge work, for example in the
legal and healthcare professions, is becoming exposed to competition from
artificial intelligence. These trends will have a profound effect on education and
career choices.
4. Consumer behaviour – more complex, more social
The rapidly changing environment is both affecting and reflecting new patterns of
consumer behaviour. Consumers are faced with more numerous, complex and
uncertain decisions. As we have seen, digital technology is both a cause and a
(perhaps partial) solution to this, opening access to many more options but also
providing ways of dealing with them.
But growing complexity is not confined to the online world. Take, for example, the
average Wal-Mart Supercenter, which now confronts shoppers with around
120,000 products. Consumer responses to the new shopping experiences opened
up by e-commerce and digital technology are still evolving. One trend is towards
6
ING International Survey on Mobile Banking 2015, polling almost 15,000 people in 15 countries.
http://www.slideshare.net/fullscreen/ING/ing-mobile-banking-2015-report/1
7
Quoted in ‘Eyes Wide Open – How to Make Smart Decisions in a Confusing World’ by Noreena
Hertz (2013)
Technology is transforming
access to information
Mobile banking is rapidly
changing money habits
Some are struggling with
overload and distraction…
…but technology may also
have answers for that too
On-line markets are driving
prices down and quality up
Technology is also disrupting
labour markets
Consumers are faced with
more numerous, complex and
uncertain decisions….
…and new ways of shopping
10. ING Economic and Financial Analysis • Economics in 3D 10
more seemless ‘omni-channel’ experiences, leading to a convergence between
on- and off-line shopping.
Beyond shopping, consumer lifestyles and working patterns are changing too.
Leisure is being transformed by on-demand on-line entertainment and games.
Meanwhile, the reluctance of consumers to pay for on-line content is forcing the
media, software and publishing businesses to adopt new business models, such as
charging for premium (‘freemium’) services. Even the burgeoning new ‘App
economy’ is evolving rapidly. Apps are increasingly meeting consumer needs and
demands for decision-making tools and advice.
A key aspect of the changes to consumer behaviour is that social influences are
having a growing impact on individual decision-making. Technology has been the
enabler here, but the technology has also had to respond to how consumers
chosen to use it. Social networking, peer-to-peer sharing, and new marketplaces
for all kinds of products and services are having a profound effect on individuals’
decisions.
Emerging consumer trends are also disrupting business. The embrace of the
‘sharing economy’ is spreading across the economy. According to the ING
International Survey special report on the Sharing Economy published in July
2015 about a third of people in Europe think their participation in it will increase in
the next 12 months8
. Consumers are shifting away from paying to own property
and assets towards paying to use them. For some, this is a necessity borne of lack
of income or crowded living conditions. For others, this is a lifestyle choice.
In part, the peer-to-peer and sharing economy trends are part of a backlash
against big business. They also reflect a growing backlash against materialism,
exemplified by the popularity of ‘fast fashion’. Although some consumers are still
in the thrall of the cornucopia of variety opened up by tech-enabled globalisation,
others are turning their backs on it.
Environmentalism is another aspect of the reaction against technology and fast
living. This is seen in the emergence of local food markets and the ‘slow food’
movement. The reaction against technology can also been seen in the growing
popularity of live events and the revival of sales of physical books and vinyl
records.
In the next section, we argue that the rise of the new consumer calls for
economists to adopt a new multidisciplinary approach.
8
See http://www.ezonomics.com/ing_international_survey/sharing_economy_2015
Changing consumer lifestyles
and working patterns are
creating new business models
Social influences are having a
growing impact
Consumers are shifting from
paying to own property and
assets to paying to use them
Sharing economy trends are
partly a backlash against big
business and materialism
Environmentalism is another
aspect of the reaction against
technology and fast living
11. ING Economic and Financial Analysis • Economics in 3D 11
B. The Need for a New
Multidisciplinary Approach
1. Macroeconomists, wake up!
“It's a recession when your neighbour loses his job; it's a depression when you
lose your own.” – Harry S. Truman
Belatedly macroeconomists are beginning to acknowledge that their
understanding of how the economy operates is deeply flawed. The financial crisis
exposed their dismal forecasting record, and their old models are not up to the job
of analysing the rapid structural changes that the global economy is going
through. On top of that, they necessarily have no history to go on to assess the
unprecedented monetary and regulatory policy shifts since onset of the crisis.
Tempting though it is to go through the list of inadequacies of macroeconomics,
the focus here will be on the fact that it has failed to grasp the changing
circumstances and behaviour of individual consumers. Macroeconomic models
still treat consumers as being one homogeneous bloc9
. Yet is increasingly clear
that the differences10
between consumers are critical to our understanding of the
macroeconomy. In other words, distribution matters.
Macroeconomists have long been aware that income and wealth is unequally
distributed. But, reasoning that the degree of inequality tends to change only
slowly over time, they have largely ignored its impact on economic performance.
But now, the financial crisis, and the resulting policy responses, are forcing
macroeconomists to pay attention to inequality.
Fig 4 EU28 Household Disposable Income by Income Quintile, % of Total 2012
Source: ING, Macrobond
9
In recent decades, macroeconomic modelling has been dominated by Dynamic Stochastic
General Equilibrium (DSGE) models that model household behaviour by using a single
‘representative agent’, which is a rational, profit maximising, ‘homo economicus’ with stable
preferences and full information. Attempts to improve their performance relaxing these restrictive
assumptions have enjoyed only limited success. One of the most successful critics of the
‘representative agent’ models is the latest Nobel Prize winner Angus Deaton, who has shown the
importance to macroeconomics of understanding the behaviour of individuals, see
https://www.nobelprize.org/nobel_prizes/economic-sciences/laureates/2015/popular-
economicsciences2015.pdf
10
These differences run along a number of dimensions beyond the narrowly financial, including
characteristics such as financial literacy, education, culture, life experiences etc.
0
5
10
15
20
25
30
35
40
0-20% 20-40% 40-60% 60-80% 80-100%
Household Disposable Income (% of total)
%
The financial crisis showed
macroeconomic models are
not up to the job…
…treating consumers as one
homogeneous bloc when it’s
obvious that they are not
Income and wealth inequality
does affect economic
performance
12. ING Economic and Financial Analysis • Economics in 3D 12
It is increasingly clear that the sharp increase inequality in recent years, both
between and within economies, can have meaningful macroeconomic
consequences. While the poor have suffered from lost jobs and lower pay, the rich
have done well, not least from the asset purchases by central banks (so called
‘quantitative easing’, or ‘QE’). Massive bond buying by central banks in the US,
Europe and Japan have driven up not just bond prices, but the prices of other risk
assets such as stocks and property. Since these assets are largely owned by the
rich, it is they who have benefited most.
Quite apart from the polarising political consequences of increasing inequality,
this may also have been hampering economic growth. The reason is that the rich
tend to spend a lower proportion of any income or wealth gains than do the poor.
Professor Larry Summers argues that this may be one reason why the boost to
growth from QE may have been disappointing.
Awareness of just how extreme inequality is becoming was raised by Thomas
Piketty’s surprising best-seller ‘Capital in the 21st
Century’. Although some of his
calculations and policy conclusions have prompted controversy, his work has
alerted macroeconomists to the need to pay more attention to the impact of
distributional shifts and asset price swings.11
The idea that the household sector, which accounts for around 60% of spending
(GDP) in a typical developed economy, can be adequately represented in
macroeconomic models by a single ‘representative agent’ looks increasingly
fanciful. With inequality rising, and asset prices set to remain volatile, the varied
responses of different income groups to the state of the economy and markets
really matter. This is likely to be especially so at times of big shocks, which may
have dramatic, non-linear, effects through job losses, loan defaults and
bankruptcies. As Will Hutton put it, economists may be “like weather forecasters
who don't understand storms”.12
2. Behavioural economists – you’ve got friends!
We saw earlier how the financial crisis has had different effects on the finances of
different parts of the population. But the idea of rational economic decision
making that underpins macroeconomics is clearly at odds with how individuals
actually make choices. The now popular field of behavioural economics, drawing
on cognitive psychology, shows how unrealistic the model of homo economicus,
who makes ‘rational’ decisions based on stable preferences and complete
information is. Most decisions are made quickly and intuitively, drawing on
experience, skills and rules of thumb. But even more considered decisions can fall
victim to biases, lack of information or inattention.13
Behavioural economics also shows how financial decisions can be particularly
problematic (see box). Simply introducing money into a decision changes people’s
perceptions. Losing money is especially stressful, but even the novelty of
economic booms can add stress to financial decisions. The poor, being stressed as
well as financially constrained, are especially vulnerable to thinking traps and
may take excessively short term decisions. People struggle with numbers and
11
‘Capital in the 21st
Century’ Thomas Piketty. For evidence that inequality has been a drag on
economic growth, see ‘Inequality, the Great Recession, and Slow Recovery’ Barry Z. Cynamon and
Steven M. Fazzari. http://ineteconomics.org/uploads/papers/WP9-Cyn-Fazz-ConsInequ.pdf
12
See http://www.theguardian.com/commentisfree/2009/jul/05/will-hutton-recession-britain-debt
13
See Daniel Kahneman ‘Thinking, fast and slow’. He divides the decision making processes into
‘the automatic System 1 and the effortful System 2’.
‘Quantitative easing’, by
driving up asset prices, has
increased inequality…
…hampering economic growth
because the rich tend to
spend a lower proportion of
any income or wealth gains
Different income groups may
respond very differently to big
shocks, which may have
dramatic, non-linear, effects
The rational homo economicus
model is unrealistic…
…people lack information,
make quick intuitive decisions
or fall prey to biases
The poor, stressed as well as
financially constrained, are
especially vulnerable
13. ING Economic and Financial Analysis • Economics in 3D 13
understanding risk. They tend to be loss averse and overweight recent or familiar
events.
What is distinctive about financial decisions?
People make thousands of decisions every day. Although only a handful
involve the execution of a financial transaction, this is not the end of the story.
Many transactions are preceded by multiple smaller decisions, and many non-
financial decisions have financial consequences. Thus even something as
simple as turning on a light has financial consequences, which we often fail to
consider. But as this example shows, even if we do consider the financial
implications of such decisions, they do not all lead to specific financial
transactions: after all, we do not receive a bill every time we turn on a light!
Nevertheless, behavioural economists have shown that introducing thoughts
of money changes the way that people think about decisions. Money can
serve as a medium of exchange, a unit of account (or measure of value), and
a store of value (or a standard of deferred payment). So even if we define a
financial decision more conventionally and narrowly as one involving a
financial transaction, the multiple roles of money mean that transactions
cannot be viewed in isolation:
1. It’s a journey. The exchange of, and payment for, goods and services are
only part of the transaction journey. When, where, how and also whether to
transact are key. For example, car buyers could go through a search process
lasting a year or more before actually going through with the purchase. The
experience of past transactions will also affect future decisions.
2. It involves numbers. Although numbers facilitate comparisons, concepts
such as interest rates, probabilities and risk are lost on many people.
Managing the flow of multiple transactions in a household budget compounds
the problem.
3. It’s emotional. Financial decisions are affected by emotions, beliefs, and
moods, which affect people’s confidence and risk appetite. They may not
always be 'rational’. Generally money is only a means to an end, and the
emotional engagement is with what you can buy with it. For example, house
buyers focus on the house, not the mortgage.
4. It’s social. Trust in the other party to the transaction is crucial. But decisions
are also affected by, and affect, others who may not be directly involved in
the transaction itself. People consider the opinions, advice, needs and
reactions of others.
5. It’s about time. Financial transactions also facilitate the time-shifting of
spending. Saving and investing allow people to ‘freeze their dreams’.
Borrowing allows them to bring them forward. Yet people’s struggle to
anticipate their future needs, including those of their loved ones, leads to
recurrent mistakes with long term financial commitments.
14. ING Economic and Financial Analysis • Economics in 3D 14
Another serious problem highlighted by behavioural economists is that people
find it hard to know what will make them happy in the future, particularly the
distant future14
. As a result, people may be drawn into living for today, borrowing
too much and saving and investing too little.
Building on the insights of behavioural economics, considerable effort has been
devoted to ways of improving financial literacy and capability. Given the
shockingly low level of financial literacy, even among well educated people in the
developed world, many have argued that consumers need to be ‘nudged’ by
exploiting their own biases to encourage them to take decisions in their own
interests.
Others have a more upbeat view of the potential to teach people how to deal with
risk and uncertainty. For example, Gerd Gigerenzer argues that in uncertain
environments with many alternatives and little data, simple investment rules
outperform the complex. 15
However, an essential problem is that in a world
where the future is unknowable, so is the best decision.
While behavioural economics has undoubtedly developed building blocks for a
richer, more realistic micro-economics, it has not yet built a complete or unified
picture of decision making16
. It consists of a series of thinking biases, some of
which conflict with one another, and the incidence of each depends on an ever-
changing context. Thus sometimes people will be risk averse, and at other times
overly confident, reflecting their mood or recent experiences.
As we saw in section A.4, individual behaviour is changing, which leaves
behavioural economics, like macroeconomics, playing catch up. A key factor is
that behavioural economics starts from a presumption of individual decision
making, so underplaying the influence of social factors. Crucially, these social
factors are growing in importance.
3. Economics – back to its social roots
For a social science, economics devotes remarkably little time to social groups,
concentrating mainly on the on the economy as a whole or on individuals. Yet
people are social animals, and their decisions are heavily influenced by each
other. Indeed, it is somewhat ironic that the term economics comes from the
ancient Greek for ‘household management’17
. In modern day economics, the
interaction within and between households barely gets a look in.
Attempts have been made to reconcile the self-interested homo economicus of
traditional, so-called neoclassical, economics with the obvious fact that people
often forgo their own satisfaction for the sake of others. Altruism is rationalised on
the basis that people believe that others will reciprocate or that seeing others
being happy makes them happy or enhances their feeling of self-worth. But it is
also true that people are prepared to make decisions without the expectation of
such pay-offs. They do have a sense of fairness. They are prepared to be kind to
14
See "Time Discounting and Time Preference: A Critical Review." Shane Frederick, George
Loewenstein, and Ted O'Donoghue. Journal of Economic Literature (2002).
http://www.cmu.edu/dietrich/sds/docs/loewenstein/TimeDiscounting.pdf
15
See ‘Risk Savvy’ Gerd Gigerenzer, Chapter 5.
16
See Tim Harford’s review of the criticisms of behavioural economics, ‘Behavioural economics and
public policy’ http://www.ft.com/cms/s/2/9d7d31a4-aea8-11e3-aaa6-
00144feab7de.html#axzz3rZgDzFTP
17
The term economy stems from the Ancient Greek oikonomia "household management, thrift,"
from oikonomos "manager, steward," from oikos "house, abode, dwelling”. Source:
http://www.etymonline.com/index.php?term=economy
People find it hard to know
what will make them happy in
the future
Low financial literacy leads
some to suggest that people
need to be ‘nudged’ by
exploiting their own biases
Behavioural economics has
not built a complete or unified
picture of decision making
It underplays the influence of
social factors, which are
growing in importance
Ironically, ‘economics’ comes
from the ancient Greek for
‘household management’…
…yet it largely ignores
households interactions!
People are altruistic, and have
a sense of fairness
Amid uncertainty, with many
alternatives and little data,
simple rules may be better
15. ING Economic and Financial Analysis • Economics in 3D 15
strangers. Indeed, the flipside of this is that people are prepared to make sacrifices
in order to punish those who they believe have acted unfairly. 18
Within the household, relationships are built on ‘give and take’. But traditional
economics tends to gloss over this by assuming everyone in the household shares
the same preferences. The reality is that preferences vary and how decisions get
made will depend on the composition of the household and the relationships
between them. The dynamics between couples, families or non-related
households vary, with decisions being taken individually, collectively or else
divided up between household members. A number of factors will affect the
relative bargaining power of household members, including age, income, wealth,
education, and financial literacy.
Even in the simple and common case of male-female couples, research has
shown a variety of decision-making approaches19
. Gender roles have evolved as
cultural norms have shifted and female labour market participation and economic
power has grown. Studies have shown that reallocating income from fathers to
mothers tends to increase children’s well-being20
. Unpaid housework and child
rearing activities, not counted in traditional economic statistics, directly and
indirectly affect household finances and decisions, notably through their effects
on labour market participation, income and leisure time.
Figure 5 Sources of decision when choosing a restaurant - by financial position
Source: ING International Survey of almost 12,000 people in 12 countries between 14 April and 15 May 2013
18
This has been illustrated by behavioural economics experiments on the “Ultimatum Game”: For
further references on fairness see https://en.wikipedia.org/wiki/Ultimatum_game
19
For a short discussion and references on this point see
http://www.ezonomics.com/stories/he_said_she_said_who_has_more_power_when_couples_talk_
money
20
See ‘Sharing of Resources Within the Family and the Economics of Household Decision Making’
Susan Himmelweit et al, Journal of Marriage and Family, (June 2013)
http://www.busman.qmul.ac.uk/staff/PublicationsPDF/125660.pdf
Household, relationships are
built on ‘give and take’…
…and bargaining power
Gender roles have evolved…
…and housework and child-
rearing have big effects on
finances
16. ING Economic and Financial Analysis • Economics in 3D 16
For the majority of households, decisions are influenced enormously by families,
even if they are not all living under the same roof. Caring for children, aging
parents or other dependent relatives accounts for much of household decision-
making. At one end of the spectrum this includes day to day decisions over items
such as food and leisure (see Fig 5), whether or not they are jointly consumed. At
the other, it includes major life decisions like choosing to have another baby, buy
a new home, or when and where to retire (see Fig 6). Such decisions are
transformational, in financial as well as emotional terms.
Consider, for example, the cost of raising children. Estimates in the US and the UK
for last year put this cost at around €245,000 on average. Although education
costs tend to be somewhat less in the Eurozone, available evidence suggests the
even here the cost of raising a child could be over €150,00021
.
Fig 6 The Journey of Life: A Stylised View of a Financial Life
The social influences on decision-making arise not just because of people’s
concerns about the interests of others. They also stem from people anticipating
and responding to the opinions and behaviour of others. Many are preoccupied
with what other people think of them. Their choices may be driven by a desire to
enhance their status or change their image. Some wish to conform by following
fashion, others to stand out by not.
21
See ‘Economics is a Family Affair’, ING World Q4 2014, http://ingworld.ing.nl/en/2014-4Q/12-
column-mark-cliffe
Decisions are influenced
enormously by families
In the Eurozone, the cost of
raising a child may exceed
€150,000
Decisions reflect not just the
needs of others, but also their
opinions and behaviour
17. ING Economic and Financial Analysis • Economics in 3D 17
Fig 7 People have complex social networks
In situations of high uncertainty, a common rule of thumb is to copy others. Back
in the 1930s, John Maynard Keynes argued that “knowing our individual
judgement is worthless” and that we copy others because they are “perhaps
better informed”. A typical example would be choosing to go into a busy
restaurant rather than an empty one, simply assuming that others know
something that we don’t.
Copying the behaviour of others is a massive challenge to traditional economics,
which assumes that we make our choices independently. When we copy others, it
creates bandwagon or herding effects. Research shows that when members of a
group make their choices individually, they collectively make better choices than
when they are aware of each other’s choices. The former leads to the ‘wisdom of
crowds’, in which individual errors tend to cancel out, whereas the latter leads to
the ‘madness of crowds’, which tends to reinforce individual errors. 22
Such
madness is a feature of the endemic booms and busts in financial markets.
This is the realm of network economics23
, where choices can go viral. The internet
has powered the phenomenal growth of social networking where opinions and
then actions can spread within minutes. Social networking has led to a sharp
increase in the number of friends and acquaintances that people can maintain
(see Fig 7). Some have argued that this has not materially altered the number of
people with whom one can sustain stable relationships, beyond ‘Dunbar's
22
See ‘The Wisdom of Crowds: Why the Many Are Smarter Than the Few and How Collective
Wisdom Shapes Business, Economies, Societies and Nations’ James Surowiecki (2004) and
‘Extraordinary Popular Delusions and the Madness of Crowds’ Charles Mackay (1841).
23
For an entertaining and informative introduction, see ‘Positive Linking: How Networks Can
Revolutionise the World’ (2012) by Paul Ormerod
Amid uncertainty, it’s
common to copy others
Copying others can create
bandwagon or herding
effects…which lead to errors
Social networking can help
opinions and actions ‘go viral’
18. ING Economic and Financial Analysis • Economics in 3D 18
number’ of around 150 people. Nevertheless, social networking has certainly
made it easier to source new information. 24
As we saw in section A4, this is
reshaping consumer behaviour.
Network economics highlights the importance of the structure and composition of
networks to the flow of information. It’s not just what you know, it’s who you
know. Some well-connected individuals and organisations can be
disproportionately influential by connecting people who would otherwise not be.
Social networking has also played a part in shifting influence away from
traditional influentials such as big organisations and offline media experts and
celebrities to citizen bloggers and vloggers. It has also enabled the creation of
online peer groups at levels ranging from the local to the global.
Fig 8 Multiple influences on decision making
24
For discussion of the impact of social networks see ‘The Limits of Friendship’ Maria Konnikova,
The New Yorker (October 7, 2014) http://www.newyorker.com/science/maria-konnikova/social-
media-affect-math-dunbar-number-friendships
The size, structure and
composition of networks are
important
Influence is shifting away
from big organisations and
offline media experts
19. ING Economic and Financial Analysis • Economics in 3D 19
C. Consumer Finances
– A 3D Assessment
Our central point is that we need to look on three levels if we are to fully
understand people’s financial decision making. Their behaviour cannot be judged
simply by looking at the micro level of psychology and personal characteristics.
People are profoundly affected at the macro level by their societal context. This
will affect not just their finances but also their state of mind. But, as we have seen,
there is a crucial middle level, namely the influence of the individuals and groups
that people interact with. This social, or meso, level is vital, and yet it is the most
neglected by economists.
Although the processes at work on these three levels are distinct25
, reflected in the
variety of models of behaviour developed by different social sciences, they clearly
interact. Thus an economic downturn will have different effects on different
sections of society and on different individuals. Meanwhile, factors affecting
individuals, such as the adoption of new technology or public policy changes
affecting taxes, benefits, or education, will affect the behaviour of social groups
and ultimately society as a whole.
That said, while the three levels interact, it is important to emphasise that they
are distinct: just as what is true of the economy is not necessarily true for
households or individuals, so what’s true for individuals is not necessarily true of
the economy. An important example of such a ‘fallacy of composition’ is the
‘paradox of thrift’. Thus it might be rational for individual households to save
more, but if all households attempt to do so, they may drive down spending
across the economy as whole, reducing aggregate income and thereby aggregate
savings. This paradox can complicate policy-making: microeconomic policies
designed to increase savings may conflict with the macroeconomic policy goal of
stimulating spending and growth. One way of addressing this conflict is to
recognise that not all households necessarily need to save more: indeed, some
may be saving more than needed to meet their goals.
The three dimensions are summarised in Figure 9. For each of the three levels, we
note the disciplines that can be used to understand them. An important aspect is
that economists need to embrace other social sciences to gain a better
understanding of the meso- and micro-levels. The figure also summarises the
drivers of each dimension, the current issues that they raise, and some possible
responses to them.
25
John Brodie Donald explains this eloquently in “Catataxis – How more of the same is different”.
See http://www.catataxis.com/index.php/what-is-catataxis/
We need to look on three
levels to understand people’s
financial decision making…
…the middle, social, level is
crucial
While social sciences identify
the three levels as distinct ,
they clearly interact…
…individual trends combine to
affect social groups and the
macro-economy
The ‘paradox of thrift’ shows
how the microeconomic goal
of boosting savings may harm
the macroeconomic goal of
stimulating growth
Economics need to use other
social sciences to understand
the meso- and micro-levels
20. ING Economic and Financial Analysis • Economics in 3D 20
Figure 9 Economics in 3D: The Dimensions of Decision Making
Dimensions Drivers Issues Solutions
Macro
· Society as a whole
· Cross-country
Global and national
economic, political,
social trends
Weak growth in real incomes
Unemployment and migration
Divergent performance across
Europe
Fiscal restraint
Outlook – fragile recovery
Growth-enhancing policies
Monetary policy
Fiscal policy
Structural reform
Meso
· Segments
· Social
· Cross-sectional
Network economics
Sociology
Anthropology
Labour market
Interest rates and
asset prices
(including housing)
Fiscal policy
Demographic
(Ageing)
Technology
Social trends
Growing income and wealth
inequality, due to
· Labour market shifts,
· Crisis legacy (including housing in S.
Europe)
· QE (boosting asset prices, not
income)
· Differential effects of fiscal austerity
Employment prospects for
low/medium skilled and the young
Outlook – growing social and
political tensions
Redistributive policies
Fiscal policy (taxes, benefits)
Education (incentivise ‘future proof’
high valued added skills)
Regulation
FI innovation (connectivity,
communities, sharing tools, peer
comparisons)
P2P products
Micro
· Individuals and
households
· Decision-making
Micro economics
Behavioural
economics
Psychology
Behavioural
(psychological
influences on daily
habits and life
moments)
Social
Demography and
health
Cultural
Technology
Housing
Systematic errors in decision-
making
Unhappiness due to financial stress
(debt, unemployment, inadequate
income/wealth, housing, pensions)
Lack of financial literacy
Shift towards individual
responsibility for funding pensions,
health and education
Unsuitable/costly/complex financial
products
Mistrust of financial institutions
Growing social influence on
decisions
Outlook – technology and data to
empower smarter and more social
decision-making
Personal Finance Education
Financial industry reform (product
transparency, standardised and
simplified terminology)
Innovation (consumer-centric
product design, holistic analysis,
advice, tools etc)
21. ING Economic and Financial Analysis • Economics in 3D 21
Conclusion
A fuller understanding of personal decision-making requires a three-dimensional
view from economics. It’s not just micro or macro. It’s both. But there’s another
important dimension that connects them in the middle: individuals are connected
to society via their relationships with their households, families, friends,
workmates and broader social groups. The need for such a 3D view is being
intensified by rapid economic, political, technological and social changes. These
are posing new challenges for household finances which need to be addressed.
Some people are rising to these challenges themselves by consciously taking
more responsibility for their finances. But it is clear that most could use more help
from enlightened policy changes and customer-centric innovations in financial
services. The banking industry bears a particular responsibility, given its central
role in the financial system and its ongoing need to rebuild trust in the wake of
the financial crisis. The crucial ingredient here is for banks and other financial
institutions to deliver products and services that help customers to meet their
personal goals by making smarter decisions.
With this in mind, ING and its partners have launched the Think Forward
Initiative. This series of reports will form an important part of the contribution of
ING’s economists to this collaborative effort. We invite readers to join the debate.
Mark Cliffe
8th
December 2015
I would like to acknowledge the help and inspiration provided by many people, both
inside and outside ING, in the preparation of this report. Among the many colleagues
who contributed, I would particularly like to thank Ian Bright, Martha McKenzie-Minifie,
Marten van Garderen, Stefan van Woelderen, Peter vanden Houte, Maarten Leen,
Kariem Hamed, and Dhinta Foster. I would also like to give special thanks to Prof.
Michael Haliassos of CEPR, Prof. Tom Ferguson and Dr. Orsola Costantini of INET for their
comments on an earlier draft. Thanks are also due to Remco van Kesteren, Manon van
der Wal and Harold Kuiper at Terralemon for their help in preparing the cover and
graphics. As usual, any errors are mine.
It’s not just micro or macro.
It’s both. But in the middle:
individuals are connected to
society via their relationships
People are taking more
responsibility for their
finances…
…but they need help from
policymakers and banks
22. ING Economic and Financial Analysis • Economics in 3D 22
Disclaimer
This publication has been prepared by ING solely for information purposes. It is not
intended as advice or an offer or solicitation to purchase or sell any financial
instrument or to take any other particular action. Reasonable care has been taken
to ensure that this publication is not untrue or misleading when published, but
ING does not represent that it is accurate or complete. The information contained
herein is subject to change without notice. Neither ING nor employees of the bank
can be held liable for any inaccuracies in the content of this publication or for
information offered on or via the sites. Authors rights and data protection rights
apply to this publication. Nothing in this publication may be reproduced,
distributed or published without explicit mention of ING as the source of this
information. The user of this information is obliged to abide by ING’s instructions
relating to the use of this information. The distribution of this publication may be
restricted by law or regulation in different jurisdictions and persons into whose
possession this publication comes should inform themselves about, and observe,
such restrictions. Dutch law applies. ING Bank N.V. is incorporated with limited
liability in the Netherlands and is authorised by the Dutch Central Bank.
Copyright and database rights protection exist in this publication.
All rights are reserved.
The final text was completed on 8 December 2015.