Econometrics notes (Introduction, Simple Linear regression, Multiple linear r...Muhammad Ali
Econometrics notes for BS economics students
Muhammad Ali
Assistant Professor of Statistics
Higher Education Department, KPK, Pakistan.
Email:Mohammadale1979@gmail.com
Cell#+923459990370
Skyp: mohammadali_1979
In statistics, regression analysis is a statistical process for estimating the relationships among variables. It includes many techniques for modeling and analyzing several variables, when the focus is on the relationship between a dependent variable and one or more independent variables. More specifically, regression analysis helps one understand how the typical value of the dependent variable (or 'Criterion Variable') changes when any one of the independent variables is varied, while the other independent variables are held fixed. Most commonly, regression analysis estimates the conditional expectation of the dependent variable given the independent variables – that is, the average value of the dependent variable when the independent variables are fixed. Less commonly, the focus is on a quantile, or other location parameter of the conditional distribution of the dependent variable given the independent variables. In all cases, the estimation target is a function of the independent variables called the regression function. In regression analysis, it is also of interest to characterize the variation of the dependent variable around the regression function which can be described by a probability distribution.
Uses of binomial distribution
Conditions for the applicability of binomial distribution
Obtaining coefficients of the binomial
Properties of the binomial distribution
Assumption of binomial distribution
The presentation aims to explain the meaning of ECONOMETRICS and why this subject is studied as a separate discipline.
The reference is based on the book "BASIC ECONOMETRICS" by Damodar N. Gujarati.
For further explanation, check out the youtube link:
https://youtu.be/S3SUDiVpUGU
TOPIC Bench-marking Testing1. Windows operating system (Microso.docxjuliennehar
TOPIC: Bench-marking Testing
1. Windows operating system (Microsoft Windows 10 Pro 10.0.17763) in terms of what the literature says about the efficiencies AND inefficiencies for each in terms of Performance that you will measure (graphics, cpu, memory, file storage). This section should be really detailed and contain subheadings. Basically there are 4 sections.
2. Research what benchmarking is, its purpose, why its a valuable tool for IT managers.
3. Research at least two benchmark tools that you can use in your research (so free and downloadable). 2 for Windows Describe what the benchmark tool is, who developed it, and find a case study where its been used (if possible).
4. Discuss the data and visual reports that the tool will give you so you can compare the results. Be specific here...this is critical to success.
***You need at least 2 references PER fact. You must use APA inline citations.
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 manipulation checks)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
Run factor analysis for x1 and x2 manipulation check questions.
2
x1 MC - Perceived service quality
x2 MC - Perceived contribution to local economy
Compute the composite variable for each x MC.
3
Create x1MC and x2MC.
Run t-test to check if the manipulation is well done.
Test variable (x1MC here):
Interval- or ratio-scaled
variable(s)
Grouping variable (x1 here):
A nominal-scaled variable:
Select two groups that
you want to compare.
Independent-samples t-test
Step 1.
See the sample mean of each group.
See if the mean difference is as expected (e.g., Hi > Low).
Step 2. Levene’s test (Ho: s2group1 = s2group2)
If p-value of Levene’s test > alpha, read the “Equal variances assumed” line.
If p-value < alpha, read the “Equal variances NOT assumed” line.
Step 3. t-test
Read the t-value, which is the test statistics.
And read p-value.
Levene’s test (Ho: s2group1 = s2group2)
The graph confirms a successful manipulation.
6
The service quality of the “High” scenario is perceived to be higher than that of the “Low” scenario.
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 as independent variables)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
Make changes on the names, labels, and measure on the variable view.
Check the measure.
Have the same keys between “Name” and “Label.”
Run factor analysis for ys (dependent variables).
Select “Principal axis factoring” from “Extraction.”
The two-factor solution seems the best as (1) they are over one eigenvalue each and (2) the variance explained for is over 60%.
The new eigenvalues after the rotation.
The rotated factor matrix is clear.
But note that y3 and y1 are collapsed into one factor.
If ...
Econometrics notes (Introduction, Simple Linear regression, Multiple linear r...Muhammad Ali
Econometrics notes for BS economics students
Muhammad Ali
Assistant Professor of Statistics
Higher Education Department, KPK, Pakistan.
Email:Mohammadale1979@gmail.com
Cell#+923459990370
Skyp: mohammadali_1979
In statistics, regression analysis is a statistical process for estimating the relationships among variables. It includes many techniques for modeling and analyzing several variables, when the focus is on the relationship between a dependent variable and one or more independent variables. More specifically, regression analysis helps one understand how the typical value of the dependent variable (or 'Criterion Variable') changes when any one of the independent variables is varied, while the other independent variables are held fixed. Most commonly, regression analysis estimates the conditional expectation of the dependent variable given the independent variables – that is, the average value of the dependent variable when the independent variables are fixed. Less commonly, the focus is on a quantile, or other location parameter of the conditional distribution of the dependent variable given the independent variables. In all cases, the estimation target is a function of the independent variables called the regression function. In regression analysis, it is also of interest to characterize the variation of the dependent variable around the regression function which can be described by a probability distribution.
Uses of binomial distribution
Conditions for the applicability of binomial distribution
Obtaining coefficients of the binomial
Properties of the binomial distribution
Assumption of binomial distribution
The presentation aims to explain the meaning of ECONOMETRICS and why this subject is studied as a separate discipline.
The reference is based on the book "BASIC ECONOMETRICS" by Damodar N. Gujarati.
For further explanation, check out the youtube link:
https://youtu.be/S3SUDiVpUGU
TOPIC Bench-marking Testing1. Windows operating system (Microso.docxjuliennehar
TOPIC: Bench-marking Testing
1. Windows operating system (Microsoft Windows 10 Pro 10.0.17763) in terms of what the literature says about the efficiencies AND inefficiencies for each in terms of Performance that you will measure (graphics, cpu, memory, file storage). This section should be really detailed and contain subheadings. Basically there are 4 sections.
2. Research what benchmarking is, its purpose, why its a valuable tool for IT managers.
3. Research at least two benchmark tools that you can use in your research (so free and downloadable). 2 for Windows Describe what the benchmark tool is, who developed it, and find a case study where its been used (if possible).
4. Discuss the data and visual reports that the tool will give you so you can compare the results. Be specific here...this is critical to success.
***You need at least 2 references PER fact. You must use APA inline citations.
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 manipulation checks)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
Run factor analysis for x1 and x2 manipulation check questions.
2
x1 MC - Perceived service quality
x2 MC - Perceived contribution to local economy
Compute the composite variable for each x MC.
3
Create x1MC and x2MC.
Run t-test to check if the manipulation is well done.
Test variable (x1MC here):
Interval- or ratio-scaled
variable(s)
Grouping variable (x1 here):
A nominal-scaled variable:
Select two groups that
you want to compare.
Independent-samples t-test
Step 1.
See the sample mean of each group.
See if the mean difference is as expected (e.g., Hi > Low).
Step 2. Levene’s test (Ho: s2group1 = s2group2)
If p-value of Levene’s test > alpha, read the “Equal variances assumed” line.
If p-value < alpha, read the “Equal variances NOT assumed” line.
Step 3. t-test
Read the t-value, which is the test statistics.
And read p-value.
Levene’s test (Ho: s2group1 = s2group2)
The graph confirms a successful manipulation.
6
The service quality of the “High” scenario is perceived to be higher than that of the “Low” scenario.
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 as independent variables)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
Make changes on the names, labels, and measure on the variable view.
Check the measure.
Have the same keys between “Name” and “Label.”
Run factor analysis for ys (dependent variables).
Select “Principal axis factoring” from “Extraction.”
The two-factor solution seems the best as (1) they are over one eigenvalue each and (2) the variance explained for is over 60%.
The new eigenvalues after the rotation.
The rotated factor matrix is clear.
But note that y3 and y1 are collapsed into one factor.
If ...
8. A 2 x 2 Experimental Design - Quality and Economy (x1 and x2.docxblondellchancy
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 as independent variables)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
Make changes on the names, labels, and measure on the variable view.
Check the measure.
Have the same keys between “Name” and “Label.”
Run factor analysis for ys (dependent variables).
Select “Principal axis factoring” from “Extraction.”
The two-factor solution seems the best as (1) they are over one eigenvalue each and (2) the variance explained for is over 60%.
The new eigenvalues after the rotation.
The rotated factor matrix is clear.
But note that y3 and y1 are collapsed into one factor.
If not you should rerun factor analysis after removing the most problematic item one at a time.
Repeat this procedure until the rotated factor pattern has
(1) no cross-loading,
(2) no weak factor loading (< 0.5), and
(3) an adequate number of items (not more than 5 items per factor).
If a clear factor pattern is obtained, name the factors.
Attitude and purchase intention (y3 and y1)
Boycotting intention (y2)
Compute the reliability of the items of each factor
Make sure all responses were used.
Cronbach’s a (= Reliability a) must be greater than 0.70. Then, you can create the composite variable out of the member items.
Means and STDs must be similar among the items.
No a here should be greater than Cronbach’s a. If not, you should delete such item(s) to increase a.
Create the composite variable for each factor.
BI = mean (y2_1,y2_2,y2_3)
“PI” will be added to the data.
Go to the Variable View and change its “Name” and “Label.”
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 as independent variables)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
BLOCK 1. Title and introductory paragraph.
Title and introductory paragraph
Plus, background questions
BLOCK 2 to 5. Show one of four treatments randomly.
x1(hi), x2 (hi)
x1 (hi), x2 (low)
x1 (low), x2 (hi)
x1 (low), x2 (low)
BLOCK 6. Questions.
Manipulation check questions (multi-item scales)
y1, y2, and y3 (multi-item scales)
Socio-demographic questions
Write “Thank you for participation.”
The questionnaire (6 blocks)
A 2x2 between-sample design: SQ (Service quality and ECON (Contribution to local economy)
Each of the four BLOCKs consist of:
The instruction: e.g., “Please read the following description of company ABC carefully.”
The scenario: An image file or written statement
(No questions inside the scenario blocks)
Qualtrics Survey Flow (6 blocks)
Manipulation check questions y1, y2, …, yn
Questions to verify that subjects were manipulated as intended. For example, if the stimulus is dollar-amount price, the manipulation check ...
8. A 2 x 2 Experimental Design - Quality and Economy (x1 and x2.docxpriestmanmable
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 as independent variables)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
Make changes on the names, labels, and measure on the variable view.
Check the measure.
Have the same keys between “Name” and “Label.”
Run factor analysis for ys (dependent variables).
Select “Principal axis factoring” from “Extraction.”
The two-factor solution seems the best as (1) they are over one eigenvalue each and (2) the variance explained for is over 60%.
The new eigenvalues after the rotation.
The rotated factor matrix is clear.
But note that y3 and y1 are collapsed into one factor.
If not you should rerun factor analysis after removing the most problematic item one at a time.
Repeat this procedure until the rotated factor pattern has
(1) no cross-loading,
(2) no weak factor loading (< 0.5), and
(3) an adequate number of items (not more than 5 items per factor).
If a clear factor pattern is obtained, name the factors.
Attitude and purchase intention (y3 and y1)
Boycotting intention (y2)
Compute the reliability of the items of each factor
Make sure all responses were used.
Cronbach’s a (= Reliability a) must be greater than 0.70. Then, you can create the composite variable out of the member items.
Means and STDs must be similar among the items.
No a here should be greater than Cronbach’s a. If not, you should delete such item(s) to increase a.
Create the composite variable for each factor.
BI = mean (y2_1,y2_2,y2_3)
“PI” will be added to the data.
Go to the Variable View and change its “Name” and “Label.”
8. A 2 x 2 Experimental Design: - Quality and Economy (x1 and x2 as independent variables)
Dr. Boonghee Yoo
[email protected]
RMI Distinguished Professor in Business and
Professor of Marketing & International Business
BLOCK 1. Title and introductory paragraph.
Title and introductory paragraph
Plus, background questions
BLOCK 2 to 5. Show one of four treatments randomly.
x1(hi), x2 (hi)
x1 (hi), x2 (low)
x1 (low), x2 (hi)
x1 (low), x2 (low)
BLOCK 6. Questions.
Manipulation check questions (multi-item scales)
y1, y2, and y3 (multi-item scales)
Socio-demographic questions
Write “Thank you for participation.”
The questionnaire (6 blocks)
A 2x2 between-sample design: SQ (Service quality and ECON (Contribution to local economy)
Each of the four BLOCKs consist of:
The instruction: e.g., “Please read the following description of company ABC carefully.”
The scenario: An image file or written statement
(No questions inside the scenario blocks)
Qualtrics Survey Flow (6 blocks)
Manipulation check questions y1, y2, …, yn
Questions to verify that subjects were manipulated as intended. For example, if the stimulus is dollar-amount price, the manipulation check.
Micro review 1 for International Economics' students: the simple market model.
If you download this on a computer at the college (or open it on a computer that has PowerPoint), you'll be able to read detailed notes for each slide.
Detail Description about Probability Distribution for Dummies. The contents are about random variables, its types(Discrete and Continuous) , it's distribution (Discrete probability distribution and probability density function), Expected value, Binomial, Poisson and Normal Distribution usage and solved example for each topic.
It gives detail description about probability, types of probability, difference between mutually exclusive events and independent events, difference between conditional and unconditional probability and Bayes' theorem
How to write research proposal?, How to write statement of the problem?, Difference between Research question and hypothesis?, Difference between internal and external validity. Difference between l
This slides gives knowledge about how to define a research question. what are the do's and don'ts while defining research question, steps to define a research questions.examples of research questions
how to sell pi coins at high rate quickly.DOT TECH
Where can I sell my pi coins at a high rate.
Pi is not launched yet on any exchange. But one can easily sell his or her pi coins to investors who want to hold pi till mainnet launch.
This means crypto whales want to hold pi. And you can get a good rate for selling pi to them. I will leave the telegram contact of my personal pi vendor below.
A vendor is someone who buys from a miner and resell it to a holder or crypto whale.
Here is the telegram contact of my vendor:
@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.
how to sell pi coins in all Africa Countries.DOT TECH
Yes. You can sell your pi network for other cryptocurrencies like Bitcoin, usdt , Ethereum and other currencies And this is done easily with the help from a pi merchant.
What is a pi merchant ?
Since pi is not launched yet in any exchange. The only way you can sell right now is through merchants.
A verified Pi merchant is someone who buys pi network coins from miners and resell them to investors looking forward to hold massive quantities of pi coins before mainnet launch in 2026.
I will leave the telegram contact of my personal pi merchant to trade with.
@Pi_vendor_247
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
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
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.
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.
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
where can I find a legit pi merchant onlineDOT TECH
Yes. This is very easy what you need is a recommendation from someone who has successfully traded pi coins before with a merchant.
Who is a pi merchant?
A pi merchant is someone who buys pi network coins and resell them to Investors looking forward to hold thousands of pi coins before the open mainnet.
I will leave the telegram contact of my personal pi merchant to trade with
@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
Turin Startup Ecosystem 2024 - Ricerca sulle Startup e il Sistema dell'Innov...Quotidiano Piemontese
Turin Startup Ecosystem 2024
Una ricerca de il Club degli Investitori, in collaborazione con ToTeM Torino Tech Map e con il supporto della ESCP Business School e di Growth Capital
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
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
3. 1. Comparative static analysis
It used to compare various points of equilibrium when
certain factors change.
It used to compare two different economic outcomes,
before and after a change in some underlying
exogenous parameter
A form of sensitivity or what-if analysis.
5. Market equilibrium
• Assume all variables are
constant except demand.
• If demand shift upper, then
market will reach high
equilibrium price and
quantity.
• What happen if demand
decreases ?
• How it reach new
equilibrium point?
6. Market equilibrium
• Assume all variables are constant
except supply.
• If supply increases, then market
will reach new equilibrium price
and quantity.
• What happen if supply
decreases ?
• How it reach new equilibrium
point? And where it reaches?
7. What if
What happens if
New sellers may enter a market
Existing sellers may exit from a market
Comparative static analysis (How?)
8. Comparative Static Analysis
Step 1: Model the system by using system of
equations.
System
Input Output
Exogenous
Variables (Ex:
Price of Product)
Endogenous
Variables (Ex:
Demand of
product)
System of
equations
9. Comparative Static Analysis
If exogenous variables changes, the endogenous
variables will change
Comparative static analysis examines how these
changes occur.
10. Example : Market for Product
A market is one whereby parties engage in exchange.
First step is to develop a system of equation for market.
First develop an system of an equation to describe the
behavior of buyers.
Second develop an system of an equation to describe the
behavior of sellers.
Finally Develop an system of an equation to describe the
interaction of buyers and sellers.
11. Buyers
Many factors affect willingness of buyer to buy a product but consider only
two; price of product(P) and income of buyer(Y).
D= aY-bP ,a>0, b>0 (derived from theory)
D denote the demand for the product (i.e., the amount of the product which
buyers wish to buy.
a and b are sensitive parameters (Constants).
a measures sensitivity of demand to change in income.
b measures sensitivity of demand to change in price.
12. Let Y = 100, P = 3, a = .5, and b = 2. then D =
(.5)(100) - (2)(3) = 44.
Now, note that if Y increases by 1 (from 100 to 101)
then D increases by a = .5 (from 44 to 44.5),
while if P increases by 1 (from 3 to 4) then D
decreases by b = 2 (from 44 to 42).
If a gets larger, demand becomes more responsive to a
change in income.
If b gets larger, demand becomes more responsive to a
change in price.
13. (ii)Sellers, (iii) Interaction between seller
and buyer
S= cP, c>0
S denote the supply of the product (i.e., the amount
of the product which sellers wish to sell)
S* = D*
14. Second step: Classify the variables
Identify the endogenous variables in model. The
number of endogenous variables should be equal to
the number of independent (or nonequivalent)
equations in the model. (output)
Classify the remaining variables as exogenous
variables
15. Variables
Endogenous variables
Demand (it depends on income and price)
Supply (it depends on price)
Price ( In eq 3, at equilibrium condition together with
demand and supply, determine price P*)
Exogenous variables
Y, a, b, c ( doesn‟t depends on anything)
16. Third step: Isolate endogenous variables
on one side
Solve the model by starting with equilibrium point
Substitute P value in Demand equation
17. Fourth step: Find Comparative static
multiplier
It gives the change in a chosen endogenous variable when a chosen
exogenous variable increases by one unit.
It indicates one unit increase in income leads to increase in P of (a/b + c).
If a = .5, b = 3, and c = 2 result would indicate that, one rupees increase in
income leads to increase the product price of .1 rupees.
18. As Y increases from Y1 to Y2, the equilibrium price level increases from P1 to
P2.
• A total of 12 comparative static
multipliers can be calculated.
• 4 endogenous and 3 exogenous
variable, so 12 comparative static
multiplier we can calculate and
interpret.
19. 2. Linear Programming
Management decisions in many organizations involve trying
to make most effective use of resources (machinery, labor,
money, time, warehouse space, and raw materials) in order
to produce products or provide services.
Ex: A firm want to maximize its profit. But workers and
resources are limited.
Linear programming offers algorithm to compute optimum
way to allocate resource such that output gets maximized or
minimized.
20. Basic Steps to Solve LP Problems
Formulation
Process of translating problem scenario into simple LP model framework with a
set of mathematical relationships.
Solution
Mathematical relationships resulting from formulation process are solved to
identify optimal solution.
Interpretation and What-if Analysis
Problem solver or analyst works with the manager to Interpret results and
implications of problem solution.
Investigate changes in input parameters and model variables and impact on
problem solution results.
21. Problem
How many bowls and mugs should be produced to
maximize profits given labor and materials constraints?
Product resource requirements and unit profit:
Total labor hours available is 40 hours and total clay is
120 lb.
24. Optimal point
Optimal solution is the point in feasible region that produces
highest profit
There are many possible solution points in region.
How do we go about selecting the best one, one yielding
highest profit?
Let objective function (that is, $$40x1 + $50x2) guide one
towards optimal point in feasible region.
Plot line representing objective function on graph as a
straight line.
25. Optimal Points
It is a very important property of Linear Programming
problems: This property states optimal solution to LP problem
will always occur at a corner point.
It is possible to do what if analysis: what
happen if you increases bowls and mugs
prices.
26. 3. Game theory
The analysis of competitive situations (or situations of
conflict) using mathematical models
Economist use it for auctions, bargaining, merger pricing,
oligopolies etc.
27. Key ingredients of Game theory
One or more players – participants, each may be an individual, a group or
organisation, a machine, and so on.
One or more moves (or choices) – where a move is an action carried out
during the game, including chance moves (when “nature plays a hand”) as in
the toss of a coin.
A set of outcomes – where an outcome is the result of the completion of one
or more moves
[e.g. game of chess may end in checkmate or a draw]
Payoff – an amount received for a given outcome.
Finally, a set of rules which specify the conditions for the players, moves,
outcomes and payoffs.
28. Game theory
What is it about?
Fundamentally about the study of decision-making
Investigations are concerned more with choices and
strategies than „best‟ solutions.
It seeks to answer the questions:
What strategies are there?
What kinds of solutions are there?
29. Defining Games
Two ways of representation
Matrix form: List what payoffs get as a function of their
actions
It is as if players moved simultaneously
Extensive Form: Includes timing of moves
Players move sequentially, represented as a tree
Chess: white player moves, then black player can see white‟s move
and react...
Keeps track of what each player knows when he or she makes
each decision
30. Example 1: Matching Pennies
Two player game. One player want to match, other
want to mismatch
(1,-1) (-1,1)
(-1,1) (1,-1)
Head Tail
Player 1
Player 2