The document envisions long-term scenarios for world economic and population growth over the next 200-600 years. It summarizes historical data showing strong growth since the Industrial Revolution that is unlikely to continue indefinitely. Scenarios projecting historical growth rates lead to absurd outcomes. More feasible scenarios involve much lower growth rates, such as under 0.5% annual GDP per capita growth and between -0.15-0.15% annual population growth. Regional data suggests Europe, other Western nations, and some Asian/Latin American countries may already be approaching slower growth associated with the second half of an S-curve pattern, while African growth remains higher.
Will Stock Markets survive in 200 years?Gaetan Lion
This study uncovers 11 international stock markets that are already running into existing and prospective demographic and economic growth constraints. This study evaluates their respective fragile long term viability and the implications this has for the investors in such countries.
Japan vs. US comparison on numerous dimensionsGaetan Lion
This study compares Japan vs. the US on numerous dimensions including demographics (including health and education), and economics (including monetary and fiscal policies). This is to observe when Japan and the US trends are likely to converge over time.
This is a study attempting to statistically measure the impact of Government policies on the economy and the stock market. The “causal” Government policies considered will include:
Fiscal Policy, entailing Budget Deficit spending;
Monetary Policy with the Federal Reserve managing the Federal Funds rate; and
Monetary Policy with the Federal Reserve conducting large purchases of securities (Treasuries, MBS);
The dependent or impacted macroeconomic variables affected by the above Government policies will include:
The overall economy (RGDP);
Inflation (CPI);
Unemployment Rate; and
Stock market.
Did you know total nonfarm payroll employment fell by 701,000 in March 2020, measuring the effects of COVID-19 and efforts to contain it? Employment in leisure and hospitality fell by 459,000, mainly in food services and drinking places. Notable declines also occurred in health care and social assistance, professional and business services, retail trade, and construction.
Total nonfarm payroll employment increased by 128,000 jobs in October. Job growth has averaged 167,000 per month thus far in 2019, compared with an average monthly gain of 223,000 in 2018. Employment declined in motor vehicles and parts manufacturing due to strike activity. Federal government employment was also down, reflecting a drop in the number of temporary jobs for the 2020 Census.
Will Stock Markets survive in 200 years?Gaetan Lion
This study uncovers 11 international stock markets that are already running into existing and prospective demographic and economic growth constraints. This study evaluates their respective fragile long term viability and the implications this has for the investors in such countries.
Japan vs. US comparison on numerous dimensionsGaetan Lion
This study compares Japan vs. the US on numerous dimensions including demographics (including health and education), and economics (including monetary and fiscal policies). This is to observe when Japan and the US trends are likely to converge over time.
This is a study attempting to statistically measure the impact of Government policies on the economy and the stock market. The “causal” Government policies considered will include:
Fiscal Policy, entailing Budget Deficit spending;
Monetary Policy with the Federal Reserve managing the Federal Funds rate; and
Monetary Policy with the Federal Reserve conducting large purchases of securities (Treasuries, MBS);
The dependent or impacted macroeconomic variables affected by the above Government policies will include:
The overall economy (RGDP);
Inflation (CPI);
Unemployment Rate; and
Stock market.
Did you know total nonfarm payroll employment fell by 701,000 in March 2020, measuring the effects of COVID-19 and efforts to contain it? Employment in leisure and hospitality fell by 459,000, mainly in food services and drinking places. Notable declines also occurred in health care and social assistance, professional and business services, retail trade, and construction.
Total nonfarm payroll employment increased by 128,000 jobs in October. Job growth has averaged 167,000 per month thus far in 2019, compared with an average monthly gain of 223,000 in 2018. Employment declined in motor vehicles and parts manufacturing due to strike activity. Federal government employment was also down, reflecting a drop in the number of temporary jobs for the 2020 Census.
The Prospect for Global Economic Recovery and where Bangladesh stands on the ...Md. Tanzirul Amin
The following article was written by me, and was published in the Economic Trends section of the Keystone Quarterly Review (Volume-31) on November 30, 2020: https://lnkd.in/g9nGxzn
The article covers the prospect for recovery of the global economy, and how Bangladesh might perform in its journey across the recovery curve. Moreover, major signs of potential economic recovery and shapes of projected recovery curves are discussed.
While “Keep your eyes on the stars and your feet on the ground” sounds like a social media cliché, it was President Theodore Roosevelt who first uttered the phrase. It was good advice at the turn of the 20th century, and it still holds true today. As with catchphrases, economic cycles ebb and flow with time. Our 3rd Quarter Economic Update takes an interesting look at domestic and global economic health, and world markets.
« Market Perspectives » est notre revue mensuelle des marchés. Elle présente de la façon la plus synthétique possible :
- notre analyse des principaux faits marquants et indicateurs macro susceptibles de dessiner les marchés sur le mois.
- notre vision sur les différentes classes d’actifs
Cette revue sera continument enrichie avec nos indicateurs quantitatifs.
La plupart de nos analyses sont disponibles sur www.finlightresearch.com
Our monthly publication “Market Perspectives” presents a synthetic view of all the asset classes we cover.
The report is composed of six sections covering Macro, Equities, FI & credit, FX, Commodities and Alternatives.
Each section is preceded by a summary of our views on the related asset class.
Most of our publications are available on our web site www.finlightresearch.com
Global Economic Update & Strategic Investment Outlook Q2 2014Cohen and Company
An informative overview of the current state of the global economy and the many factors that impact investment strategies, and a look at domestic economic indicators that may impact them.
VERTEX's CEO, Bill McConnell, PE, JD, MSCE, CDT, provides his annual outlook on the state of the Construction industry. The US economy has expanded, albeit slowly, for the past 8+ years. The construction industry, which over-corrected during the Great Recession, has rebounded with vengeance on the heels of record private construction spending. On the other hand, public construction spending was considerably less in 2017 than it was in 2006. Moving forward, all indicators suggest that private construction will slow while public construction spending will soon pick up steam. Also, all good things come to an end, and the current economic expansion will be no different—it is likely the US will enter into a mild recessionary cycle in late 2019 or 2020.
VERTEX's CEO, Bill McConnell, PE, JD, MSCE, CDT, provides his annual outlook on the state of the Construction industry. The US economy has expanded, albeit slowly, for the past 8+ years. The construction industry, which overcorrected during the Great Recession, has rebounded with vengeance on the heels of record private construction spending. On the other hand, public construction spending was considerably less in 2017 than it was in 2006. Moving forward, all indicators suggest that private construction will slow while public construction spending will soon pick up steam. Also, all good things come to an end, and the current economic expansion will be no different—it is likely the US will enter into a mild recessionary cycle in late 2019 or 2020.
Estimating the stock of public capital in 170 countries May 2021.pdfAbdelmalekBOUMDIR1
Estimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of puEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdf
Quarterly report Q1 perspectives global and spanish economy January 2019Círculo de Empresarios
.Overview of the economic situation Q1-2019
Despite being in a favourable economic cycle (global growth still above 3%), GDP estimates are being revised downwards (IMF, OECD, European Commission, etc.).
The striking main causes: economic cycle phase change, trade slowdown, Trump’s protectionism, monetary policy normalisation, political tensions stemming from populism (Brexit, Italy, etc.) and worse economic expectations in China and Germany.
The growth of world GDP exhibits less synchronisation than in January 2018. In advanced economies, the US expands at rates above 2%, supported by fiscal stimuli and an unemployment rate at record lows. In contrast, the EU loses strength due to the uncertainty associated with Brexit & Italy and the consequences of the trade war having a greater impact on the German external sector.
In emerging markets, on the one hand, given their high levels of debt, the evolution of their growth and inflation rates depend on the rise in US interest rates and the unfolding of oil prices. On the other hand, the financial instability resulting from the near end of the economic cycle and lower prospects for the growth in corporate profits in 2019 worry the financial markets, manifested through an increase in volatility.
IMF World Economic Outlook, Managing Divergent Recoveries April 2021Steven Jasmin
What was the final Global Growth post covid for 2020? The IMF's annual World Economic Outlook showed that Globally real gdp growth shrank by approximately 3.6%. Guyana was the fastest growing economy at 43.4%.
The macroeconomic outlook following the COVID-19 pandemic is gloomy, ranging between 3-10% in GDP decline for 2020. Recovery will depend heavily on how fast consumer confidence, employment and global trade can rebound. As a business leader, understanding how the macro outlook will impact your business is critical – especially if you are exposed to export markets.
In this short webinar, we will present the latest views on both global and Scandinavian macroeconomic outlooks, including scenarios to consider in the short, mid and long term, as well as a practical macro toolkit for evaluating your company’s exposure to key economic factors.
The Prospect for Global Economic Recovery and where Bangladesh stands on the ...Md. Tanzirul Amin
The following article was written by me, and was published in the Economic Trends section of the Keystone Quarterly Review (Volume-31) on November 30, 2020: https://lnkd.in/g9nGxzn
The article covers the prospect for recovery of the global economy, and how Bangladesh might perform in its journey across the recovery curve. Moreover, major signs of potential economic recovery and shapes of projected recovery curves are discussed.
While “Keep your eyes on the stars and your feet on the ground” sounds like a social media cliché, it was President Theodore Roosevelt who first uttered the phrase. It was good advice at the turn of the 20th century, and it still holds true today. As with catchphrases, economic cycles ebb and flow with time. Our 3rd Quarter Economic Update takes an interesting look at domestic and global economic health, and world markets.
« Market Perspectives » est notre revue mensuelle des marchés. Elle présente de la façon la plus synthétique possible :
- notre analyse des principaux faits marquants et indicateurs macro susceptibles de dessiner les marchés sur le mois.
- notre vision sur les différentes classes d’actifs
Cette revue sera continument enrichie avec nos indicateurs quantitatifs.
La plupart de nos analyses sont disponibles sur www.finlightresearch.com
Our monthly publication “Market Perspectives” presents a synthetic view of all the asset classes we cover.
The report is composed of six sections covering Macro, Equities, FI & credit, FX, Commodities and Alternatives.
Each section is preceded by a summary of our views on the related asset class.
Most of our publications are available on our web site www.finlightresearch.com
Global Economic Update & Strategic Investment Outlook Q2 2014Cohen and Company
An informative overview of the current state of the global economy and the many factors that impact investment strategies, and a look at domestic economic indicators that may impact them.
VERTEX's CEO, Bill McConnell, PE, JD, MSCE, CDT, provides his annual outlook on the state of the Construction industry. The US economy has expanded, albeit slowly, for the past 8+ years. The construction industry, which over-corrected during the Great Recession, has rebounded with vengeance on the heels of record private construction spending. On the other hand, public construction spending was considerably less in 2017 than it was in 2006. Moving forward, all indicators suggest that private construction will slow while public construction spending will soon pick up steam. Also, all good things come to an end, and the current economic expansion will be no different—it is likely the US will enter into a mild recessionary cycle in late 2019 or 2020.
VERTEX's CEO, Bill McConnell, PE, JD, MSCE, CDT, provides his annual outlook on the state of the Construction industry. The US economy has expanded, albeit slowly, for the past 8+ years. The construction industry, which overcorrected during the Great Recession, has rebounded with vengeance on the heels of record private construction spending. On the other hand, public construction spending was considerably less in 2017 than it was in 2006. Moving forward, all indicators suggest that private construction will slow while public construction spending will soon pick up steam. Also, all good things come to an end, and the current economic expansion will be no different—it is likely the US will enter into a mild recessionary cycle in late 2019 or 2020.
Estimating the stock of public capital in 170 countries May 2021.pdfAbdelmalekBOUMDIR1
Estimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of puEstimating the stock of public capital in 170 countries May 2021.pdfEstimating the stock of public capital in 170 countries May 2021.pdf
Quarterly report Q1 perspectives global and spanish economy January 2019Círculo de Empresarios
.Overview of the economic situation Q1-2019
Despite being in a favourable economic cycle (global growth still above 3%), GDP estimates are being revised downwards (IMF, OECD, European Commission, etc.).
The striking main causes: economic cycle phase change, trade slowdown, Trump’s protectionism, monetary policy normalisation, political tensions stemming from populism (Brexit, Italy, etc.) and worse economic expectations in China and Germany.
The growth of world GDP exhibits less synchronisation than in January 2018. In advanced economies, the US expands at rates above 2%, supported by fiscal stimuli and an unemployment rate at record lows. In contrast, the EU loses strength due to the uncertainty associated with Brexit & Italy and the consequences of the trade war having a greater impact on the German external sector.
In emerging markets, on the one hand, given their high levels of debt, the evolution of their growth and inflation rates depend on the rise in US interest rates and the unfolding of oil prices. On the other hand, the financial instability resulting from the near end of the economic cycle and lower prospects for the growth in corporate profits in 2019 worry the financial markets, manifested through an increase in volatility.
IMF World Economic Outlook, Managing Divergent Recoveries April 2021Steven Jasmin
What was the final Global Growth post covid for 2020? The IMF's annual World Economic Outlook showed that Globally real gdp growth shrank by approximately 3.6%. Guyana was the fastest growing economy at 43.4%.
The macroeconomic outlook following the COVID-19 pandemic is gloomy, ranging between 3-10% in GDP decline for 2020. Recovery will depend heavily on how fast consumer confidence, employment and global trade can rebound. As a business leader, understanding how the macro outlook will impact your business is critical – especially if you are exposed to export markets.
In this short webinar, we will present the latest views on both global and Scandinavian macroeconomic outlooks, including scenarios to consider in the short, mid and long term, as well as a practical macro toolkit for evaluating your company’s exposure to key economic factors.
CRFB_Fiscal Policy in High Inflation.pptxCRFBGraphics
This slide deck was used by Marc Goldwein, Senior Vice President and Senior Policy Director for the Committee for a Responsible Federal Budget, during a recent presentation on inflation and fiscal policy
Economic situation summary
The uncertainty surrounding the spread of Covid 19 is significantly conditioning economic agents’ expectations for the coming years In this context, most international organizations (the IMF, OECD, World Bank and European Commission) project a contraction of GDP above 3 yearly for 2020 and warn of risks such as rising unemployment and a possible spike in inflation above 2 in some economies, and a future increase of debt as a result of the fiscal and monetary stimulus packages That said, these organizations also point out that without these expansionary measures, the economic recession would have been a lot worse.
In developed countries the gradual reactivation of the economy began in May with the easing of movement restrictions to contain the spread of the virus In the US the Fed improved its growth forecasts, envisioning a smaller decrease in GDP 3 4 yearly vs 6 5 previously), and revised its monetary policy goals with a more direct monitoring on the job creation objective In the Eurozone economic sentiment improved as the ECB continued its monetary stimulus plan, and the European Commission finalized details of a European recovery fund of 750 000 million.
In most emerging markets the spread of the virus continues to lower the expectations of economic agents, in some cases intensifying the structural risks to these economies (debt sustainability, unemployment In India and Brazil two of the countries most affected by the pandemic, GDP is forecast to contract in 2020 by 10 2 and 6 5 yearly and respectively In China the curve representing new cases seems to be under control, and economic activity has rebounded strongly in the second half of 2020 creating a V shaped recovery.
Ten years of job growth were wiped out in one month, when 20.8 million jobs were lost in April 2020. In comparison, a total of 8.7 million jobs were lost during the Great Recession. The economy added back 1.8 million jobs in July 2020, marketing the third consecutive month of jobs gains, yet remained 12.8 million jobs below the pre-pandemic level.
MC_forecasts_finals series 17_feb2024.pdfARCResearch
Final summary slide deck for Series 17 population, employment by sector, age group forecasts for MPO region, counties, and smaller areas...February 2024
During ICCI's May Business Lunch, keynote speaker Antony Kelly shared with our business community key insights on end of the financial year main figures.
Learn all about the economic outlook from Sage Policy Group, Inc.'s presentation for Citrin Cooperman's October 19 event, Economic Summit: Planning Your Business for Tomorrow's Economy.
Sacramento's population projections for the State of California are already 1.4 million too high only 3 years into the forecast by 2023. The reason is Sacramento's unrealistic migration assumption. This analysis tests in detail how and why this projection went so wrong.
This study analyzes the temperature history of 24 American cities going back to 1895. Using a LOESS model, it forecasts prospective temperature increases over the next 40 years and out to 2100. And, it compares the 2100 forecast with the NOAA model(s). This comparison uncovers serious deficiencies within the NOAA model(s), as it does not fit the historical data well; and it does not differentiate much forecasts between various cities.
Compact Letter Display (CLD). How it worksGaetan Lion
Compact Letter Display (CLD) renders ANOVA & Tukey HSD testing a lot easier to interpret. It readily ranks and differentiate the tested variables. With CLD you can readily identify the variables that are statistically dissimilar vs. the ones that are similar.
This study compares the benefits and the funding for CalPERS pensions vs. Social Security. It also looks in more detail on the financial burden of CalPERS pensions on the Marin Municipal Water District.
This presentation includes two explanatory models to attempt to predict recessions. The first one is a logistic regression. The second one is a deep neural network (DNN). Both use the same set of independent variables: the velocity of money, inflation, the yield curve, and the stock market. As usual, the DNN fits the historical data a bit better than the simpler logistic regression. But, when it comes to testing or predicting, both models are pretty much even.
Objective:
Studying trends in US inequality along several social dimensions including education, ethnicity, percentiles, and work status. We don’t explore gender because it is not disaggregated within the mentioned data that focuses on families (fairly similar to households).
Data source:
US Government Survey of Consumer Finance (SCF) data. The SCF aggregates financial data on US families every three years. And, it discloses a time series from 1989 to 2019.
The model development two objectives are:
1) To explain home prices using demographic explanatory variables; and
2) To benchmark the accuracy of OLS regressions vs. DNN models.
For home prices, we used county level data from Zillow. For the explanatory variables, we used data from GEOFRED.
This analysis focuses on population aging, population age categories in % (age pyramids), and overall population growth. It looks at various geographic units (countries, continents, regions, World) from 1950 to the Present (2019 & 2020). And, it looks at projections out to 2100.
Africa is an outlier to the overall global aging; its population growth (historical & projected) is far faster than for other major regions.
We are going to analyze several of the major cryptocurrencies as an asset class. And, we are going to address several related questions:
Do they provide diversification benefits relative to the stock market (S&P 500)?
How do their diversification benefits compare with Gold’s diversification benefit vs. the stock market?
Do cryptocurrencies provide diversification benefits when you really need it… during market downturns?
Are cryptocurrencies truly “digital Gold”? Do they behave in a similar way given that their supply is constrained (supposedly in a similar way as Gold is)?
We will test whether :
a) Sequential Deep Neural Networks (DNNs) can predict the stock market (S&P 500) better than OLS regression;
b) DNNs using smooth Rectified Linear activation functions perform better than the ones using Sigmoid (Logit) activation functions.
Can Treasury Inflation Protected Securities predict Inflation?Gaetan Lion
We look at the spread between Treasuries and TIPS to figure out how effective such observations were in predicting actual inflation several years down the road.
This analysis focuses on measures much beyond PE ratios. And, it concludes that the Stock Market is actually really cheap vs. bonds. But, it appears quite overvalued when focusing on inflation measures.
The relationship between the Stock Market and Interest RatesGaetan Lion
This is a study of the relationship between the Stock Market and Interest Rates. We review how the Stock Market has reacted when interest rates rise. We also factor the influence of other macroeconomics variables.
This is a study using historical data and forecasts of life expectancy for several countries. The data and forecasts come from the UN - Population Division. While the historical data is most interesting, the forecasts are highly optimistic as they project a linear trend way into the future. Meanwhile, those forecasts should have followed a much more realistic logarithmic curve reflecting slower increase in life expectancy as the life expectancy rises.
This study answers three questions:
1) Does it make a difference whether you standardize your variables before running your model or standardize the regression coefficients after you run your model?
2) Does the scale of the respective original non-standardized variables affect the resulting standardized coefficients?
3) Does using non-standardized variables vs. standardized variables have an impact when conducting regularization (Ridge Regression, LASSO)?
This analysis compares his track record vs. Manning, Montana, Marino, Brees, Favre, and Elway. At the end of this analysis, it makes extensive use of the binomial distribution to figure out how much of their respective track records are due to randomness vs. skills.
Regularization why you should avoid themGaetan Lion
Regularization models are supposed to reduce model over-fitting and improve forecasting accuracy. Very often they do just the opposite: increase model under-fitting, and decrease model forecasting accuracy. This study explains how Regularization models often fail, and how to resolve model issues with far simpler and more robust methods.
This study reviews the increasing prevalence of 3-shot points within the NBA. It also compares the record of the 5 top players in NBA history in 3-pt shots. It also considers how many good years left Curry may have.
Climate change model forecast global temperature out to 2100Gaetan Lion
This study is leveraging a VAR model introduced in an earlier presentation to forecast global temperature out to 2100, and assess how likely are we to keep such temperatures at or under the + 1.5 degree Celsius threshold.
If you are looking for a pi coin investor. Then look no further because I have the right one he is a pi vendor (he buy and resell to whales in China). I met him on a crypto conference and ever since I and my friends have sold more than 10k pi coins to him And he bought all and still want more. I will drop his telegram handle below just send him a message.
@Pi_vendor_247
what is the future of Pi Network currency.DOT TECH
The future of the Pi cryptocurrency is uncertain, and its success will depend on several factors. Pi is a relatively new cryptocurrency that aims to be user-friendly and accessible to a wide audience. Here are a few key considerations for its future:
Message: @Pi_vendor_247 on telegram if u want to sell PI COINS.
1. Mainnet Launch: As of my last knowledge update in January 2022, Pi was still in the testnet phase. Its success will depend on a successful transition to a mainnet, where actual transactions can take place.
2. User Adoption: Pi's success will be closely tied to user adoption. The more users who join the network and actively participate, the stronger the ecosystem can become.
3. Utility and Use Cases: For a cryptocurrency to thrive, it must offer utility and practical use cases. The Pi team has talked about various applications, including peer-to-peer transactions, smart contracts, and more. The development and implementation of these features will be essential.
4. Regulatory Environment: The regulatory environment for cryptocurrencies is evolving globally. How Pi navigates and complies with regulations in various jurisdictions will significantly impact its future.
5. Technology Development: The Pi network must continue to develop and improve its technology, security, and scalability to compete with established cryptocurrencies.
6. Community Engagement: The Pi community plays a critical role in its future. Engaged users can help build trust and grow the network.
7. Monetization and Sustainability: The Pi team's monetization strategy, such as fees, partnerships, or other revenue sources, will affect its long-term sustainability.
It's essential to approach Pi or any new cryptocurrency with caution and conduct due diligence. Cryptocurrency investments involve risks, and potential rewards can be uncertain. The success and future of Pi will depend on the collective efforts of its team, community, and the broader cryptocurrency market dynamics. It's advisable to stay updated on Pi's development and follow any updates from the official Pi Network website or announcements from the team.
how to swap pi coins to foreign currency withdrawable.DOT TECH
As of my last update, Pi is still in the testing phase and is not tradable on any exchanges.
However, Pi Network has announced plans to launch its Testnet and Mainnet in the future, which may include listing Pi on exchanges.
The current method for selling pi coins involves exchanging them with a pi vendor who purchases pi coins for investment reasons.
If you want to sell your pi coins, reach out to a pi vendor and sell them to anyone looking to sell pi coins from any country around the globe.
Below is the contact information for my personal pi vendor.
Telegram: @Pi_vendor_247
Financial Assets: Debit vs Equity Securities.pptxWrito-Finance
financial assets represent claim for future benefit or cash. Financial assets are formed by establishing contracts between participants. These financial assets are used for collection of huge amounts of money for business purposes.
Two major Types: Debt Securities and Equity Securities.
Debt Securities are Also known as fixed-income securities or instruments. The type of assets is formed by establishing contracts between investor and issuer of the asset.
• The first type of Debit securities is BONDS. Bonds are issued by corporations and government (both local and national government).
• The second important type of Debit security is NOTES. Apart from similarities associated with notes and bonds, notes have shorter term maturity.
• The 3rd important type of Debit security is TRESURY BILLS. These securities have short-term ranging from three months, six months, and one year. Issuer of such securities are governments.
• Above discussed debit securities are mostly issued by governments and corporations. CERTIFICATE OF DEPOSITS CDs are issued by Banks and Financial Institutions. Risk factor associated with CDs gets reduced when issued by reputable institutions or Banks.
Following are the risk attached with debt securities: Credit risk, interest rate risk and currency risk
There are no fixed maturity dates in such securities, and asset’s value is determined by company’s performance. There are two major types of equity securities: common stock and preferred stock.
Common Stock: These are simple equity securities and bear no complexities which the preferred stock bears. Holders of such securities or instrument have the voting rights when it comes to select the company’s board of director or the business decisions to be made.
Preferred Stock: Preferred stocks are sometime referred to as hybrid securities, because it contains elements of both debit security and equity security. Preferred stock confers ownership rights to security holder that is why it is equity instrument
<a href="https://www.writofinance.com/equity-securities-features-types-risk/" >Equity securities </a> as a whole is used for capital funding for companies. Companies have multiple expenses to cover. Potential growth of company is required in competitive market. So, these securities are used for capital generation, and then uses it for company’s growth.
Concluding remarks
Both are employed in business. Businesses are often established through debit securities, then what is the need for equity securities. Companies have to cover multiple expenses and expansion of business. They can also use equity instruments for repayment of debits. So, there are multiple uses for securities. As an investor, you need tools for analysis. Investment decisions are made by carefully analyzing the market. For better analysis of the stock market, investors often employ financial analysis of companies.
when will pi network coin be available on crypto exchange.DOT TECH
There is no set date for when Pi coins will enter the market.
However, the developers are working hard to get them released as soon as possible.
Once they are available, users will be able to exchange other cryptocurrencies for Pi coins on designated exchanges.
But for now the only way to sell your pi coins is through verified pi vendor.
Here is the telegram contact of my personal pi vendor
@Pi_vendor_247
what is the best method to sell pi coins in 2024DOT TECH
The best way to sell your pi coins safely is trading with an exchange..but since pi is not launched in any exchange, and second option is through a VERIFIED pi merchant.
Who is a pi merchant?
A pi merchant is someone who buys pi coins from miners and pioneers and resell them to Investors looking forward to hold massive amounts before mainnet launch in 2026.
I will leave the telegram contact of my personal pi merchant to trade pi coins with.
@Pi_vendor_247
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1. The Next 200 Years and Beyond
Envisioning long term World scenarios in terms of
economic and demographic growth
Gaetan Lion, October 24, 2021
1
2. Introduction
This study consist in:
1) First, reviewing the historical data of the World population and economic growth
over the past several centuries;
2) Second, envisioning what our future over the next several centuries may look like,
while assessing scenarios feasibility; and
3) Looking at recent trends over the past several decades.
2
3. History of the World in just two charts
When focusing on long term historical economic growth and population growth, you need to
remember one single date: the onset of the Industrial Revolution in the early 1800s.
3
Industrial
Revolution
Industrial
Revolution
4. Measuring the resulting CAGRs in RGDP p.c. and population growth
Extracting the relevant data from the charts, we can derive the respective compounded annual
growth rate (CAGR) for the World Real GDP per capita and the World population.
World Real GDP per capita
Begin End
Year 1870 2015 CAGR
RGDP p.c. 1,400
$ 15,000
$ 1.65%
World Population in billion
Begin End
Year 1800 2019 CAGR
RGDP p.c. 0.99 7.7 0.94%
Notice how the CAGRs appear pretty reasonable on a stand-alone basis. But, sustained over a long
period of time they result in extraordinary growth. Over the mentioned respective periods, the World
Real GDP per capita rose by over 10 fold. And, the World population rose by close to 8 fold.
4
5. Economic and Population Growth Scenarios over the next 200 years
Scenarios over the next 200 years using different CAGRs
World Real GDP per capita World population in billion
CAGR RGDP p.c. Multiple CAGR Pop in bil. Multiple
0.25% 24,715
$ 1.6 0.10% 9.4 1.2
0.50% 40,673
$ 2.7 0.20% 11.5 1.5
0.75% 66,850
$ 4.5 0.30% 14.0 1.8
1.00% 109,740
$ 7.3 0.40% 17.1 2.2
1.25% 179,928
$ 12.0 0.50% 20.9 2.7
1.50% 294,645
$ 19.6 0.60% 25.5 3.3
1.65% 395,884
$ 26.4 0.70% 31.1 4.0
0.80% 37.9 4.9
0.90% 46.2 6.0
0.94% 50.0 6.5
5
The historical CAGRs for economic and population growth highlighted in yellow since the Industrial Revolution, if
sustained over the next 200 years would result in absurd scenarios, including:
a) RGDP p.c. increasing over 26 times over current levels;
b) The World population reaching 50 billion.
6. Combining Real GDP p.c. and Population Growth to get World RGDP growth over next 200 years
World Real GDP multiple over 2015 level
World RGDP p.c. CAGR
2.0 0.25% 0.50% 0.75% 1.00% 1.25% 1.50% 1.65%
0.10% 2.0 3.3 5.4 8.9 14.6 24.0 32.2
0.20% 2.5 4.0 6.6 10.9 17.9 29.3 39.4
World 0.30% 3.0 4.9 8.1 13.3 21.8 35.8 48.0
Population 0.40% 3.7 6.0 9.9 16.3 26.7 43.6 58.6
CAGR 0.50% 4.5 7.4 12.1 19.8 32.5 53.3 71.6
0.60% 5.5 9.0 14.7 24.2 39.7 65.0 87.3
0.70% 6.6 10.9 18.0 29.5 48.4 79.3 106.5
0.80% 8.1 13.3 21.9 36.0 59.0 96.7 129.9
0.90% 9.9 16.3 26.7 43.9 72.0 117.9 158.4
0.94% 10.7 17.6 29.0 47.5 77.9 127.6 171.4
6
Here we are simply calculating the growth in the World economy as a multiple of current level. The scenario highlighted
in yellow represents the one reflecting historical growth pattern since near the time of the Industrial Revolution.
RGDP p.c. multiple x Population multiple = World Real GDP multiple. 26.4 x 6.5 = 171.4 times current World Real GDP!
The scenarios highlighted in green represent the few scenarios that may be feasible.
7. Contemplating 200 year scenarios that may work
7
As specified, the majority of the scenarios would be feasible. Notice, the very low CAGRs considered: < 0.50% for
World RGDP p.c. and between -0.15% to + 0.15% for population growth. These are far lower than reviewed
historical CAGRs since Industrial Revolution.
Scenarios over the next 200 years
World Real GDP per capita World population
CAGR RGDP p.c. Multiple CAGR Pop. In bil. Multiple
0.00% 15,000
$ 1.0 -0.15% 5.7 0.7
0.10% 18,319
$ 1.2 -0.10% 6.3 0.8
0.20% 22,368
$ 1.5 0.00% 7.7 1.0
0.30% 27,307
$ 1.8 0.10% 9.4 1.2
0.40% 33,330
$ 2.2 0.15% 10.4 1.3
Green Zone, Multiple < 3.0 Green Zone, Multiple < 1.5
World Real GDP multiple over 2015-2019 level (estimate)
World RGDP p.c. CAGR
2.0 0.00% 0.10% 0.20% 0.30% 0.40% Scenarios
-0.15% 0.7 0.9 1.1 1.3 1.6 Green zone 22 88%
World -0.10% 0.8 1.0 1.2 1.5 1.8 Other 3 12%
Population 0.00% 1.0 1.2 1.5 1.8 2.2 Total 25 100%
CAGR 0.10% 1.2 1.5 1.8 2.2 2.7
0.15% 1.3 1.6 2.0 2.5 3.0
Green Zone, Multiple > 1.0 < 3.0.
Also, factors constraints in underlying World Real GDP per capita and Wolrd population.
The green zone represents specified
feasible scenarios, including the following
constraints:
a) World Real GDP per capita < 3 times
current level;
b) World population < 1.5 times current
level;
c) World Real GDP > 1.0 < 3.0 times
current level.
8. Next, looking at 600 years scenarios
8
Scenarios over the next 600 years
World Real GDP per capita World population
CAGR RGDP p.c. Multiple CAGR Pop. In bil. Multiple
0.00% 15,000
$ 1.0 -0.15% 3.1 0.4
0.10% 27,324
$ 1.8 -0.10% 4.2 0.5
0.20% 49,742
$ 3.3 0.00% 7.7 1.0
0.30% 90,501
$ 6.0 0.10% 14.0 1.8
0.40% 164,558
$ 11.0 0.15% 18.9 2.5
Green Zone, Multiple < 3.0 Green Zone, Multiple < 1.5
World Real GDP multiple over 2015-2019 level (estimate)
World RGDP p.c. CAGR
8.1 0.00% 0.10% 0.20% 0.30% 0.40% Scenarios
-0.15% 0.4 0.7 1.3 2.5 4.5 Green zone 2 8%
World -0.10% 0.5 1.0 1.8 3.3 6.0 Other 23 92%
Population 0.00% 1.0 1.8 3.3 6.0 11.0 Total 25 100%
CAGR 0.10% 1.8 3.3 6.0 11.0 20.0
0.15% 2.5 4.5 8.2 14.8 27.0
Green Zone, Multiple > 1.0 < 3.0.
Also, factors constraints in underlying World Real GDP per capita and Wolrd population.
Using the same low CAGRs considered over the next 200 years, but extending the horizon to 600 years into the
future, only 2 scenarios out of 25 appear feasible. They are associated with Zero-population growth (CAGR 0.0%),
and close to Zero-RGDP p.c. growth (CAGR ranging from 0.0% to 0.1%).
9. Where are we? At the second inflection point of an S Curve
9
As reviewed, the World (economy, population) can’t possibly keep
its rate of growth over the next centuries.
The next 200 years growth will have to be flatter vs. what we have
experienced since the Industrial Revolution.
Industrial
Revolution
Industrial
Revolution
10. A closer look at the past 200 years
10
Within this section we will use the data from the Maddison Group Project (MGP) that discloses very good
estimates of real GDP per capita and population since the Industrial Revolution.
The MGP data, we focus on, is aggregated at a large region-basis. The regions include:
Africa
Asia - East
Asia – Other
Middle East
Eastern Europe
Western Europe
Western Other (Australia, Canada, New Zealand, United States)*
*We could not find a precise country classification by region even after researching the MGP website, and
contacting staffers at the University of Groningen in the Netherlands who manage the MGP website. This was true
for all regions mentioned above. For instance the segmentation of Asia – East vs. Asia - Other is unknown. The
countries included in Western Other are just speculation on our part.
12. 12
Source: Maddison Project Database (MPD) 2020
Since 1820, the World population has increased very rapidly from about 1
billion to 7.7 billion. If we look at 10 year CAGRs, we observe that growth
has pretty much accelerated until 1970. And, it has rapidly declined ever
since. However, the current CAGR at 1.2% is still far higher than the
contemplated feasible scenarios.
Source: Maddison Project Database (MPD) 2020
Yearly pop. Growth: 1.2%
Years Multiple
200 10.9
300 35.8
400 118.1
500 389.3
A yearly population growth
of 1.2% sustained over
several centuries results in
absurdly high multiple of the
current population level
13. 13
Source: Maddison Project Database (MPD) 2020
* Western Other includes: Australia, Canada, New
Zealand, US. Again, this is our best guess. The MPD
has not provided any information on specific country
classification by regions.
Different regions have very different growth patterns.
Africa’s population growth has continued accelerating
throughout the reviewed period. This region population
growth is still distant from the second inflection point on
the S Curve.
Meanwhile, Western non-European countries’ growth
pattern has gone in the other direction: a steady
deceleration. This region is clearly getting closer to the
second inflection point on the S Curve.
14. 14
Source: Maddison Project Database (MPD) 2020
Europe is one of the regions leading into the second
inflection point of the S Curve, whereby population growth
is in general slowing down. If current trends continue,
Europe could reach a steady state of 0% population growth
in the near future.
15. 15
Source: Maddison Project Database (MPD) 2020
As reviewed, population growth rates have been declining for the past several decades in Europe, and since 1830 for
other Western countries. They are now starting to construct the second inflection point of the S Curve
Source: Maddison Project Database (MPD) 2020
Focusing on Regions with < 0.5 billion
16. 16
Source: Maddison Project Database (MPD) 2020
Both Latin America and the Middle East are still experiencing rapid population growth until the mid of the 20th century. In
Latin America, population growth started declining rapidly since the 1970s; and, in the Middle East since the 1990s. We
can expect those respective trends to continue. They are consistent with regions getting closer to the second inflection
point on the S Curve.
Source: Maddison Project Database (MPD) 2020
Focusing on Regions with population > 0.5 billion < 1.0 billion
17. 17
Source: Maddison Project Database (MPD) 2020
Source: Maddison Project Database (MPD) 2020
As mentioned, Africa is still growing rapidly. Meanwhile, the two Asian regions’ respective population growth rate has
declined fairly rapidly since 1970., consistent with regions getting closer to the second inflection point on the S Curve.
Focusing on Regions with population > 1.0 billion
19. 19
Source: Maddison Project Database (MPD) 2020
Source: Maddison Project Database (MPD) 2020
World Real GDP per capita is still very much on an upward trajectory showing little sign yet of reaching the second
inflection point on the S curve.
Multiple of current RGDP per capita
RGDP p.c. growth p.a.
1.50% 2.00% 2.50% 3.00%
200 20 52 140 369
Years 300 87 380 1,649 7,099
400 386 2,755 19,478 136,424
500 1,710 19,957 230,109 2,621,877
The table to the right discloses how annual RGDP p.c.
growth ranging from 1.5% to 3.% sustained over several
centuries result in absurdly high multiple of current RGDP
p.c. level. Given that, current World RGDP p.c. growth
rate is not sustainable over the coming centuries.
20. 20
Source: Maddison Project Database (MPD) 2020
Focusing on Regions with < 0.5 billion: RGDP p.c. growth
Source: Maddison Project Database (MPD) 2020
Western Europe economic growth (as specified) has slowed down since the 1960s. Other non-European Western countries
growth has slowed down since the 1970s. These two regions’ respective economic growth is getting closer to the second
inflection point on the S Curve. Eastern Europe economic growth is still in a volatile catch-up mode and appears distant
from reaching the second inflection point on the S Curve.
21. 21
Source: Maddison Project Database (MPD) 2020
Focusing on Regions with > 0.5 billion < 1.0 billion: RGDP p.c. growth
Source: Maddison Project Database (MPD) 2020
Both Latin America and the Middle East are still experiencing rapid economic growth, as specified. Notice the very high
volatility in both time series.
22. 22
Source: Maddison Project Database (MPD) 2020
Focusing on Regions with > 1.0 billion: RGDP p.c. growth
Source: Maddison Project Database (MPD) 2020
The three regions in Africa and Asia are still very much on an upward trajectory in terms of economic growth, as
specified.
23. A closer look since the middle of the 20th century
23
Within this section, we have used data at the country level for the past several decades. The original data source
is the World Bank. And, the data extracting platform is FRED.
24. List of countries reviewed
24
GDP GDP Population Population
Rank Country 2020 in $ tril. 2020 bi. Rank
1 US 20.9 0.33 3
2 China 14.7 1.44 1
3 Japan 5.0 0.13 11
4 Germany 3.8 0.08 19
5 UK 2.7 0.07 21
6 India 2.7 1.38 2
7 France 2.6 0.07 22
8 Italy 1.9 0.06 23
9 Canada 1.6 0.04 39
10 Korea 1.6 0.05 28
11 Russia 1.5 0.15 9
12 Australia 1.4 0.03 55
13 Brazil 1.4 0.21 6
14 Spain 1.3 0.05 30
15 Mexico 1.1 0.13 10
16 Indonesia 1.1 0.27 4
65.4 4.48
World 84.5 7.79
Top 16 % of World 77.3% 57.5%
Sources:
a) GDP: International Monetary Fund, World Economic Outlook (April 2021)
b) Population: United Nations, Dept. of Economic and Social Affairs
We are focusing our analysis on the top 16 countries ranked by
their respective economies’ size. These 16 countries account
for over 73% of the World economy and over 57% of the
World population.
* Whenever we mention Korea, we mean South Korea.
26. Fertility Rate is an important causal factor in future population growth
26
Fertility Decrease in
Rate population 20 22 24 26 28 30 32
1.0 -52% -3.6% -3.3% -3.0% -2.8% -2.6% -2.4% -2.3%
1.1 -48% -3.2% -2.9% -2.7% -2.5% -2.3% -2.1% -2.0%
1.2 -43% -2.8% -2.5% -2.3% -2.1% -2.0% -1.8% -1.7%
1.3 -38% -2.4% -2.2% -2.0% -1.8% -1.7% -1.6% -1.5%
1.4 -33% -2.0% -1.8% -1.7% -1.5% -1.4% -1.3% -1.3%
1.5 -29% -1.7% -1.5% -1.4% -1.3% -1.2% -1.1% -1.0%
1.6 -24% -1.4% -1.2% -1.1% -1.0% -1.0% -0.9% -0.8%
1.7 -19% -1.1% -1.0% -0.9% -0.8% -0.8% -0.7% -0.7%
1.8 -14% -0.8% -0.7% -0.6% -0.6% -0.5% -0.5% -0.5%
1.9 -10% -0.5% -0.5% -0.4% -0.4% -0.4% -0.3% -0.3%
2.0 -5% -0.2% -0.2% -0.2% -0.2% -0.2% -0.2% -0.2%
2.1 0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0% 0.0%
Decrease in population per year given different generation length in years
A fertility rate of 1.5, holding everything else constant, entails a drop of a population by:
-[1 – (1.5/2.1)] = - 29% over the next generation.
If we consider that a specific country has a generation length of 30 years, it translates into an annual decrease
of the population of – 1.1%
A country can avoid
this powerful
arithmetic of fertility
rates by allowing for
immigration.
However, immigration
at the World level is
genuinely a zero-sum
game.
27. 27
Focusing on Asian countries: Fertility Rate.
Notice the spectacular drop in fertility rate for China, Indian, Indonesia, and Korea. Korea achieved this
drop without any related policy. Meanwhile, China did it aggressively through its “one-child” policy.
Sources: World Bank, FRED
28. 28
Focusing on Asian countries: Fertility Rate. Continued
Between the mid 70s to 1990 several
countries’ fertility rate dropped
below the replacement rate of 2.1
(horizontal black line). These include
(current fertility rate in parenthesis):
China (1.7), Japan (1.36), Korea
(0.92), and Russia (1.50). Please refer
to the table on slide 26 to grasp the
implication in terms of future
population contractions associated
with such low fertility rates.
Meanwhile, the two other Asian
countries, India and Indonesia, have
experienced a rapid drop in fertility
rate. Their currently fertility rate is
now right at the replacement rate
level. We can expect these declining
fertility rates to continue and drop
below the replacement rates over the
next several decades.
Sources: World Bank, FRED
29. 29
Focusing on European countries: Fertility Rate.
Sources: World Bank, FRED
Between 1960 and 1980, all 5 major
European countries have fallen much
below the replacement rate (2.1).
France (1.87)
Germany (1.54)
Italy (1.27)
Spain (1.24)
UK (1.65)
Most of these countries are still
sustaining population levels through
fairly robust immigration. However, the
latter is becoming an increasingly
contentious issue in domestic politics.
30. 30
Focusing on European countries: Fertility Rate. Continued.
This graph facilitates the demarcation
at which date a specific country’s
fertility rate dropped below 2.1.
As mentioned, several countries
(Spain, and Italy) have fertility rates
below 1.5. The latter entails a rapid
drop in population (please refer to
table on slide 26).
Sources: World Bank, FRED
31. 31
Focusing on Other Countries: Fertility Rate
Sources: World Bank, FRED
Notice the spectacular decrease in fertility
rates in Brazil (current level 1.72) and Mexico
(currently at replacement level) .
The fertility rate curves for Australia (current
level 1.66), Canada (1.47), and the US (1.71)
very much track each other. And, they look
somewhat similar to the European countries
(at a slightly higher level).
All trends are consistent with countries
getting closer to the second inflection point
on the S curve.
32. 32
Focusing on Other Countries: Fertility Rate. Continued
Just another look at the same data
as the previous slide.
Again, the rapid drop in fertility in
both Brazil and Mexico is
spectacular.
Sources: World Bank, FRED
33. Population Section
33
Multiple of current population level
Population growth p.a.
0.25% 0.50% 0.75% 1.00%
200 1.6 2.7 4.5 7.3
Years 300 2.1 4.5 9.4 19.8
400 2.7 7.4 19.9 53.5
500 3.5 12.1 41.9 144.8
The table illustrates that even slow yearly population growth rates are not sustainable over longer periods. As
shown, a 1% annual growth rate in World population over 500 years would result in a population that is 145 times
larger than current levels. Even reducing the annual growth rate to only 0.25% still results in a population that is 3.5
times larger than current level.
34. 34
Sources: World Bank, FRED
All reviewed Asian countries have experienced a rapid decline in population growth since 1970. Notice how China’s assertive
“1-child” policy is not that distinguishable in the data. Granted, on a stand-alone basis it was most successful. But, it’s
results our pretty much identical to Korea who achieved the same decline in population growth without such a ”1-child’
policy. Japan’s population has started to shrink for the past several years. Russia’s population growth rate has averaged
close to Zero or less since 2000.
35. 35
Sources: World Bank, FRED
European countries’ populations current growth rates are typically under 0.5%. The exception is the UK that has
experienced a mild rebound since the mid 1980s. Yet, it remains much under 1%.
European countries have experienced much immigration from Turkey, the Middle East, and North Africa. The latter has
compensated for this same European countries fertility rates that are much below replacement rates.
36. 36
The other countries reviewed above also experienced a fairly rapid drop in population growth rate since 1970. One exception
is Australia, as its population growth rate has actually increased since 2000. This is due to immigration into Australia that
more than compensated for its fertility rate that has been below replacement rate since around 2008.
Sources: World Bank, FRED
37. Constant GDP per capita section
37
Multiple of current Constant GDP per capita level
Constant GDP p.c. growth p.a.
0.25% 0.50% 0.75% 1.00%
200 1.6 2.7 4.5 7.3
Years 300 2.1 4.5 9.4 19.8
400 2.7 7.4 19.9 53.5
500 3.5 12.1 41.9 144.8
The table illustrates that even slow Constant GDP per capita growth rates are not sustainable over longer periods. As
shown, a 1% annual growth rate in such a measure over 500 years would result in a Constant GDP p.c. that is 145
times larger than current levels. Even reducing this annual growth rate to only 0.25% still results in a Constant GDP
p.c. that is 3.5 times larger than current level.
38. 38
Sources: World Bank, FRED
Flat line reflects missing data for
Russia
One of the main themes, is China’s rapid decline in Constant GDP
per capita growth during the years 2000s from 10% down to 6%
This downward trend is most likely to continue as even a 6%
growth rate remains extraordinarily high; and, is clearly not
sustainable over the long term.
Flat line reflects missing data for Russia
39. 39
Sources: World Bank, FRED
Flat line reflects
missing data for
Germany
All European countries shown above have experienced a rapid decline in Constant GDP p.c. growth rate. At the present,
they are now mainly around the 1% p.a. growth level. While Italy’s respective growth rate is currently already negative.
The above is typical of countries that are heading into the second inflection point on the S Curve.
40. 40
Flat line reflects missing data for Canada
Sources: World Bank, FRED
Similar trend as for the European countries mentioned on the previous slide. However, overall recent growth rates are
typically a little bit higher and converge around 1.5% p.a. (vs. 1.0% for the European countries).
Notice how Brazil’s respective growth on this count has turned negative, similar to Italy among the European
countries.
Flat line reflects missing data for Canada
41. Real GDP section
41
Multiple of current Real GDP level
Real GDP growth p.a.
0.25% 0.50% 0.75% 1.00%
200 1.6 2.7 4.5 7.3
Years 300 2.1 4.5 9.4 19.8
400 2.7 7.4 19.9 53.5
500 3.5 12.1 41.9 144.8
The table illustrates that even slow Real GDP growth rates are not sustainable over longer periods. As shown, a 1%
annual growth rate in such a measure over 500 years would result in a Real GDP that is 145 times larger than current
levels. Even reducing this annual growth rate to only 0.25% still results in a Real GDP that is 3.5 times larger than
current level.
42. 42
Sources: World Bank, FRED
Flat line reflects missing data for Russia
Flat line reflects missing data for Russia
Notice the abrupt drop in economic growth in:
a) China since 2010;
b) Russia since 2008;
c) Japan since 1970;
d) Korea since 1990.
This decline in economic growth is likely to continue and is consistent with countries’ economies entering the second
inflection point of the S curve.
43. 43
Sources: World Bank, FRED
All shown European countries have shown a secular decline in economic growth. They are now typically growing around
1.25% per year, except for Italy that is very close to remaining flat around 0%.
The above is consistent with countries economies entering the second inflection point of the S curve.
44. 44
Notice the abrupt drop in economic growth in:
a) Brazil since 1980;
b) Mexico since 1982;
c) Australia since 1972;
d) Korea since 1990.
This decline in economic growth is likely to continue and is consistent with countries’ economies entering the second
inflection point of the S curve.
Sources: World Bank, FREDS
46. 46
Western Europe, Japan, Russia, Australia, Brazil, Canada, Mexico, and US are a bit more
advanced on the second inflection point on the S Curve than Korea and China, and even
more so than India and Indonesia. The latter have much room to grow at a relatively
rapid pace for several decades.
47. 47
All the countries on the flat portion of the second inflection point on the S Curve
already have fertility rates much below replacement rate.
48. Fertility Rates… Maybe there are on an inverted S Curve
48
Fertility rates have dropped rapidly. And, they are reaching an asymptotic minimum at the bottom of the S Curve
instead of at the top. The only limitation of this inverted S Curve is that it does not give you a representation of
World history with the first upward inflection point of a regular S Curve coinciding with the Industrial Revolution.
49. 49
The positioning of the countries on the regular S Curves on different dimensions is relatively similar. The
saying “Demography is Destiny” has some truth to it. With declining fertility rates comes slower population
and economic growth.
50. Considerations
50
The main insight from this study is very simple. The World
population and economy can not grow forever. Even very
small annual growth rates in either population or economy
result in absurdly high multiples of current levels when
sustained over several centuries (see table to the right).
Multiple of current Real GDP level
Real GDP growth p.a.
0.25% 0.50% 0.75% 1.00%
200 1.6 2.7 4.5 7.3
Years 300 2.1 4.5 9.4 19.8
400 2.7 7.4 19.9 53.5
500 3.5 12.1 41.9 144.8
To remain a viable World, it will have to reach an equilibrium whereby it will stop growing within the next few centuries.
This is so we can still remain somewhat “free range” humans and not run out of resources including potable water,
arable land, energy, minerals, and livable space.
A capitalist economy may well survive this transition towards a zero-growth equilibrium. Business ownership, retention
of earnings may remain strong behavioral incentives that are competitive vs. allocation of resources through any type of
central planning.
A business can remain perfectly viable through a steady-state, zero-growth equilibrium. Many small to mid-size
businesses probably already operate in that mode throughout much of the World.
But, how about the stock market? Without growth, the stock market could remain at a static value of let’s say 1 times
GDP. And, since GDP is not growing, the stock market would also not grow. Would such a stock market be viable?
At the company-stock level, the stock market would have become a zero-sum game. If a company is growing, other
companies would contract because the overall economic pie is not growing (again, refer to table above).
51. Considerations, continued
51
Would a zero-sum game stock market be viable?
It is a challenging question. But, nowadays we have many thriving large markets that are zero-sum
games. These include:
a) All the derivatives, options, and futures markets, measured in tens of $trillion that are far larger
than the stock markets;
b) Sports betting;
c) Gambling at casinos; and
d) Prediction markets.
Could the stock market survive and join that list of thriving zero-sum games?
In essence, the stock market may become a bet on a company to win a race measured in market shares.
And, that may not be that different than betting on a horse or a football team. Already, this framework
may be quite representative of some of the behavioral elements among investors (fast trading retail
investors in particular).
52. 52
We know the next 200 years will be very different from the last 200 years
As reviewed throughout this study, the growth rates
over the past 200 years are not sustainable going
forward. By, 2220 or so, the World population will not
increase by 8 x to over 60 billion. And, Real GDP per
capita will not increase by close to 15 x.
53. What the past and next few centuries may look like
53
The above could reflect growth in overall World GDP or population. The Industrial Revolution is at the first inflection point of
the S Curve. The Present is at the second point. Over the next centuries, World GDP and population levels may decline a bit
towards a sustainable Equilibrium (following the smaller inverted S Curve). Over the following centuries, World GDP and
population levels may oscillate up and down around the Equilibrium. Notice that throughout this entire path, the World
could very well maintain current Real GDP per capita level.
54. Special Appendix Section:
Least Developed Countries
54
Following the World Bank’s country
classification, the least developed
countries include the ones in the table to
the right. They are primarily in Africa
and the Middle East.
Notice that Korea, Democratic People’s
Republic means North Korea. Earlier in our
study, Korea always meant South Korea.
55. Fertility Rate
55
Dramatic drop in fertility rate from close to 7 in the 1970s to 4.0 currently. This is still a very high fertility rate that,
holding everything else constant, would suggest a doubling of the population every generation. We may expect this
declining trend to continue. And, over the next century it is not unlikely that it may drop closer to replacement rate.
56. Fertility Rate comparison
56
Many of the 16 countries we reviewed had very
high fertility rates in line with the least developed
countries including: China, India, Indonesia, Korea,
Brazil, Mexico. Invariably, fertility rates plummeted
from the 1970s to the present when they are near
or below replacement rate. Given that, we expect
the fertility rate of least developed countries
continue dropping going forward.
57. Population &
Population Growth
57
These countries have experienced an
extraordinary growth in population from about
250 million in 1960 to 1.1 billion in 2020. This
growth is clearly not sustainable, especially
given the limited natural resource (arable land,
water, etc.) and infrastructure constraints.
On a positive note, the yearly population
growth has steadily declined from close to
2.8% in the early 1990s to close to 2.3% in
2020. Yet, the current population growth rate
is still very fast as it entails a population that
would double every 31 years (using rule of
72). This estimate is directionally convergent
with the still high fertility rate mentioned on
the previous slide.
58. Population Growth comparison
58
Many of the 16 countries we reviewed had very
high population growth rates in line with the least
developed countries including: China, India,
Indonesia, Korea, Brazil, Mexico. Invariably, growth
rates plummeted from the 1970s to the present.
Given that, we expect the population growth rates
of least developed countries continue dropping
going forward.
59. Constant GDP per capita (in
2010 $ level & Growth
59
Notice the very rapid growth in constant GDP p.c.
from $495 in 1994 to $826 in 2010. Current level
in 2020 is about $1,000. Within the 16 countries
we reviewed earlier, several ones crossed that
level of constant GDP p.c. a few years back,
including:
China (in 1993)
India (2005)
Indonesia (1977)
Korea (1963)
Yearly constant GDP p.c. growth is very volatile
and often pretty high. This region is clearly in a
catch-up mode with much room for continued
rapid economic growth. However, since 2010
economic growth has slowed down.
60. Infant Mortality Rate
60
Great progress on this count. Infant mortality rate has dropped from 109 per 1,000 in 1990 to 45 in 2020.
This should contribute to a continuing decline in fertility rates and population growth.
62. … very positive trends in female education
throughout the least developed countries …
62
The female/male ratio in education enrollment at all levels is now approaching parity
(1.0). See the next three slides with rapidly upward trends over the past few decades
in all three levels of education.
66. Net Migration
66
The above shows how the least developed countries allow some of the developed ones to still maintain or grow
their population; despite the latter experiencing birth rates much below replacement rate.
67. Least Developed Countries (LDCs) development path
67
Based on the reviewed trends,
we can expect LDCs population
growth rate to continue slowing
down due to declining fertility
rate. In turn the latter is due to
declining infant mortality and
rising female education.
We can expect LDCs’ economic
growth to continue or even
accelerate for several decades
due to rising literacy and rising
female education. Reaching the
second inflection point on the S
Curve seems still distant (maybe a
century out).