The document discusses two analyses that reconsider dynamic stochastic general equilibrium (DSGE) models, with a focus on New Keynesian models. Analysis 1 proves that there can be no time-consistent sequential equilibrium for multiple-consumer DSGE models due to a "general impossibility result". Analysis 2 shows that if central bank bonds are excluded from consumer optimization problems, then monetary policy that purely sets interest rates will be ineffective, according to the "modern policy ineffectiveness proposition". The document outlines these analyses in detail over several sections.
Security Analysts’ Views of the Financial Ratios of Manufacturers and Retailers Raju Basnet Chhetri
Keishiro Matsumoto (Associate Professor of Finance, University of Virgin Islands),
Melkote Shivaswamy (Associate Professor of Accounting, Ball State University)
James P. Hoban, Jr. (Professor of Finance, Ball State University)
WTAMU Communication Research Methods
Source: The Selection of a Research Approach in "Research Design:Qualitative, Quantitative, and Mixed Methods Approaches" by John W. Creswell (2014).
Security Analysts’ Views of the Financial Ratios of Manufacturers and Retailers Raju Basnet Chhetri
Keishiro Matsumoto (Associate Professor of Finance, University of Virgin Islands),
Melkote Shivaswamy (Associate Professor of Accounting, Ball State University)
James P. Hoban, Jr. (Professor of Finance, Ball State University)
WTAMU Communication Research Methods
Source: The Selection of a Research Approach in "Research Design:Qualitative, Quantitative, and Mixed Methods Approaches" by John W. Creswell (2014).
Postestratificación y regresiones multiniveles (mlr)Rafael Labrador
¿Cómo responder preguntas con bases de datos jerárquicas?
Este es un breve repaso sobre los conceptos de post-estratificación y regresiones "multiniveles" (MRP), bajo los enfoques tradicional y bayesiano, para dar respuesta a ese tipo de preguntas. La presentación incluye ejemplos extraídos de los trabajos de Gelman (2014) y Woltman (2012) para casos de estudio relacionados con pronósticos electorales y evaluaciones académicas. De repasar estos conceptos se puede concluir que las regresiones multi-nivel suponen una ventaja en relación al OLS tradicional, y que, la post-estratificación es útil para resolver problemas de muestreo.
A key metric that summarizes the credit worthiness of a bank’s obligor is the Probability of Default (PD). Besides credit worthiness assessment and capital computation under IRB, PD is one of the key metrics required in the updated IFRS 9 accounting standards. At present, there are many PD related terminologies used in the banking industry, such as: PIT PD, TTC PD, 12-month PD and so on. Such a wide spectrum of terminologies has led to confusion among users, especially when it comes to IFRS 9, which lays special focus on PIT PD and lifetime PD. This blog intends to clarify these key terminologies.
As discussed in our previous blog, PIT PD describes an expectation of the future, starting from the current situation and integrating all relevant cyclical changes & all values of the obligor idiosyncratic effect with appropriate probabilities. A PIT PD mimics the observed default rates over a period of time. TTC PDs, in contrast, reflect circumstances anticipated over an extremely long period, and thus nullify the effects of credit cycle. Basing it on these definitions, the current article focuses on range of PD Calibration approaches for aligning internal rating model output with actual default rates.
Ragui Assaad- University of Minnesota
Caroline Krafft- ST. Catherine University
ERF Training on Applied Micro-Econometrics and Public Policy Evaluation
Cairo, Egypt July 25-27, 2016
www.erf.org.eg
Miller & Modigliani (1961) - dividend policy, growth, and the valuation of sh...Mohd Rizal Miseman
A firm which pays dividends will have to raise funds externally in order to finance its investment plans. When a firm pays dividend, its advantage is offset by external financing.
This means that the terminal value of the share declines when dividends are paid. Thus the wealth of the shareholders – dividends plus the terminal share price – remains unchanged.
Consequently the present value per share after dividends and external financing is equal to the present value per share before the payment of dividends. Thus the shareholders are indifferent between the payment of dividends and retention of earnings.
Für die empirische Untersuchung „Mittelstandskommunikation 2016 – Studie zur Professionalisierung, Digitalisierung und Führung der Unternehmenskommunikation“ wurden im Frühjahr 2016 insgesamt 561 Unternehmen in Deutschland befragt, darunter 270 Entscheider aus mittelständischen Unternehmen. Die Studie illustriert den Status quo der Kommunikation in konzernunabhängigen Unternehmen mit maximal 499 Mitarbeitern und einem Umsatz von bis zu 50 Mio. Euro. Das Gemeinschaftsprojekt der Universität Leipzig mit Fink & Fuchs und dem Magazin pressesprecher schließt an die Vorgängerstudie von 2015 an.
Unternehmenskommunikation im Mittelstand wird zunehmend professioneller und digitaler. Aber es fehlen nach wie vor oft klare Kommunikations- und Digitalisierungsstrategien, übergreifende Kommunikationsziele und fachkundige Kommunikationsabteilungen. Zudem behindert die kommunikative Zurückhaltung vieler Unternehmer oft die notwendige Weiterentwicklung in Marketing und Public Relations.
Der 89-seitige Ergebnisbericht ist hier verfügbar. Weitere Informationen finden sich unter www.mittelstandskommunikation.com sowie www.communicationmanagement.de in der Rubrik "Mittelstandskommunikation".
Postestratificación y regresiones multiniveles (mlr)Rafael Labrador
¿Cómo responder preguntas con bases de datos jerárquicas?
Este es un breve repaso sobre los conceptos de post-estratificación y regresiones "multiniveles" (MRP), bajo los enfoques tradicional y bayesiano, para dar respuesta a ese tipo de preguntas. La presentación incluye ejemplos extraídos de los trabajos de Gelman (2014) y Woltman (2012) para casos de estudio relacionados con pronósticos electorales y evaluaciones académicas. De repasar estos conceptos se puede concluir que las regresiones multi-nivel suponen una ventaja en relación al OLS tradicional, y que, la post-estratificación es útil para resolver problemas de muestreo.
A key metric that summarizes the credit worthiness of a bank’s obligor is the Probability of Default (PD). Besides credit worthiness assessment and capital computation under IRB, PD is one of the key metrics required in the updated IFRS 9 accounting standards. At present, there are many PD related terminologies used in the banking industry, such as: PIT PD, TTC PD, 12-month PD and so on. Such a wide spectrum of terminologies has led to confusion among users, especially when it comes to IFRS 9, which lays special focus on PIT PD and lifetime PD. This blog intends to clarify these key terminologies.
As discussed in our previous blog, PIT PD describes an expectation of the future, starting from the current situation and integrating all relevant cyclical changes & all values of the obligor idiosyncratic effect with appropriate probabilities. A PIT PD mimics the observed default rates over a period of time. TTC PDs, in contrast, reflect circumstances anticipated over an extremely long period, and thus nullify the effects of credit cycle. Basing it on these definitions, the current article focuses on range of PD Calibration approaches for aligning internal rating model output with actual default rates.
Ragui Assaad- University of Minnesota
Caroline Krafft- ST. Catherine University
ERF Training on Applied Micro-Econometrics and Public Policy Evaluation
Cairo, Egypt July 25-27, 2016
www.erf.org.eg
Miller & Modigliani (1961) - dividend policy, growth, and the valuation of sh...Mohd Rizal Miseman
A firm which pays dividends will have to raise funds externally in order to finance its investment plans. When a firm pays dividend, its advantage is offset by external financing.
This means that the terminal value of the share declines when dividends are paid. Thus the wealth of the shareholders – dividends plus the terminal share price – remains unchanged.
Consequently the present value per share after dividends and external financing is equal to the present value per share before the payment of dividends. Thus the shareholders are indifferent between the payment of dividends and retention of earnings.
Für die empirische Untersuchung „Mittelstandskommunikation 2016 – Studie zur Professionalisierung, Digitalisierung und Führung der Unternehmenskommunikation“ wurden im Frühjahr 2016 insgesamt 561 Unternehmen in Deutschland befragt, darunter 270 Entscheider aus mittelständischen Unternehmen. Die Studie illustriert den Status quo der Kommunikation in konzernunabhängigen Unternehmen mit maximal 499 Mitarbeitern und einem Umsatz von bis zu 50 Mio. Euro. Das Gemeinschaftsprojekt der Universität Leipzig mit Fink & Fuchs und dem Magazin pressesprecher schließt an die Vorgängerstudie von 2015 an.
Unternehmenskommunikation im Mittelstand wird zunehmend professioneller und digitaler. Aber es fehlen nach wie vor oft klare Kommunikations- und Digitalisierungsstrategien, übergreifende Kommunikationsziele und fachkundige Kommunikationsabteilungen. Zudem behindert die kommunikative Zurückhaltung vieler Unternehmer oft die notwendige Weiterentwicklung in Marketing und Public Relations.
Der 89-seitige Ergebnisbericht ist hier verfügbar. Weitere Informationen finden sich unter www.mittelstandskommunikation.com sowie www.communicationmanagement.de in der Rubrik "Mittelstandskommunikation".
Chapter 1 57.What is the difference between recession and de.docxsleeperharwell
Chapter 1
57.
What is the difference between recession and depression in an economy? Provide an example of depression from the real world that has hit the global economy.
Use the following to answer question 58:
Answer: When there is a mild fall in the gross domestic product (GDP) of an economy over a period of time it leads to recession in the economy. If the intensity of the fall in GDP is severe over a period of time, then it turns into a depression. Recession is cyclic in nature; that is, it repeats itself over a period of time in an economy. A famous example of depression is that of the Great Depression of the 1930s that occurred in the United States and affected the global economy. Even the financial crisis of 2008-2009 in the United States was very much reminiscent of the Great Depression.
58.
Refer to the following graph and identify the years for which Country A and Country B experienced recession.
Country A experienced its recession during 2003 and its early recovery during 2004. Country B experienced its first recession during 2002 and its early recovery in 2003. Country B experienced a second recession in 2007.
59.
Why do we call macroeconomics an imperfect science? Explain.
The study of macroeconomics depends mainly upon the historical data on different economies. Macroeconomists analyze these data to explain changes occurring in different economic parameters (income, prices, unemployment, etc.) and formulate policies. Additionally, macroeconomic studies cannot be conducted in controlled experiments, as in biology or chemistry, for example. In this way, macroeconomists are similar to weather forecasters.
60.
Are the terms “market clearing” and “equilibrium” one and the same? Explain.
Yes, both terms represent the same notion: the balance between supply and demand. It is the balancing point at which everything that is produced gets sold and fulfills the entire demand. Thus, if all other things remain constant, then there is no tendency to change the quantity supplied and demanded at this point.
61.
Do you agree with the statement, “macroeconomics rests on the foundation of microeconomics”? Explain.
Macroeconomics involves studying the aggregate of economic variables related to individual decision making parameters, which are microeconomic (think of individuals' expenses, investments, etc.). That is to say, the total expenditure in an economy is the aggregate (sum) of all the expenditures done by all consumers in that economy, or the total investment done in an economy is the aggregate (sum) of all individual investments done by firms in that economy. This reflects that macroeconomic study rests on the foundation of microeconomics.
62.
Give two examples of macroeconomic variables and microeconomic variables.
The income of your father is a microeconomic variable, while the gross domestic product (GDP) of your country is a macroeconomic variable. The money your father saves in the bank is a microeconomic va.
Macro Economics ExamShort EssaysPlease select and a.docxwkyra78
Macro Economics Exam
Short Essays:
Please select and answer seven ( 7) of the following essay type questions.
A. Please explain with specific examples for each category: “Among risks the Fed is taking: that some programs won’t work, that officials won’t be able to unwind them, that politicians will grow accustomed to directing the central bank to fix problems its tools aren’t designed to solve, and that public discontent about the central bank’s choices will erode its authority over time. “ WSJ 04 28 2020
B. What specific Macro-economic phenomenon is being described. Explain how this phenomenon impacts the balance sheet of the Federal reserve and of a commercial bank, “The Fed has a unique power, the ability to create money by crediting banks with funds they can lend. That helps it guide the cost of money, which is the interest rate”
WSJ 04 28 2020.
C. Please describe four major initiatives that the Federal Reserve has undertaken, in order to address the impact of COVID-19 to the economy.
D. What does the “Bagehot’s Dictum,” refer to? Please explain in the context of the effect of the current effect of the COVID-19 to the economy.
E. Suppose the economy is suffering in a recessionary period. Firms are facing increasing inventories and individual consumers are increasing their saving to prepare for hard times ahead. What is likely to happen to the economy and can it correct itself and grow toward full employment in the short run? How is this different and how is it similar to the impact of the COVID-19 in the economy?
F. Describe the role of business inventory change in determining the equilibrium level of GDP and changes in the level of GDP.
G. Differentiate between an induced increase in consumption and an autonomous increase in consumption. How are they represented on a graph?
H. The expenditure schedule and the aggregate demand curve show much the same thing, with one crucial difference-the price level. How does the price level affect the two schedules?
I. Define the terms recessionary gap and inflationary gap. Why do they occur? Please frame your answer within the context of the COVID-19 impact in the economy.
J. Why do booms and recessions tend to be transmitted across national borders? Please frame your answer within the context of the COVID-19 impact in the economy.
K. The total expenditure schedule in Macroland begins with these initial levels (in billions of dollars): Income = 1,000; Consumption = 900; Investment = 200; Government = 300; Net Exports = −100. If the MPC = 0.75 and income increases in increments of 200, find the equilibrium level of income. If full employment requires an income level of 2,000, what (if anything) should the government do? Indicate both the direction of the spending change and the size of the spending change.
L. What is a multiplier? How does the multiplier effect occur? Please provide examples of at least three types of multipliers in an economy. Please provide some examples.
Macro Economics ExamShort EssaysPlease select and a.docxinfantsuk
Macro Economics Exam
Short Essays:
Please select and answer seven ( 7) of the following essay type questions.
A. Please explain with specific examples for each category: “Among risks the Fed is taking: that some programs won’t work, that officials won’t be able to unwind them, that politicians will grow accustomed to directing the central bank to fix problems its tools aren’t designed to solve, and that public discontent about the central bank’s choices will erode its authority over time. “ WSJ 04 28 2020
B. What specific Macro-economic phenomenon is being described. Explain how this phenomenon impacts the balance sheet of the Federal reserve and of a commercial bank, “The Fed has a unique power, the ability to create money by crediting banks with funds they can lend. That helps it guide the cost of money, which is the interest rate”
WSJ 04 28 2020.
C. Please describe four major initiatives that the Federal Reserve has undertaken, in order to address the impact of COVID-19 to the economy.
D. What does the “Bagehot’s Dictum,” refer to? Please explain in the context of the effect of the current effect of the COVID-19 to the economy.
E. Suppose the economy is suffering in a recessionary period. Firms are facing increasing inventories and individual consumers are increasing their saving to prepare for hard times ahead. What is likely to happen to the economy and can it correct itself and grow toward full employment in the short run? How is this different and how is it similar to the impact of the COVID-19 in the economy?
F. Describe the role of business inventory change in determining the equilibrium level of GDP and changes in the level of GDP.
G. Differentiate between an induced increase in consumption and an autonomous increase in consumption. How are they represented on a graph?
H. The expenditure schedule and the aggregate demand curve show much the same thing, with one crucial difference-the price level. How does the price level affect the two schedules?
I. Define the terms recessionary gap and inflationary gap. Why do they occur? Please frame your answer within the context of the COVID-19 impact in the economy.
J. Why do booms and recessions tend to be transmitted across national borders? Please frame your answer within the context of the COVID-19 impact in the economy.
K. The total expenditure schedule in Macroland begins with these initial levels (in billions of dollars): Income = 1,000; Consumption = 900; Investment = 200; Government = 300; Net Exports = −100. If the MPC = 0.75 and income increases in increments of 200, find the equilibrium level of income. If full employment requires an income level of 2,000, what (if anything) should the government do? Indicate both the direction of the spending change and the size of the spending change.
L. What is a multiplier? How does the multiplier effect occur? Please provide examples of at least three types of multipliers in an economy. Please provide some examples ...
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
how can i use my minded pi coins I need some funds.DOT TECH
If you are interested in selling your pi coins, i have a verified pi merchant, who buys pi coins and resell them to exchanges looking forward to hold till mainnet launch.
Because the core team has announced that pi network will not be doing any pre-sale. The only way exchanges like huobi, bitmart and hotbit can get pi is by buying from miners.
Now a merchant stands in between these exchanges and the miners. As a link to make transactions smooth. Because right now in the enclosed mainnet you can't sell pi coins your self. You need the help of a merchant,
i will leave the telegram contact of my personal pi merchant below. 👇 I and my friends has traded more than 3000pi coins with him successfully.
@Pi_vendor_247
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
Resume
• Real GDP growth slowed down due to problems with access to electricity caused by the destruction of manoeuvrable electricity generation by Russian drones and missiles.
• Exports and imports continued growing due to better logistics through the Ukrainian sea corridor and road. Polish farmers and drivers stopped blocking borders at the end of April.
• In April, both the Tax and Customs Services over-executed the revenue plan. Moreover, the NBU transferred twice the planned profit to the budget.
• The European side approved the Ukraine Plan, which the government adopted to determine indicators for the Ukraine Facility. That approval will allow Ukraine to receive a EUR 1.9 bn loan from the EU in May. At the same time, the EU provided Ukraine with a EUR 1.5 bn loan in April, as the government fulfilled five indicators under the Ukraine Plan.
• The USA has finally approved an aid package for Ukraine, which includes USD 7.8 bn of budget support; however, the conditions and timing of the assistance are still unknown.
• As in March, annual consumer inflation amounted to 3.2% yoy in April.
• At the April monetary policy meeting, the NBU again reduced the key policy rate from 14.5% to 13.5% per annum.
• Over the past four weeks, the hryvnia exchange rate has stabilized in the UAH 39-40 per USD range.
how to sell pi coins on Bitmart crypto exchangeDOT TECH
Yes. Pi network coins can be exchanged but not on bitmart exchange. Because pi network is still in the enclosed mainnet. The only way pioneers are able to trade pi coins is by reselling the pi coins to pi verified merchants.
A verified merchant is someone who buys pi network coins and resell it to exchanges looking forward to hold till mainnet launch.
I will leave the telegram contact of my personal pi merchant to trade with.
@Pi_vendor_247
USDA Loans in California: A Comprehensive Overview.pptxmarketing367770
USDA Loans in California: A Comprehensive Overview
If you're dreaming of owning a home in California's rural or suburban areas, a USDA loan might be the perfect solution. The U.S. Department of Agriculture (USDA) offers these loans to help low-to-moderate-income individuals and families achieve homeownership.
Key Features of USDA Loans:
Zero Down Payment: USDA loans require no down payment, making homeownership more accessible.
Competitive Interest Rates: These loans often come with lower interest rates compared to conventional loans.
Flexible Credit Requirements: USDA loans have more lenient credit score requirements, helping those with less-than-perfect credit.
Guaranteed Loan Program: The USDA guarantees a portion of the loan, reducing risk for lenders and expanding borrowing options.
Eligibility Criteria:
Location: The property must be located in a USDA-designated rural or suburban area. Many areas in California qualify.
Income Limits: Applicants must meet income guidelines, which vary by region and household size.
Primary Residence: The home must be used as the borrower's primary residence.
Application Process:
Find a USDA-Approved Lender: Not all lenders offer USDA loans, so it's essential to choose one approved by the USDA.
Pre-Qualification: Determine your eligibility and the amount you can borrow.
Property Search: Look for properties in eligible rural or suburban areas.
Loan Application: Submit your application, including financial and personal information.
Processing and Approval: The lender and USDA will review your application. If approved, you can proceed to closing.
USDA loans are an excellent option for those looking to buy a home in California's rural and suburban areas. With no down payment and flexible requirements, these loans make homeownership more attainable for many families. Explore your eligibility today and take the first step toward owning your dream home.
Currently pi network is not tradable on binance or any other exchange because we are still in the enclosed mainnet.
Right now the only way to sell pi coins is by trading with a verified merchant.
What is a pi merchant?
A pi merchant is someone verified by pi network team and allowed to barter pi coins for goods and services.
Since pi network is not doing any pre-sale The only way exchanges like binance/huobi or crypto whales can get pi is by buying from miners. And a merchant stands in between the exchanges and the miners.
I will leave the telegram contact of my personal pi merchant. I and my friends has traded more than 6000pi coins successfully
Tele-gram
@Pi_vendor_247
US Economic Outlook - Being Decided - M Capital Group August 2021.pdfpchutichetpong
The U.S. economy is continuing its impressive recovery from the COVID-19 pandemic and not slowing down despite re-occurring bumps. The U.S. savings rate reached its highest ever recorded level at 34% in April 2020 and Americans seem ready to spend. The sectors that had been hurt the most by the pandemic specifically reduced consumer spending, like retail, leisure, hospitality, and travel, are now experiencing massive growth in revenue and job openings.
Could this growth lead to a “Roaring Twenties”? As quickly as the U.S. economy contracted, experiencing a 9.1% drop in economic output relative to the business cycle in Q2 2020, the largest in recorded history, it has rebounded beyond expectations. This surprising growth seems to be fueled by the U.S. government’s aggressive fiscal and monetary policies, and an increase in consumer spending as mobility restrictions are lifted. Unemployment rates between June 2020 and June 2021 decreased by 5.2%, while the demand for labor is increasing, coupled with increasing wages to incentivize Americans to rejoin the labor force. Schools and businesses are expected to fully reopen soon. In parallel, vaccination rates across the country and the world continue to rise, with full vaccination rates of 50% and 14.8% respectively.
However, it is not completely smooth sailing from here. According to M Capital Group, the main risks that threaten the continued growth of the U.S. economy are inflation, unsettled trade relations, and another wave of Covid-19 mutations that could shut down the world again. Have we learned from the past year of COVID-19 and adapted our economy accordingly?
“In order for the U.S. economy to continue growing, whether there is another wave or not, the U.S. needs to focus on diversifying supply chains, supporting business investment, and maintaining consumer spending,” says Grace Feeley, a research analyst at M Capital Group.
While the economic indicators are positive, the risks are coming closer to manifesting and threatening such growth. The new variants spreading throughout the world, Delta, Lambda, and Gamma, are vaccine-resistant and muddy the predictions made about the economy and health of the country. These variants bring back the feeling of uncertainty that has wreaked havoc not only on the stock market but the mindset of people around the world. MCG provides unique insight on how to mitigate these risks to possibly ensure a bright economic future.
how to sell pi coins effectively (from 50 - 100k pi)DOT TECH
Anywhere in the world, including Africa, America, and Europe, you can sell Pi Network Coins online and receive cash through online payment options.
Pi has not yet been launched on any exchange because we are currently using the confined Mainnet. The planned launch date for Pi is June 28, 2026.
Reselling to investors who want to hold until the mainnet launch in 2026 is currently the sole way to sell.
Consequently, right now. All you need to do is select the right pi network provider.
Who is a pi merchant?
An individual who buys coins from miners on the pi network and resells them to investors hoping to hang onto them until the mainnet is launched is known as a pi merchant.
debuts.
I'll provide you the Telegram username
@Pi_vendor_247
how can I sell my pi coins for cash in a pi APPDOT TECH
You can't sell your pi coins in the pi network app. because it is not listed yet on any exchange.
The only way you can sell is by trading your pi coins with an investor (a person looking forward to hold massive amounts of pi coins before mainnet launch) .
You don't need to meet the investor directly all the trades are done with a pi vendor/merchant (a person that buys the pi coins from miners and resell it to investors)
I Will leave The telegram contact of my personal pi vendor, if you are finding a legitimate one.
@Pi_vendor_247
#pi network
#pi coins
#money
What website can I sell pi coins securely.DOT TECH
Currently there are no website or exchange that allow buying or selling of pi coins..
But you can still easily sell pi coins, by reselling it to exchanges/crypto whales interested in holding thousands of pi coins before the mainnet launch.
Who is a pi merchant?
A pi merchant is someone who buys pi coins from miners and resell to these crypto whales and holders of pi..
This is because pi network is not doing any pre-sale. The only way exchanges can get pi is by buying from miners and pi merchants stands in between the miners and the exchanges.
How can I sell my pi coins?
Selling pi coins is really easy, but first you need to migrate to mainnet wallet before you can do that. I will leave the telegram contact of my personal pi merchant to trade with.
Tele-gram.
@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
1. Reconsidering DSGE models
with focus on New Keynesian models
William Heartspring
September 2, 2019 (ver 1.0)
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 1 / 69
2. Table of Contents
1 Overview
2 Analysis 1: a transversality condition issue in an economy with the
representative consumer
3 Analysis 1: equilibrium independence and HANK model
4 Analysis 1: general impossibility result (GIR): equilibrium does not exist
due to time consistency issues
5 Analysis 2: Can central bank impose its monetary policy rule? Modern
Policy Ineffectiveness Proposition
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 2 / 69
3. Table of Contents
1 Overview
2 Analysis 1: a transversality condition issue in an economy with the
representative consumer
3 Analysis 1: equilibrium independence and HANK model
4 Analysis 1: general impossibility result (GIR): equilibrium does not exist
due to time consistency issues
5 Analysis 2: Can central bank impose its monetary policy rule? Modern
Policy Ineffectiveness Proposition
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 3 / 69
4. The general storyline
Analysis 1: the general impossibility result. Proves that there can be
no time-consistent sequential equilibrium for multiple-consumer DSGE
models, or in short, there cannot be an equilibrium for any
multiple-consumer DSGE model.
Analysis 2: the modern policy ineffectiveness proposition (MPIP).
This is a consequence of the general impossibility result, which
requires central bank bond (in New Keynesian terminology) Bt to be
a non-control variable of a consumer optimization problem in order to
save an equilibrium. Then interest rate-based monetary policy is
ineffective, unless augmented or its meaning changed as providing
lower bound for market interest rates.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 4 / 69
5. Deterministic economy/rational expectation assumptions
For simplifying derivations without loss of generality, we assume that an
economy is deterministic. We also assume rational expectation.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 5 / 69
6. Preview of Analysis 1
Discussion of an economy with one consumer. In case central bank
bonds Bt, as in typical New Keynesian models, exist, a transversality
condition mandates Bt = 0.
Discussion of an economy with multiple consumers: the general
impossibility result (GIR). Ratio of consumption of one observer to
another observer at the same time is required to be
history-dependent, but this is inconsistent with the concept of time
consistency required for an equilibrium of DSGE models.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 6 / 69
7. Preview of Analysis 1: how GIR is proved
GIR is proven with a somewhat general form of budget constraints,
but we can demonstrate GIR without using a particular form of
budget constraints: if the assumption that feasible utility vectors
arising from feasible allocations form a convex set is satisfied, we can
invoke the Negishi procedure in Negishi (1960), which asserts that
linear combination of utility functions of consumers can be maximized
to get a potential equilibrium. With this, we can demonstrate GIR in
different or general contexts.
While each consumer optimization problem, given price vector for
each economic condition, guarantees time consistency as it is
equivalent to a recursive dynamic programming problem, it is the
question of finding equilibrium price vector amid interactions between
agents (consumers and firms, for example) that creates time
inconsistency issues.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 7 / 69
8. Preview of Analysis 1: time consistency
That is, time consistency applies not only to each consumer
optimization problem but also to the combined result of
optimization problems agents solve, and it is the latter that
conventional understanding misses.
For DSGE models, assuming rational expectation and
deterministic economy, time consistency simply means that
present-time expectations agents have on outcomes at t = T
must equate to actual outcomes at t = T, which are fully
decided at t = T.
If economic structure, environment and states are identical at
t = 0 and t = T, then agents must decide identically.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 8 / 69
9. Preview of Analysis 1 and Analysis 2
Combining the case of one consumer (transversality condition issue)
and multiple consumers (general impossibility result), we notice that
problems disappear if central bank bond Bt is dropped from control
variables of a consumer optimization problem.
We replace missing first-order conditions to controlling Bt with
learning mechanisms.
We demonstrate that even if GIR issues do not exist, equilibrium
selection and determinacy issues are quite common, as can be seen in
the canonical New Keynesian model (IS-MP-PC) example. Thus
subjective expectations and learning mechanisms used to set them
cannot be ignored.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 9 / 69
10. Preview of Analysis 2
If agents set expectations of economic variables without reference to
it and Bt, then whatever central bank does, monetary policy by purely
setting interest rate (rule) is ineffective. Modern Policy Ineffectiveness
Proposition (MPIP).
To allow for monetary policy purely based on setting interest rate on
central bank bonds, one must re-interpret central bank’s interest rates
as setting lower bounds for market interest rates. Market interest
rates do not have to equate to central bank interest rate because Bt
was dropped from the list of control variables in consumer
optimization problems.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 10 / 69
11. Table of Contents
1 Overview
2 Analysis 1: a transversality condition issue in an economy with the
representative consumer
3 Analysis 1: equilibrium independence and HANK model
4 Analysis 1: general impossibility result (GIR): equilibrium does not exist
due to time consistency issues
5 Analysis 2: Can central bank impose its monetary policy rule? Modern
Policy Ineffectiveness Proposition
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 11 / 69
12. Nature of Bt in a representative consumer economy
In the canonical cashless New Keynesian model, budget constraint and
accounting (in)equality enforce for realizable outcomes:
PtCt + QtBt ≤ WtNt + Ft + Bt−1 Consumer budget constraint
PtCt = WtNt + Ft Aggregate firm accounting identity
Ct ≤ Yt Consumption resource constraint
thus
QtBt ≤ Bt−1
where Qt = 1/(1 + it) is the price of bond Bt that unit quantity pays unit
money at t + 1.
Assume there is only one representative consumer, as in the model. If
agents are truly optimizing, then the first budget inequality becomes
equality and thus: QtBt = Bt−1, but then this is inconsistent with optimal
behavior of the representative consumer, unless Bt−1 = 0. Also, if
B−1 = 0, then Bt = 0 forever. Already signs of a problem.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 12 / 69
13. Nature of Bt in a representative consumer economy
Model explanation here: Ct is consumption, Pt is price level, Wt is
nominal wage, Nt is amount of labor supplied, Ft are profits of firms that
are entirely paid out to the representative consumer.
Why is PtCt = WtNt + Ft and Ct ≤ Yt? It does seem weird, given that in
disequilibrium, Ct can be higher than what is produced Yt. But when
consumers actually face disequilibrium, consumers cannot consume more
than what is produced, though they may consume less than what is
produced. Even in an disequilibrium that agents would wish to consume
more, they just end up consuming all of what are produced.
Note that QtBt = Bt−1 is not purely an equilibrium phenomenon. It holds
in all disequilibria, after factoring in physical resource constraints.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 13 / 69
14. Nature of Bt in a representative consumer economy
Why is QtBt = Bt−1 with positive B−1 non-optimal for the representative
household? Well, this means that all money that one obtained through
bonds are spent toward buying bonds again! Bonds do not act as an agent
of consumption smoothing! Thus if consumers are optimizing, B−1 = 0.
Can understand in terms of a transversality condition as well.
Does agent heterogeneity change the view? We show that it does not.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 14 / 69
15. Table of Contents
1 Overview
2 Analysis 1: a transversality condition issue in an economy with the
representative consumer
3 Analysis 1: equilibrium independence and HANK model
4 Analysis 1: general impossibility result (GIR): equilibrium does not exist
due to time consistency issues
5 Analysis 2: Can central bank impose its monetary policy rule? Modern
Policy Ineffectiveness Proposition
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 15 / 69
16. Nature of Bt in a HANK model
HANK = heterogeneous-agent New Keynesian
But we do not need to specify the entire model - we only need the budget
constraint of each agent j and some properties of equilibria.
PtCj,t + QtBj,t ≤ WtNj,t + Fj,t + Bj,t−1
An equilibrium path of Cj,t, Pt, Qt, Wt, Nj,t, Fj,t is assumed to be
independent of initial Bj,−1. This does hold in a canonical HANK model.
Suppose that for initial value of Bj,−1, the transversality condition (TVC)
is satisfied.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 16 / 69
17. Nature of Bt and transversality condition (TVC)
lim
T→∞
T
t=0
1
1 + it
Bj,T = 0
Suppose that Ba,j,t, including Ba,j,−1, is the equilibrium path of Bj,t
satisfying the above TVC. Let us change value of Bj,−1 such that
Bj,−1 = Ba,j,−1 + k.
Since equilibrium path of other variables is assumed to be unaffected by
Bj,−1, the budget constraint implies that:
Bj,T = Ba,j,T + k
T
t=0
(1 + it)
But this means that Bj,t does not satisfy the TVC.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 17 / 69
18. Table of Contents
1 Overview
2 Analysis 1: a transversality condition issue in an economy with the
representative consumer
3 Analysis 1: equilibrium independence and HANK model
4 Analysis 1: general impossibility result (GIR): equilibrium does not exist
due to time consistency issues
5 Analysis 2: Can central bank impose its monetary policy rule? Modern
Policy Ineffectiveness Proposition
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 18 / 69
19. General impossibility result
One may ask whether introducing quantity of Bt into an interest rate rule
would allow TVC to be satisfied for any value of B−1.
We demonstrate that the problem is not of incorporating Bt into an
interest rate rule: even with heterogeneity, there is no time-consistent
equilibrium.
The model deals with a deterministic economy, despite being dynamic, for
simplification purposes. Despite this, the result here applies without loss of
generality for stochastic cases as well.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 19 / 69
20. General impossibility result
A multiple-consumer dynamic model. Consumer j = 1, 2, .. utility function
Uj that consumer j maximizes by controlling {Cj,t, Bj,t, ..}:
Uj =
∞
t=0
(βj )t
uj (Cj,t, ..)
with Uj (C, ..) being a time-invariant utility function. Caution: U and u
different. Let the budget constraint of each consumer be:
PtCj,t + (1 + it)−1
Bj,t + .. ≤ Bj,t−1 + ..
where .. terms do not contain any of Cj,t and Bj,t. Then we get:
u1(C1,t)
u2(C2,t)
=
(1 − µ)
µ
β2
β1
t
where u (C) = ∂u
∂C at particular value C.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 20 / 69
21. General impossibility result
(1 − µ)/µ can be understood as the ratio of lagrange multiplier of
consumers attached to the budget constraint: λj=1,t=0/λj=2,t=0. We
maintain notation µ as to allow a convenient connection to the Negishi
approach to GIR to be described - we describe the Negishi approach so
that we can extend GIR to economies where Bt does not exist.
Cj,t refers to consumption of agent j at time t, Bj,t refers to central bank
bonds agent j holds that are redeemed at the next period with central
bank setting interest rate it at time t.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 21 / 69
22. General impossibility result
u1(C1,t)
u2(C2,t)
=
(1 − µ)
µ
β2
β1
t
It may be immediately clear or unclear why the above result is
time-inconsistent. Thus let us provide an example of uj (C) = C−σj ,
meaning u is a CRRA utility function.
Since we have a deterministic economy, assuming consumer structure does
not change, we can use present-time consumption equilibrium outcomes to
trace back consumption distribution in the past if we just know aggregate
total consumption in the past, without requiring other non-consumer
specifications of economy in the past.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 22 / 69
23. General impossibility result
If σj = σ for every consumer j, then we even do not need to know
aggregate total consumption in the past to figure out distribution of past
consumption.
Past is a hologram that depicts future in a different way! In fact, we would
only need full economic structure at the last future period (or future
infinity) and consumer profiles to reconstruct distribution of equilibrium
consumption back to past infinity. (Aggregate consumption, however,
remains unknown.)
Why do we get such nonsense? In a traditional Arrow-Debreu general
equilibrium (ADM) model, this is not nonsense, because contracts of
future consumption delivery are all written at t = 0, so the result works as
a demand-side equilibrium condition. But in DSGE, we have consumers
only forming expectations of future consumption - they do not actually
decide future consumption. This is what causes nonsense, despite sharing
the result.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 23 / 69
24. General impossibility result
In ADM, all future consumption delivery contracts would be made at
t = 0, so it does not make sense to talk of agents forming a market
equilibrium separately at t = T, with state variables resulting from past
decisions. (There are no state variables in ADM, other than those at
t = 0.)
In DSGE, agents at t = 0 do not decide consumption at t = T - rather,
they form expectation of consumption at t = T. In a deterministic
economy, this expectation would have to equal to actual consumption at
t = T by time consistency. Thus it does make to sense to talk of an
equilibrium decision at t = T with state variables given separately from an
equilibrium decision at t = 0.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 24 / 69
25. General impossibility result
The general impossibility result thus is not that expected future
determining present decisions is problematic - it is that we do not need
anything other than consumer profiles to determine consumption
distribution in the past, once an equilibrium outcome is known today,
solved for known present-time state variables. The required distribution
condition is so binding that there is no way an equilibrium would have
formed in the past unless by sheer coincidence.
And of course, today is “new past” of future, future becomes “new today”!
Thus this is a problem of determining present-time decisions as well.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 25 / 69
26. General impossibility result: resistance is futile
One may argue that we may resolve this issue if there are infinitely many
sequential equilibria for one economy, and since µ is indeterminate, agents
pick µ that is history-consistent and thus time-consistent - future respects
past. But this is not a standard equilibrium selection mechanism - we will
see this in Analysis 2.
Though eventually, we will indeed use the “infinitely many sequential
equilibria” idea as the starting point of Analysis 2 and as the way to evade
GIR.
Alternatively, one may argue that it is our use of a sequential equilibrium
that is problematic. What if a consumer chooses an optimal
time-consistent plan, instead of solving for an optimal sequential plan
which involves directly controlling present and future control variables to
maximize today’s time-discounted utility?
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 26 / 69
27. General impossibility result: resistance is futile
Unfortunately, we know that each consumer optimization problem solving
for an optimal sequential plan is equivalent to a recursive dynamic
programming problem under very weak and mild assumptions. (See SLP
for more information.)
A recursive dynamic programming problem involves the Bellman equation,
and this guarantees that time consistency is satisfied for each consumer
optimization problem. But did we not say that time consistency is not
there?
But a consumer solving its optimization problem is different from solving
for an entire model. A consumer has to be provided price vector for each
economic condition to start solving for a consumer optimization problem.
And solving for a model involves finding an equilibrium price vector. It is
time consistency for the whole model that is dissatisfied.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 27 / 69
28. General impossibility result: resistance is futile
If the price vector given for a consumer optimization at t = 0 does not
change for other time periods, then consumers will not recognize time
inconsistency.
It is the fact that interactions with other parts of economy cannot
maintain time-invariance of the price vector that causes time inconsistency!
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 28 / 69
29. General impossibility result: the Negishi approach
One may argue instead that if central bank adopts different monetary
policy such that the form of consumer budget constraints change, then the
general impossibility result (GIR) may not apply. Maybe, GIR is an artifact
of New Keynesian (Neo-Wicksellian) monetary policy!
This is why the derivation of GIR by the Negishi approach becomes
valuable: it demonstrates that GIR is the general result. The only way to
avoid this result is if there is no way to re-define “feasible” allocations
such that feasible utility vectors, with each vector’s ele-
ments being time-discounted utility Uj of agent j, cannot form a convex set.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 29 / 69
30. General impossibility result: the Negishi approach
Negishi (1960): solve the social planner problem that maximizes utility of
µU1 + (1 − µ)U2 with 0 ≤ µ ≤ 1 to find a candidate equilibrium in case
there are two consumers.
But we require “feasible” utility vectors (U1, U2, ..) to form a convex set
with candidate equilibrium utility vectors to lie on the boundary of the set
in order for the Negishi approach to work.
“Feasible” is usually described in terms of resource constraints, and in
such a case, we require an allocation result to be Pareto-optimal. But we
may change the definition of what “feasible” is so that feasible utility
vectors do form a convex set, with equilibrium lying on the boundary of
the set. This change is proposed as to accommodate economies with
monopolistic competition.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 30 / 69
31. General impossibility result: the Negishi approach
But we now face the same time inconsistency issue when we solve the
social planner problem:
u1(C1,t)
u2(C2,t)
=
(1 − µ)
µ
β2
β1
t
when there is a resource constraint of:
C1,t + C2,t ≤ ....
where .... does not contain any of C1,t and C2,t. Thus in case we can
change the definition of a feasible allocation/utility vector suitably, we get
GIR without necessitating an asset like Bt that “connects” consumers.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 31 / 69
32. General impossibility result: resistance is futile
One may try to escape the general impossibility result by changing utility
function uj to be time-variant, and time preference discount factor βj to
depend on time. This escape route misunderstands what the time
inconsistency issue in the general impossibility result is. We still get for the
two consumers deciding at t = 0:
u1,t=0(C1,t=0)
u2,t=0(C2,t=0)
=
(1 − µ)
µ
u1,t=1(C1,t=1)
u2,t=1(C2,t=1)
=
(1 − µ)
µ
β2
β1
where βj is time preference discount factor for utility arising from
consumption at t = 1 when deciding at t = 0. And this is the problem.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 32 / 69
33. General impossibility result: resistance is futile
Consider CRRA utility such that ut(C) = C−σt . Then we realize that
computing consumption at t = 1 allows us to compute consumption ratio
at t = 0 without referencing other non-consumer details of economy at
t = 0.
It is only by sheer coincidence that this can be made consistent - that is
the problem.
It is possible to evade GIR by making a consumer have some form of
inertia. One straightforward example is consumers respecting expectations
formed in the past when there is multiplicity of possible equilibria. But
DSGE, in spirit, is forward-looking. Thus this evasion strategy is
non-standard.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 33 / 69
34. General impossibility result: conclusion
We thus should not expect existence of a time-consistent sequential
equilibrium, and in general, DSGE models are in trouble. For the canonical
New Keynesian model with a representative consumer, the illusion of
having solved for an equilibrium has been possible because one has been
violating the TVC for Bt, or an interest rate rule does not make sense
because Bt = 0 in any circumstance, leaving central bank bond market
effectively non-existent and interest rate policy ineffective.
Why did everyone not detect this? One reason: DSGE models in general
have no closed-form solutions. So one must use approximations and
numerical methods to solve for an equilibrium. Any sign of inconsistency
in a model simulation can easily be misread as an approximation error.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 34 / 69
35. Toward Analysis 2
We can easily note that in the original form of GIR, it is Bj,t and it that are
causing the problem - common it for Bj,t “connects” together consumers
when they were not previously, and this causes time consistency problems.
Also, when there is only one consumer, it was also Bt and the TVC
attached to Bt that were causing problems.
Thus, we evade GIR and TVC issues if we drop Bt as a control variable of
a consumer optimization problem. But how can this be possible? This is
the starting point of Analysis 2.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 35 / 69
36. Table of Contents
1 Overview
2 Analysis 1: a transversality condition issue in an economy with the
representative consumer
3 Analysis 1: equilibrium independence and HANK model
4 Analysis 1: general impossibility result (GIR): equilibrium does not exist
due to time consistency issues
5 Analysis 2: Can central bank impose its monetary policy rule? Modern
Policy Ineffectiveness Proposition
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 36 / 69
37. Overview of Analysis 2
Because of the general impossibility result, Bt should not be a control
variable of a consumer optimization problem.
This creates equilibrium indeterminacy issues, which we address by
learning mechanisms. Equilibrium indeterminacy issues arise in many
DSGE models even without the modification, so we cannot avoid
discussing learning mechanisms anyway. An example of the canonical New
Keynesian model is used to show that even before dropping a control
variable, there are equilibrium selection issues.
The required modification to DSGE models implies the Modern Policy
Ineffectiveness Proposition, which asserts that monetary policy in form of
an interest rate policy is ineffective, given that agents have no a priori
reason why an interest rate policy has to be effective. We then provide a
escape route from this ineffectiveness proposition.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 37 / 69
38. Equilibrium indeterminacy may not really be a problem
Dropping Bt as a control variable of a consumer optimization problem can
lead to equilibrium indeterminacy.
However in many models, how agents actually learn (along with their
subjective expectation) is required to make sense of them. That is, we
cannot only study rational expectation equilibria. This is especially the
case when more than one rational expectation equilibria (REE) exist in a
model, which requires actual learning mechanisms to provide us which
REE is relevant.
Despite lack of rational expectation equilibrium determinacy, it is possible
that agents come to learn one equilibrium. We will approach this question
from the example of the canonical New Keynesian model.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 38 / 69
39. The canonical New Keynesian model with modification
Because of the general impossibility result and the TVC issue, we need to
modify the consumer optimization problem in the canonical New
Keynesian model:
max
{Ct ,Nt }
∞
t=0
βt (Ct)1−σ − 1
1 − σ
−
(Nt)1+ϕ
1 + ϕ
instead of
max
{Ct ,Nt ,Bt }
∞
t=0
βt (Ct)1−σ − 1
1 − σ
−
(Nt)1+ϕ
1 + ϕ
In both cases, they are subject to tbe budget constraint of:
PtCt + (1 + it)−1
Bt ≤ WtNt + Ft + Bt−1
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 39 / 69
40. The canonical New Keynesian model with modification
Some brief explanations of variables: Ct refers to consumption of the
representative consumer, Nt refers to labor of the representative agent
utilized, Bt refers to quantity of central bank bonds, Wt refers to wage, Pt
refers to price level, Ft refers to profits of firm fully redistributed to the
representative consumer at each period because the consumer is a
shareholder of each firm.
The modification is that Bt is dropped from control variables of the
optimization problem. This invalidates the use of the IS equation in the
modified model.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 40 / 69
41. The canonical New Keynesian model
The typical derived three equations of the canonical New Keynesian go,
after log-linearization: IS equation (representative consumer):
˜yt = Et [˜yt+1] − σ−1
(it − Et [πt+1] − rn
t )
PC equation (firms):
πt = βEt [πt+1] + κ˜yt
MP equation (monetary policy, Taylor rule):
it = ρ + φππt + φy ˜yt
The three log-linearized equilibrium conditions of the canonical
three-equation (IS-MP-PC) New Keynesian model. The model is very
basic, but still captures the core aspects of New Keynesian analysis. ˜y
refers to output gap, it nominal interest rate, π inflation rate, rn
t natural
rate of interest.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 41 / 69
42. The canonical New Keynesian model with modification
The modified model cannot have the IS equation, and the PC equation
needs to be changed as well. However, we may be able to save the IS
equation in a different form.
The IS equation in the modified model refers to how the consumer came
to learn relationship between current consumption and expected future
consumption.
˜yt = Et [˜yt+1] − σ−1
(im,t − Et [πt+1] − rn
t ) (IS-learning equation)
Notice that it of the IS equation is replaced with im,t in the IS-learning
equation.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 42 / 69
43. IS-learning equation
im,t may not be equal to it - after all, one does not have to interpret im,t
as having anything to do with interest rate set on central bank bonds Bt.
Since we have not specified on how agents set im,t, the IS-learning
equation is largely a template to build upon. But we do not need to
specify an exact learning mechanism to make crucial observations.
This justifies the use of the IS-learning equation in place of the IS
equation, but we then must ask whether central bank can enforce
im,t = it. The answer turns out to be no.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 43 / 69
44. IS-learning equation
Agents may not even believe that it is a relevant factor in forming an
expectation, especially in case they believe monetary policy is neutral. But
this point holds regardless of monetary neutrality, given that a monetary
policy rule, or an interest rate rule, has interest rate determined by
economic variables. Thus, as far as an interest rate rule does not change,
agents may not feel a need to reference it in forming expectations.
From now on, we assume that agents do not initially reference it in
forming expectations.
The question is, what if central bank changes monetary policy? Would
agents be forced revise their expectations? The answer is no.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 44 / 69
45. Rationale for dropping Bt as a control variable
But what is economic justification for dropping Bt as a control variable?
Consumers may consider Bt as a vehicle to implement their plans and
expectations. That is, they consider Bt after they have chosen other
variables. This is not entirely unreasonable - the Walras law for general
equilibrium models states that if all markets other than one are in
equilibrium, then all markets must be in equilibrium as well.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 45 / 69
46. Rationale for dropping Bt as a control variable
Furthermore, it is unreasonable to argue that agents cannot form some
definite economic outcomes when central bank bond markets do not exist,
regardless of existence of economic frictions such as price stickiness.
We assert that agents can form some equilibrium based on learning
mechanisms even when central bank bond markets are missing. Thus,
monetary policy as an interest rate policy works, if it does work, to change
equilibrium for better - purpose is not about allowing agents to form an
equilibrium.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 46 / 69
47. Modern Policy Ineffectiveness Proposition
We thus now arrive at the Modern Policy Ineffectiveness Proposition
(MPIP). If we have Bt dropped as a control variable and consumers have
learning mechanisms that do not directly utilize it and Bt, then there is no
way that a pure interest rate policy can be effective. This is true by how
an optimization problem of a consumer was modified.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 47 / 69
48. Overview of temporary digressions
We now make slight digressions, as stated in the beginning of Analysis 2:
we discuss the equilibrium indeterminacy and selection issues of the
canonical New Keynesian model, which serves as an example on why
learning is critical in understanding a DSGE model.
Thus until we return to the Modern Policy Ineffective Proposition (MPIP),
we will ignore the issue of the IS-learning equation being different from the
IS equation. Thus until MPIP is discussed again, im,t = it.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 48 / 69
49. New-Keynesian monetary policy
In the canonical New Keynesian model, monetary policy operates by
setting it, assuming present time is t = 0.
Monetary policy affects economy only with expected nominal interest rate
path. A Taylor rule gives us central bank’s desired monetary policy.
The MP equation becomes a Taylor rule, when given appropriate
coefficient restrictions for ensuring equilibrium uniqueness via the
Blanchard-Kahn condition.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 49 / 69
50. Interest rate path does not provide equilibrium uniqueness
Suppose that expectations of future inflation rate are already known, and
let expected interest rate path be known as well. Does this allow us to
determine how agents would decide consumption/output?
The answer is yes. Thus the consumer optimization problem, which
assumes that price path and interest rate path are already known, is
guaranteed some solution.
But: unfortunately, from the combination of IS-PC equations and given
interest rate path, we cannot still determine the expected equilibrium path.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 50 / 69
51. Interest rate path does not provide equilibrium uniqueness
In the traditional general equilibrium understanding of the consumer
optimization problem, since central bank bond decisions only affect the
representative consumer, the MP equation has no role other than just
providing expected nominal interest rate path. The consumer and firm
optimization problems, in this understanding, must not directly factor in
the MP equation - they only must factor in expected nominal interest rate
path.
Reminder: DSGE is a dynamic sequential modification of Arrow-Debreu
general equilibrium models that have agents deciding based on a given
price vector, which includes interest rates.
In the traditional general equilibrium understanding thus, the MP equation
can only reflect the desired relationship between economic variables that
central bank aims.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 51 / 69
52. Interest rate path does not provide equilibrium uniqueness
That the MP equation can only reflect the desire central bank has would
not matter if one can determine a unique equilibrium using given nominal
interest rate path and IS-PC equations. The problem is that we cannot.
However, in the contemporary understanding of DSGE models, there is
emphasis on learning, and we will explore how learning may change the
above view.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 52 / 69
53. Objectives of temporary digressions
There are two problems in determining a unique equilibrium:
Even for the solution of the combined IS-MP-PC equations, there are
infinitely many equilibria.
Agents must believe in the MP equation in order for the MP equation
to be operative. Thus, how does central bank make agents believe in
the MP equation it announces?
We tackles these two issues as to possibly allow determination of a unique
equilibrium, evolving around how agents must decide and learn. We then
show why making agents believe in the right MP equation and
expectations that support an intended equilibrium may be impossible.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 53 / 69
54. Backward induction and equilibrium determinacy in DSGE
models
Typically, DSGE models have infinitely many equilibria. Thus, one must
choose one equilibrium out of those.
The logic of forward-looking DSGE models is that solution checking must
be possible by setting expectations of future outcomes in an optimally
consistent way and use these to determine present-time outcomes
recursively. This essentially is a backward induction strategy.
There are equilibria that cannot be obtained from the backward induction
strategy - we may consider them to be invalid equilibria.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 54 / 69
55. Backward induction and equilibrium determinacy in DSGE
models
For an infinite-duration model, in order for this to work, we need to have a
stable future limit. This is essentially what one means by selecting a
locally-bounded equilibrium in DSGE models.
If parameters of a log-linearized model satisfy the Blanchard-Kahn
condition, then there exists one locally-bounded equilibrium, which ensures
equilibrium uniqueness/determinacy.
If a solution for the log-linearized model is not locally bounded, then there
exists no stable future limit for the solution such that backward induction
can be used.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 55 / 69
56. Backward induction and equilibrium determinacy in DSGE
models
Because of reliance on a log-linearized approximative model, it is possible
that an equilibrium eliminated can turn out to be a valid locally bounded
equilibrium on a different steady-state log-linearization procedure.
If a full non-linear model only allows for one steady-state, then this is not
a problem.
If not, then in order to eliminate this issue, we require central bank to be
able to enforce a particular steady state. Example: 2% inflation target
(steady state), combined with the Taylor rule (MP equation).
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 56 / 69
57. Backward induction and equilibrium determinacy
But this does not give us how central bank may enforce the steady state
target, though easy to implement theoretically: if central bank detects
deviation from the target, then reacts in discretionary ways - such as
controlling money supply, or discretionary policy on nominal interest rate -
but discretion restricted for implementing a monetary policy rule.
When ZLB (zero lower bound) is there, we often do have two steady-state
equilibria. Thus the concern of how central bank enforces one particular
steady-state becomes a valid issue.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 57 / 69
58. Backward induction and equilibrium determinacy
The explanation given is already in Michael Woodford’s [Interest and
Prices], but with details missing or unclear in the book. Missing details:
the backward induction foundation and the role steady state plays in this
foundation.
The argument/explanation is not without objections - for example, see
Cochrane (2017) argues that a locally bounded equilibrium is too sensitive
to future outcomes that are very far away from now.
Also, one may complain that this is like assuming away tendency of
equilibrium toward the long-run reference equilibrium, instead of explaining
tendency. After all, why do we have to solve an equilibrium with the
backward induction strategy? Other strategies are not naturally
forward-looking, but still do not necessarily contradict forward-looking
nature of models. Thus depends on how we view backward induction as
fundamental for forward-looking models.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 58 / 69
59. Backward induction and equilibrium determinacy
In a way, the locally bounded equilibrium constraint takes a role that a
transversality condition used to take to secure a unique equilibrium. In the
modified canonical New Keynesian model a TVC no longer applies, so this
comes to matter in such a case.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 59 / 69
60. ZLB and equilibrium determinacy
Zero lower bound (ZLB) complicates equilibrium determinacy matters.
The problem is that once agents reach the ZLB, then there is not much
central bank can do with conventional policy to escape it.
Again from Woodford’s
[Interest and Prices]. The
45-degree line represents
the Fisher equation:
it = r + Et[πt+1], with r
assumed to be constant.
The bold line represents
the simple Taylor rule of
it = ρ + φππt.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 60 / 69
61. ZLB and equilibrium determinacy
A locally-bounded equilibrium,
initially not considering ZLB, in
this setting must satisfy
Et[πt+1] = πt. If agents start
from any equilibrium that is not
at intersection of the Taylor rule
and the Fisher equation, then
inflation diverges away either
toward positive infinity or
negative infinity. The arrows
trace out how inflation changes
over time, starting from A.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 61 / 69
62. ZLB and equilibrium determinacy
But if ZLB is there (here ZLB is
zero nominal interest rate), then
if agents start from an
equilibrium that is below the
intended equilibrium inflation
rate, then we reach the ZLB
steady state. This equilibrium
path is indeed a locally-bounded
equilibrium path!
If central bank fails to respond
aggressively before reaching ZLB,
then conventional monetary
policy can do not much.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 62 / 69
63. ZLB and equilibrium determinacy
Suppose that economy is stuck at ZLB. Central bank wishes agents to
return to the intended equilibrium. What can it do in conventional interest
rate-based monetary policy?
Because of ZLB, it cannot lower nominal interest rate to raise inflation.
When real interest rate rt is assumed to be constant, this conventional
understanding of lowering nominal interest rate to raise inflation is
contradictory according to the Fisher equation.
After all, why not just raise nominal interest rate as to reach the intended
equilibrium? Assuming agents are forward-looking, past history does not
matter for determination of present and future outcomes. One can raise
nominal interest rate but still not violate the Taylor rule and the Fisher
equation and achieve the intended equilibrium.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 63 / 69
64. ZLB and equilibrium determinacy
New Keynesian models typically have sticky price such that real interest
rate rt is affected by monetary policy as well. In such a case, to raise
inflation rate in short-run, one needs to lower nominal interest rate, which
is blocked by ZLB. Thus one seems to be stuck at ZLB.
If we forget about learning issues for now, then it is still possible, even in
sticky-price models, that central bank simply raises nominal interest rate
to implement the intended equilibrium, and still not violate the Taylor rule
and the Fisher equation. This is now often referred to as a Neo-Fisherite
position. Again, agents are assumed to be forward-looking, so past
expectation history does not matter here.
Question: Is the Neo-Fisherite position really tenable?
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 64 / 69
65. Learning
What we need to ask is this: even if agents try to cling onto ZLB
steady-state expectations of future outcomes, can central bank act to
enforce change of expectations but still maintain the Taylor rule?
We ask a more general question: can central bank change either the MP
equation (for example, its parameters/coefficients) or expectations agents
have using an interest rate policy? We will see that the answer is no.
We now return to the general case of it = im,t and the modified canonical
New Keynesian model. We may rephrase the question as follows: can
central bank act by an interest rate policy to enforce it = im,t? The
answer is no, as we have already seen, unless agents already believe that
monetary policy matters for economic outcome.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 65 / 69
66. What about monetary policy that is not interest
rate-based?
MPIP does not invalidate monetary policies that are not purely interest
rate-setting policies. In reality, central bank can control monetary
quantities by selling and purchasing government bonds, which also act as
collaterals. If monetary quantities matter in an economy - one convenient
modeling trick being the money-in-utility idea - then an interest rate rule
really is a convenient surrogate and a summary for monetary quantity
controls. Modeling this requires allowing for several types of central bank
bonds of different maturity, and carefully modeling benefits of money and
monetary assets.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 66 / 69
67. But a turn...
This seems to spell an end to a purely interest rate-based monetary policy.
But there is a way to escape: since Bt is dropped from control variables of
consumer optimization problems, we now can allow for interest rate of
central bank bonds diverging from market interest rates.
If there is heterogeneity in information, then it is possible that agents
know different market interest rates. Because interest rates on central
bank bonds are publicly announced, they can reasonably be assumed to be
known by everyone. From this view, interest rates on central bank bonds
form lower bounds of possible market interest rates.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 67 / 69
68. Conclusion for Analysis 2
The modern policy ineffectiveness proposition (MPIP) arises from the
general impossibility result, which requires us to sacrifice central bank
bonds Bt as a control variable of a consumer optimization problem.
MPIP states that an interest rate policy is ineffective, unless learning
mechanisms and beliefs of agents already accept that interest rate policy
matters.
We can escape MPIP easily - one easy alternative, as said before, is to
adopt an alternative monetary policy. What MPIP then invalidates is the
concept of monetary policy in cashless economy.
But we can even save an interest rate policy, if we re-interpret interest
rates on central bank bonds as setting lower bounds on market interest
rates.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 68 / 69
69. Conclusion
Even though ways to escape the general impossibility result (GIR) and the
modern policy ineffective proposition were provided, they still imply that
the conventional understanding of DSGE models is not tenable, and we
need to have a new consistent understanding of DSGE models.
There always have been something weird about DSGE models endorsing
the single rate of interest idea, when we know that in Arrow-Debreu
general equilibrium models (ADM models), there usually are multiple rates
of interest. We now know that intuitive suspicions against DSGE models
are indeed justified by theoretical analysis.
William Heartspring Reconsidering DSGE September 2, 2019 (ver 1.0) 69 / 69