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Intro to Macro:

  • Federal gov’t uses data to observe “unemployment”

    • Two programs 

      • BLS - collects data

      • BEA - analyzes data 

    • Unemployment needs to meet requirements 

      • 16+ 

      • Looking for work 

      • Not disabled/in a mental institution 

  • Labor Force = (Unemployed + employed)

    • Unemployment rate: percentage of labor force that is unemployed

    • Labor Force Participation Rate 

      • % of the population that is either working or actively looking for work

      • (Labor Force ÷ Civilian Noninstitutional Population) x 100

  • Issues w Calculating Unemployment

    • Discouraged workers - people don’t look for jobs (ex: covid)

    • Part-time workers

    • Numbers can be manipulated (i.e. 2010 and 2012 census data) 

      • People were struggling post COVID, but is not reflected in unemployment 

    • Underestimates the unemployment rate during bad economic times 

      • Ppl who have multiple part time jobs are considered employed

  • Four Type of Unemployment

    • Seasonal

      • Business shuts down during certain seasons (ex. Six flags)

    • Cyclical

      • Follows the business cycle 

        • Demand goes up, more people required to make it 

        • Business cycle 

          • Peaks 

          • Troughs 

          • Expansion

          • Recession 

    • Frictional

      • When you leave a bad job for a better job 

      • Most favorable -- creates a PPF curve that is minorly inside of the curve 

    • Structural 

      • Overall structural change in the economy changes the jobs that are needed 

        • Fields have machinery instead of farm animals 

          • Produces at a different efficiency 

  • Discouraged Workers

    • Discouraged workers - people don’t look for jobs (ex: covid)


  • Inflation (Demand Pull / Cost Push)

    • Purchasing power

      • How much does my dollar buy me?

    • Demand Pull - Excessive spending relative to output

      • Too many dollars are chasing too few goods

        • Demand increases, price goes up 

      • Central bank issues too much money

    • Cost Push - Due to a rise in per-unit input costs

      • The costs of inputs are rising, and thus the cost of goods and services rising along with them

      • Supply shocks

      • Reduces real output; redistributes a decreased level of real income


  • 😩 Pegging 🧚 Currencies 

    • the practice of attaching or tying a currency's exchange rate to another country's currency

  • GDP = C + I + G + Nx

    • When GDP contracts, prices tend to go down and unemployment rises


  • "Full Employment"

    • Achieving the natural rate of unemployment (~4-6% unemployment)

    • Unemployment helps create some good things (peopel leaving bad jobs for better ones)

  • Income is influenced by age, sex, education, family background…

  • Price Indexes 

    • Price Index = (cost of basket today / base year) x 100

    • CPI - cornucopia of goods that everybody buys 

      • i.e. eggs, butter, cheese, milk, household cleaners, soap, etc. 

      • CPI has limitations on consumer preferences or changes in what “everyone” owns 

      • Quality of products change overtime (i.e. Hershey’s chocolate bars) 

    • Chapwood - compares the national CPI index to their city-level series

  • Purchasing Power Parity (PPP) 

    • Big Mac Index

      • If you can buy a burger here, you should be able to sell the dollar for euros and buy a burger in Europe (BUT YOU CANT LOL)

      • Comparing the economic value across countries 

    • Exchange Rates, Taxes/Fees, Labor, etc. 

      • The cost of labor in different countries and the unemployment rates change the value of products and services

      • Cost of exchanging the different monetary types 

    • Inflation causes purchasing power to diminish as the value of money goes down 

      • Diminished quantity and quality to try and keep up with inflation 

      • Price wars between companies 

      • When inflation is high, firms tend to take out loans, hire new employees, etc. as money is cheap 

      • When inflation is low, unemployment rises 

  • “Interest Rate” - the price of (borrowing) money 


  • Modern Economic Growth 

    • GDP per capita continues to rise 


  • Saving

    • Trading off current money for future consumption 

  • Investment 

    • Financial investment 

    • Economic investment 

    • “Future Production” 

  • Sticky Prices - noticed by Keynes 

    • Prices do not change 

    • Menu prices, coin operated machines, etc. 

      • Cost of changing menu prices prevents them from changing prices 

  • Flexible Prices 

    • Lobster, gasoline (in the US), etc. 

      • Lobster depends on how much is in stock that day 

  • Uncertainty, Expectations, and Shocks

    • The future is uncertain

    • Expectations affect investment

    • Shocks

      • What happens is not what you expected

    • Demand shocks - a sudden event that increases or decreases demand for goods or services temporarily

    • Supply shocks - an unexpected event that changes the supply of a product or commodity, resulting in a sudden change in price

  • Hayek - wants the market free; blames low interest rates 

  • Keynes - wants to steer the market; blames “animal spirits” 

    • Pushes for spending and stocks (1920s)

    • 1914 - WW1 created; federal banks made

  • Multiplier - gov’t spending of one dollar will add to the GDP by a “multiplied” ratio 

  • Liquidity trap - no money is spent or given to the economy as ppl are hoarding their money 

    • Money is stuck in the banks

    • Intended to be solved with a trade deficit--import > export 

      • Making the situation worse

  • WHAT IS GDP? - a dollar measure of production

    • Using dollar values creates problems

  • Two Approaches to GDP

    • Income Approach

      • Count income derived from production

      • Wages, rental income, interest income, profit

      • GDP = W + R + i + PR

        • W: Salaries, wages, and fringe benefits (ex. health or retirement) includes unemployment insurance and government taxes for Social Security

        • R: Income received from property received by households (ex. Royalties from patents, copyrights, assets, and imputed rent)

        • I: Income received by households through the lending of money to corps and businesses; government and household interest payments are not included

        • PR: Amount firms have left after paying rent, interest on debt, and employee compensation; GDP involves accounting profit and not economic profit profits earned by businesses

    • Expenditures Approach

      • Count sum of money spent buying the final goods

      • Who buys the goods?

      • GDP = C + I + G + Nx

        • C: 

          • Durable goods

          • Nondurable (Consumer) Goods

          • Consumer expenditures for goods and services

          • DOmestic plus foreign goods produced

        • I: 

          • Machinery, equipment, and tools

          • All construction

          • Changes in inventory

          • Creation of new capital assets

          • Noninvestment transactions excluded

        • G:

          • Expenditures for goods and services

          • Expenditures for publicly owned capital

          • Excludes transfer payments

        • Nx

          • Export - Import = (X-M)

  • Nominal vs. Real GDP

    • Nominal GDP - not including inflation

      • Uses prevailing price

    • Real GDP - including inflation

      • Reflect changes in prices

      • Use base year price


  • Price Index = Price of market basket/price of same basket * 100

  • Economic Growth 

    • Increase in real GDP/real GDP per capita 

      • Percentage rate of growth 

      • Growth as a goal 

      • Arithmetic of growth: Rules of 70

        • ~years needed to  double real GDP = 70/annual percentage rate of growth 

  • Institutional Structures of Growth

    • Strong property rights

    • Patents and copyrights, etc…

  • Unequal burdens 

    • Economic changes may not affect all groups the same

    • Factors include

      • Occupation

      • Age

      • Race

      • Gender 

      • Etc. 

  • Non Economic Costs

    • Lost of skills/self respect 

    • Moral

    • Family unit problems

    • Poverty

    • Racial and ethnic tensions 

    • Suicide, homocide, etc. etc. 

  • The 4 phases of the business cycle (Expansion, Recession, Peak, Trough)

    • Expansion:the economy experiences relatively rapid growth, interest rates tend to be low, and production increases

    • Peak: when growth hits its maximum rate. Prices and economic indicators may stabilize for a short period before reversing to the downside.

    • Recession: growth slows, employment falls, and prices stagnate. As demand decreases, businesses may not immediately adjust production levels, leading to oversaturated markets with surplus supply and a downward movement in prices

    • Trough: reached when the economy hits a low point, with supply and demand hitting bottom before recovery. The low point in the cycle represents a painful moment for the economy, with a widespread negative impact from stagnating spending and income

  • GDP (Nominal, Real, Per Capita etc), Aggregate Demand, Formula, Net Exports (X-M)

    • GDP - measure of aggregate output; the attempt to calculate how many good and services we are able to produce 

    • Monetary vs. Weight Measure 

    • Avoid multiple counting 

      • Market value of final goods 

      • Ignore intermediate goods

      • Count value added

    • Shortcomings 

      • Nonmarket activities

        • barters/favors

          • They are a form of productivity, but its not counted

      • Leisure

        • Sux to be happy ig

        • Does not get counted

      • Improved product quality

      • The underground economy

        • Drugs

      • GDP and the environment

        • Pollution 

      • Composition and distribution of  the output

      • Non Economic sources of well-being

      • Household Production

        • Living at home; housewives 

    • Nominal value - excludes inflation 

      • Price expressed in today’s dollars

      • ex) $100 i get today, nominal value will still be $100 next yr

    • Real value - includes inflation 

      • Value expressed in purchasing power, which varies with the overall price level 

      • ex) $100 i get today, its real value a year later will depend on the purchasing power of money 

        • If inflation, the real value of the $100 is diminished

  • Final / Intermediate Goods

    • Final Goods 

      • Ignoring intermediate goods, just counting the value that is added 

      • Excludes: 

        • Public transport payments 

        • Private transfer payments 

          • Purchase of movie tickets included BUT getting the money from your parents is not 

        • Stock/bond market transactions 

        • Intermediate goods 

          • Not counting when production groups purchase materials

          • Ex. Don’t count parts bought to make a car only the price the car sold for 

        • Second-hand sales

          • Goodwill 

        • Domestic firms producing/selling abroad (GNP) 

          • Toyotas made in Japan sold here 

    • Intermediate Goods 

      • Bought in the process of making a product to sell 

  • Government Transfer Payments

  • "Full Employment"

    • Achieving the natural rate of unemployment (~4-6% unemployment)

    • Unemployment helps create some good things

  • Unemployment / Labor Force Participation Rate, Definitions and how it's calculated.

    • Unemployment needs to meet requirements 

      • 16+ 

      • Looking for work 

      • Not disabled/in a mental institution 

    • Calculated by doing (unemployed population) / (labor force)

    • Labor Force Participation Rate 

      • % of the population that is either working or actively looking for work

      • (Labor Force ÷ Civilian Noninstitutional Population) x 100

  • Types of Unemployment

    • Seasonal

      • Business shuts down during certain seasons (ex. Six flags)

    • Cyclical

      • Follows the business cycle 

        • Demand goes up, more people required to make it 

    • Frictional

      • When you leave a bad job for a better job 

      • Most favorable -- creates a PPF curve that is minorly inside of the curve 

    • Structural 

      • Overall structural change in the economy changes the jobs that are needed 

  • Discouraged Workers

    • Discouraged workers - people who don’t look for jobs (ex: covid)

  • Inflation (Demand Pull / Cost Push)

    • Purchasing power

      • How much does my dollar buy me?

    • Demand Pull - Excessive spending relative to output

      • Too many dollars are chasing too few goods

        • Demand increases, price goes up 

      • Central bank issues too much money

    • Cost Push - Due to a rise in per-unit input costs

      • The costs of inputs are rising, and thus the cost of goods and services rising along with them

      • Supply shocks

      • Reduces real output; redistributes a decreased level of real income

  • Supply & Demand Shocks

    • Shocks - what happens is not what you expect 

      • Demand shocks - sudden drop/increase in demand (tax cuts or stimulus checks)

      • Supply shocks - unforeseen drop or increase of supply 

        • i.e. natural disasters cause supply to drop rapidly 

  • "Sticky Prices" (Menu Prices)

    • Prices that will not change 

    • Cost of changing menu costs more than the menu changes

  • Price Indexes (CPI, Chapwood, etc) and what they do

    • Price Index = (cost of basket today / base year) x 100

    • CPI - cornucopia of goods that everybody buys 

      • i.e. eggs, butter, cheese, milk, household cleaners, soap, etc. 

      • CPI has limitations on consumer preferences or changes in what “everyone” owns 

      • Quality of products change overtime (i.e. Hershey’s chocolate bars) 

    • Chapwood - compares the national CPI index to their city-level series

  • PPF Curve and how GDP / Unemployment pertains to it topically.

    • If we are more productive, it expands

      • GDP is a measurement of production 

    • Unemployment 

      • Curve assumes that we’re using the curve efficiently

        • Making the assumption that unemployment does not reflect productivity below optimal levels 

        • Reallocating labor resources more efficiently

  • BLS (Bureau of Labor Statistics) / BEA (Bureau of Economic Analysis) 

  • "Crowding-Out Effect

    •  increased government borrowing and spending causing a reduction in private spending.

T

Intro to Macro:

  • Federal gov’t uses data to observe “unemployment”

    • Two programs 

      • BLS - collects data

      • BEA - analyzes data 

    • Unemployment needs to meet requirements 

      • 16+ 

      • Looking for work 

      • Not disabled/in a mental institution 

  • Labor Force = (Unemployed + employed)

    • Unemployment rate: percentage of labor force that is unemployed

    • Labor Force Participation Rate 

      • % of the population that is either working or actively looking for work

      • (Labor Force ÷ Civilian Noninstitutional Population) x 100

  • Issues w Calculating Unemployment

    • Discouraged workers - people don’t look for jobs (ex: covid)

    • Part-time workers

    • Numbers can be manipulated (i.e. 2010 and 2012 census data) 

      • People were struggling post COVID, but is not reflected in unemployment 

    • Underestimates the unemployment rate during bad economic times 

      • Ppl who have multiple part time jobs are considered employed

  • Four Type of Unemployment

    • Seasonal

      • Business shuts down during certain seasons (ex. Six flags)

    • Cyclical

      • Follows the business cycle 

        • Demand goes up, more people required to make it 

        • Business cycle 

          • Peaks 

          • Troughs 

          • Expansion

          • Recession 

    • Frictional

      • When you leave a bad job for a better job 

      • Most favorable -- creates a PPF curve that is minorly inside of the curve 

    • Structural 

      • Overall structural change in the economy changes the jobs that are needed 

        • Fields have machinery instead of farm animals 

          • Produces at a different efficiency 

  • Discouraged Workers

    • Discouraged workers - people don’t look for jobs (ex: covid)


  • Inflation (Demand Pull / Cost Push)

    • Purchasing power

      • How much does my dollar buy me?

    • Demand Pull - Excessive spending relative to output

      • Too many dollars are chasing too few goods

        • Demand increases, price goes up 

      • Central bank issues too much money

    • Cost Push - Due to a rise in per-unit input costs

      • The costs of inputs are rising, and thus the cost of goods and services rising along with them

      • Supply shocks

      • Reduces real output; redistributes a decreased level of real income


  • 😩 Pegging 🧚 Currencies 

    • the practice of attaching or tying a currency's exchange rate to another country's currency

  • GDP = C + I + G + Nx

    • When GDP contracts, prices tend to go down and unemployment rises


  • "Full Employment"

    • Achieving the natural rate of unemployment (~4-6% unemployment)

    • Unemployment helps create some good things (peopel leaving bad jobs for better ones)

  • Income is influenced by age, sex, education, family background…

  • Price Indexes 

    • Price Index = (cost of basket today / base year) x 100

    • CPI - cornucopia of goods that everybody buys 

      • i.e. eggs, butter, cheese, milk, household cleaners, soap, etc. 

      • CPI has limitations on consumer preferences or changes in what “everyone” owns 

      • Quality of products change overtime (i.e. Hershey’s chocolate bars) 

    • Chapwood - compares the national CPI index to their city-level series

  • Purchasing Power Parity (PPP) 

    • Big Mac Index

      • If you can buy a burger here, you should be able to sell the dollar for euros and buy a burger in Europe (BUT YOU CANT LOL)

      • Comparing the economic value across countries 

    • Exchange Rates, Taxes/Fees, Labor, etc. 

      • The cost of labor in different countries and the unemployment rates change the value of products and services

      • Cost of exchanging the different monetary types 

    • Inflation causes purchasing power to diminish as the value of money goes down 

      • Diminished quantity and quality to try and keep up with inflation 

      • Price wars between companies 

      • When inflation is high, firms tend to take out loans, hire new employees, etc. as money is cheap 

      • When inflation is low, unemployment rises 

  • “Interest Rate” - the price of (borrowing) money 


  • Modern Economic Growth 

    • GDP per capita continues to rise 


  • Saving

    • Trading off current money for future consumption 

  • Investment 

    • Financial investment 

    • Economic investment 

    • “Future Production” 

  • Sticky Prices - noticed by Keynes 

    • Prices do not change 

    • Menu prices, coin operated machines, etc. 

      • Cost of changing menu prices prevents them from changing prices 

  • Flexible Prices 

    • Lobster, gasoline (in the US), etc. 

      • Lobster depends on how much is in stock that day 

  • Uncertainty, Expectations, and Shocks

    • The future is uncertain

    • Expectations affect investment

    • Shocks

      • What happens is not what you expected

    • Demand shocks - a sudden event that increases or decreases demand for goods or services temporarily

    • Supply shocks - an unexpected event that changes the supply of a product or commodity, resulting in a sudden change in price

  • Hayek - wants the market free; blames low interest rates 

  • Keynes - wants to steer the market; blames “animal spirits” 

    • Pushes for spending and stocks (1920s)

    • 1914 - WW1 created; federal banks made

  • Multiplier - gov’t spending of one dollar will add to the GDP by a “multiplied” ratio 

  • Liquidity trap - no money is spent or given to the economy as ppl are hoarding their money 

    • Money is stuck in the banks

    • Intended to be solved with a trade deficit--import > export 

      • Making the situation worse

  • WHAT IS GDP? - a dollar measure of production

    • Using dollar values creates problems

  • Two Approaches to GDP

    • Income Approach

      • Count income derived from production

      • Wages, rental income, interest income, profit

      • GDP = W + R + i + PR

        • W: Salaries, wages, and fringe benefits (ex. health or retirement) includes unemployment insurance and government taxes for Social Security

        • R: Income received from property received by households (ex. Royalties from patents, copyrights, assets, and imputed rent)

        • I: Income received by households through the lending of money to corps and businesses; government and household interest payments are not included

        • PR: Amount firms have left after paying rent, interest on debt, and employee compensation; GDP involves accounting profit and not economic profit profits earned by businesses

    • Expenditures Approach

      • Count sum of money spent buying the final goods

      • Who buys the goods?

      • GDP = C + I + G + Nx

        • C: 

          • Durable goods

          • Nondurable (Consumer) Goods

          • Consumer expenditures for goods and services

          • DOmestic plus foreign goods produced

        • I: 

          • Machinery, equipment, and tools

          • All construction

          • Changes in inventory

          • Creation of new capital assets

          • Noninvestment transactions excluded

        • G:

          • Expenditures for goods and services

          • Expenditures for publicly owned capital

          • Excludes transfer payments

        • Nx

          • Export - Import = (X-M)

  • Nominal vs. Real GDP

    • Nominal GDP - not including inflation

      • Uses prevailing price

    • Real GDP - including inflation

      • Reflect changes in prices

      • Use base year price


  • Price Index = Price of market basket/price of same basket * 100

  • Economic Growth 

    • Increase in real GDP/real GDP per capita 

      • Percentage rate of growth 

      • Growth as a goal 

      • Arithmetic of growth: Rules of 70

        • ~years needed to  double real GDP = 70/annual percentage rate of growth 

  • Institutional Structures of Growth

    • Strong property rights

    • Patents and copyrights, etc…

  • Unequal burdens 

    • Economic changes may not affect all groups the same

    • Factors include

      • Occupation

      • Age

      • Race

      • Gender 

      • Etc. 

  • Non Economic Costs

    • Lost of skills/self respect 

    • Moral

    • Family unit problems

    • Poverty

    • Racial and ethnic tensions 

    • Suicide, homocide, etc. etc. 

  • The 4 phases of the business cycle (Expansion, Recession, Peak, Trough)

    • Expansion:the economy experiences relatively rapid growth, interest rates tend to be low, and production increases

    • Peak: when growth hits its maximum rate. Prices and economic indicators may stabilize for a short period before reversing to the downside.

    • Recession: growth slows, employment falls, and prices stagnate. As demand decreases, businesses may not immediately adjust production levels, leading to oversaturated markets with surplus supply and a downward movement in prices

    • Trough: reached when the economy hits a low point, with supply and demand hitting bottom before recovery. The low point in the cycle represents a painful moment for the economy, with a widespread negative impact from stagnating spending and income

  • GDP (Nominal, Real, Per Capita etc), Aggregate Demand, Formula, Net Exports (X-M)

    • GDP - measure of aggregate output; the attempt to calculate how many good and services we are able to produce 

    • Monetary vs. Weight Measure 

    • Avoid multiple counting 

      • Market value of final goods 

      • Ignore intermediate goods

      • Count value added

    • Shortcomings 

      • Nonmarket activities

        • barters/favors

          • They are a form of productivity, but its not counted

      • Leisure

        • Sux to be happy ig

        • Does not get counted

      • Improved product quality

      • The underground economy

        • Drugs

      • GDP and the environment

        • Pollution 

      • Composition and distribution of  the output

      • Non Economic sources of well-being

      • Household Production

        • Living at home; housewives 

    • Nominal value - excludes inflation 

      • Price expressed in today’s dollars

      • ex) $100 i get today, nominal value will still be $100 next yr

    • Real value - includes inflation 

      • Value expressed in purchasing power, which varies with the overall price level 

      • ex) $100 i get today, its real value a year later will depend on the purchasing power of money 

        • If inflation, the real value of the $100 is diminished

  • Final / Intermediate Goods

    • Final Goods 

      • Ignoring intermediate goods, just counting the value that is added 

      • Excludes: 

        • Public transport payments 

        • Private transfer payments 

          • Purchase of movie tickets included BUT getting the money from your parents is not 

        • Stock/bond market transactions 

        • Intermediate goods 

          • Not counting when production groups purchase materials

          • Ex. Don’t count parts bought to make a car only the price the car sold for 

        • Second-hand sales

          • Goodwill 

        • Domestic firms producing/selling abroad (GNP) 

          • Toyotas made in Japan sold here 

    • Intermediate Goods 

      • Bought in the process of making a product to sell 

  • Government Transfer Payments

  • "Full Employment"

    • Achieving the natural rate of unemployment (~4-6% unemployment)

    • Unemployment helps create some good things

  • Unemployment / Labor Force Participation Rate, Definitions and how it's calculated.

    • Unemployment needs to meet requirements 

      • 16+ 

      • Looking for work 

      • Not disabled/in a mental institution 

    • Calculated by doing (unemployed population) / (labor force)

    • Labor Force Participation Rate 

      • % of the population that is either working or actively looking for work

      • (Labor Force ÷ Civilian Noninstitutional Population) x 100

  • Types of Unemployment

    • Seasonal

      • Business shuts down during certain seasons (ex. Six flags)

    • Cyclical

      • Follows the business cycle 

        • Demand goes up, more people required to make it 

    • Frictional

      • When you leave a bad job for a better job 

      • Most favorable -- creates a PPF curve that is minorly inside of the curve 

    • Structural 

      • Overall structural change in the economy changes the jobs that are needed 

  • Discouraged Workers

    • Discouraged workers - people who don’t look for jobs (ex: covid)

  • Inflation (Demand Pull / Cost Push)

    • Purchasing power

      • How much does my dollar buy me?

    • Demand Pull - Excessive spending relative to output

      • Too many dollars are chasing too few goods

        • Demand increases, price goes up 

      • Central bank issues too much money

    • Cost Push - Due to a rise in per-unit input costs

      • The costs of inputs are rising, and thus the cost of goods and services rising along with them

      • Supply shocks

      • Reduces real output; redistributes a decreased level of real income

  • Supply & Demand Shocks

    • Shocks - what happens is not what you expect 

      • Demand shocks - sudden drop/increase in demand (tax cuts or stimulus checks)

      • Supply shocks - unforeseen drop or increase of supply 

        • i.e. natural disasters cause supply to drop rapidly 

  • "Sticky Prices" (Menu Prices)

    • Prices that will not change 

    • Cost of changing menu costs more than the menu changes

  • Price Indexes (CPI, Chapwood, etc) and what they do

    • Price Index = (cost of basket today / base year) x 100

    • CPI - cornucopia of goods that everybody buys 

      • i.e. eggs, butter, cheese, milk, household cleaners, soap, etc. 

      • CPI has limitations on consumer preferences or changes in what “everyone” owns 

      • Quality of products change overtime (i.e. Hershey’s chocolate bars) 

    • Chapwood - compares the national CPI index to their city-level series

  • PPF Curve and how GDP / Unemployment pertains to it topically.

    • If we are more productive, it expands

      • GDP is a measurement of production 

    • Unemployment 

      • Curve assumes that we’re using the curve efficiently

        • Making the assumption that unemployment does not reflect productivity below optimal levels 

        • Reallocating labor resources more efficiently

  • BLS (Bureau of Labor Statistics) / BEA (Bureau of Economic Analysis) 

  • "Crowding-Out Effect

    •  increased government borrowing and spending causing a reduction in private spending.

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