ECON 102: Introduction to Macroeconomics
Estimated study time: 1 hr 6 min
Table of contents
Sources and References
Primary textbook — Michael Parkin and Robin Bade, Macroeconomics: Canada in the Global Environment, 12th Canadian Edition (Toronto: Pearson, 2025).
Supplementary texts — N. Gregory Mankiw, Macroeconomics, 11th Edition (Worth Publishers, 2022); Olivier Blanchard, Macroeconomics, 8th Edition (Pearson, 2021); CORE Team, The Economy (Oxford University Press, 2017).
Online resources — Bank of Canada (bankofcanada.ca); Statistics Canada (statcan.gc.ca); FRED Economic Data (fred.stlouisfed.org); MIT OpenCourseWare, 14.02 Principles of Macroeconomics; IMF World Economic Outlook database.
Chapter 1: What Is Economics?
1.1 Scarcity, Choice, and Opportunity Cost
Economics begins with one inescapable fact: human wants exceed the resources available to satisfy them. This condition — scarcity — forces every society to make choices, and every choice entails an opportunity cost, defined as the highest-valued alternative forgone. These concepts, already encountered in microeconomics, apply with equal force at the aggregate level. When the Government of Canada devotes billions of dollars to health care, the opportunity cost is measured in forgone spending on infrastructure, education, or debt reduction. Macroeconomics studies how entire economies navigate these trade-offs, asking why some nations grow rich while others stagnate, why millions of workers sometimes lose their jobs simultaneously, and why the general level of prices can spiral upward or, more rarely, downward.
1.2 Micro versus Macro
Microeconomics examines individual markets — the price of wheat, the wages of software engineers, the output decisions of a single firm. Macroeconomics steps back to study the economy as a whole: total output (GDP), the overall price level, the aggregate unemployment rate, the interest rate, and the exchange rate. The circular-flow model provides a first map of these aggregate relationships. Households supply factors of production — labour, capital, land — to firms through factor markets and receive income in return. Firms produce goods and services that flow back to households through product markets. Government collects taxes, makes transfer payments, and purchases goods. The financial sector channels saving into investment. The foreign sector adds exports and imports. Every dollar of spending by one agent is a dollar of income for another, a principle that underpins national-income accounting.
1.3 Key Macroeconomic Questions
Three clusters of questions define the field. First, growth and living standards: what determines the long-run trajectory of real GDP per person, and why does Canada’s output per capita dwarf that of many developing nations? Second, fluctuations and unemployment: why does economic activity expand and contract in recurring business cycles, and how can policy moderate the pain of recessions? Third, money and prices: what causes inflation, how does the Bank of Canada influence interest rates and the money supply, and what role does the exchange rate play in linking Canada to the global economy? The chapters that follow build the models needed to address these questions systematically.
Chapter 2: The Economic Problem
2.1 The Production Possibilities Frontier
The production possibilities frontier (PPF) illustrates the maximum combinations of two goods an economy can produce when it uses all its resources efficiently. Points on the frontier are productively efficient; points inside it represent wasted resources or unemployment; points beyond it are unattainable with current technology and resources. The PPF is typically bowed outward, reflecting increasing opportunity cost — as an economy shifts resources from one good to another, each additional unit of the second good costs progressively more of the first, because resources are not perfectly adaptable.
2.2 Specialization, Comparative Advantage, and Trade
Even when one country can produce every good more cheaply in absolute terms, both countries gain from trade if each specializes according to comparative advantage — producing the good for which its opportunity cost is lowest. Canada exports natural resources and high-technology services not because it is the world’s lowest-cost producer in every category, but because its relative costs differ from those of its trading partners. International trade effectively pushes both nations’ consumption possibilities beyond their individual PPFs, raising living standards on each side. This insight, first articulated by David Ricardo, remains one of the most robust results in economics and reappears in Chapter 8 when we examine the balance of payments and exchange rates.
Chapter 3: Measuring the Macroeconomy — GDP
3.1 National Accounts and the Definition of GDP
Gross domestic product (GDP) is the market value of all final goods and services produced within a country during a given period. Statistics Canada publishes GDP data quarterly, providing the single most important barometer of economic performance. The qualifier “final” excludes intermediate goods — steel sold to an automaker, for example — to avoid double counting. Only goods produced during the period count; resales of existing assets (houses, used cars, shares of stock) are excluded because they do not represent new production. GDP is a flow variable measured over a period, not a stock measured at a point in time.
An alternative way to avoid double counting is the value-added approach: at each stage of production, value added equals the firm’s revenue minus its expenditure on intermediate inputs. The sum of value added across all firms in the economy equals GDP. A farmer grows wheat worth $1, a miller grinds it into flour worth $3 (value added = $2), and a baker produces bread worth $7 (value added = $4). The sum of value added is $1 + $2 + $4 = $7, which equals the value of the final good.
3.2 The Expenditure Approach
The expenditure approach measures GDP by summing spending on final goods and services across four categories:
\[ Y = C + I + G + (X - M) \]Here \( C \) is personal consumption expenditure (household spending on durable goods, non-durable goods, and services), \( I \) is gross private domestic investment (business fixed investment in plant and equipment, residential construction, and changes in inventories), \( G \) is government purchases of goods and services (excluding transfer payments such as Employment Insurance and Old Age Security, which are not purchases of current output), and \( X - M \) is net exports (exports minus imports). In Canada, consumption typically accounts for about 55–60 percent of GDP, making it the largest expenditure component. Investment is the most volatile component, swinging sharply with business confidence and interest rates.
A subtle but important detail: inventory investment counts as part of \( I \). If a firm produces goods that remain unsold at the end of the quarter, they are counted as inventory investment — the firm is, in effect, “purchasing” its own output. This ensures that production and expenditure match.
3.3 The Income Approach
Because every dollar spent on output becomes someone’s income, GDP can equivalently be measured by summing all incomes earned in production: wages and salaries (the largest component, typically around 50 percent of GDP), corporate profits, interest and investment income, proprietors’ income (income of unincorporated businesses), and indirect taxes less subsidies (GST, excise taxes, and other taxes on production that are not income to any factor but are part of the market price). A capital consumption allowance (depreciation) is added to move from net domestic product to gross domestic product. The income approach and the expenditure approach yield the same total by construction, though a small statistical discrepancy often appears in practice because the two approaches rely on different data sources.
3.4 Nominal versus Real GDP
Nominal GDP values output at current prices. It can rise either because the economy produces more goods and services or simply because prices increase. To isolate changes in physical output, economists compute real GDP, which values output at the prices of a chosen base year. Consider a simple economy that produces only apples and oranges. If the price of apples doubles while quantities remain unchanged, nominal GDP rises but real GDP does not — the increase is entirely a price illusion.
Statistics Canada uses a chain-weighted (Fisher ideal) index that updates the base continuously, avoiding the substitution bias inherent in a fixed-base approach. The ratio of nominal to real GDP defines the GDP deflator, a broad price index covering all domestically produced goods and services:
\[ \text{GDP deflator} = \frac{\text{Nominal GDP}}{\text{Real GDP}} \times 100 \]Unlike the Consumer Price Index, the GDP deflator includes prices of investment goods, government purchases, and exports but excludes imports. The two indices often move together but can diverge, particularly when import prices change sharply (as during an oil-price shock).
3.5 Limitations of GDP
GDP is an indispensable measure of market production but an imperfect gauge of welfare. It omits household production (cooking, cleaning, childcare performed by family members — estimated at 20–40 percent of GDP in advanced economies), underground economic activity (both legal unreported work and illegal markets), and leisure (a reduction in work hours that raises well-being reduces GDP). It says nothing about the distribution of income — a country’s GDP per capita can rise while most citizens see no improvement if gains accrue to a small elite. Environmental degradation and resource depletion are invisible in the national accounts unless they reduce marketed output.
Measures such as the Genuine Progress Indicator (GPI), the UN’s Human Development Index (HDI), and the OECD’s Better Life Index attempt to correct for these omissions by incorporating measures of health, education, inequality, and environmental quality. Bhutan famously tracks Gross National Happiness. Despite these alternatives, GDP remains the workhorse statistic precisely because it is well-defined, internationally comparable, and available at high frequency.
3.6 Working with National Accounts Data
In applied macroeconomics, analysts routinely download GDP and its components from Statistics Canada’s Data portal (formerly CANSIM) or the FRED database, constructing time-series plots to identify trends and turning points. Expressing each expenditure component as a share of GDP reveals structural shifts — for instance, the gradual decline in Canada’s manufacturing share and the corresponding rise in services since the 1970s. Comparing GDP across countries requires adjustment for purchasing power parity (PPP) to account for differences in domestic price levels — a dollar buys more in India than in Switzerland, so comparing GDP at market exchange rates understates the relative output of lower-price-level countries. These empirical skills complement the theoretical framework and allow economists to move from abstract models to evidence-based policy evaluation.
Chapter 4: Monitoring Jobs and Inflation
4.1 The Labour Force Survey and Key Definitions
Statistics Canada’s monthly Labour Force Survey (LFS) classifies the working-age population (aged 15 and over) into three mutually exclusive categories. The employed are people who have a job — whether full-time or part-time, paid or self-employed. The unemployed are people without a job who are actively seeking work and available to start. Together, the employed and unemployed form the labour force. Everyone else — retirees, full-time students not seeking work, stay-at-home parents, discouraged workers who have stopped looking — is classified as not in the labour force. Two headline ratios summarize labour-market conditions:
\[ \text{Unemployment rate} = \frac{\text{Number unemployed}}{\text{Labour force}} \times 100 \]\[ \text{Participation rate} = \frac{\text{Labour force}}{\text{Working-age population}} \times 100 \]Canada’s unemployment rate typically fluctuates between 5 and 8 percent, rising during recessions and falling during expansions. The participation rate captures broader trends in demographics and social norms, including the long-run increase in female labour-force participation from roughly 40 percent in the 1960s to over 60 percent today. The employment-to-population ratio — the fraction of the working-age population that is employed — is sometimes preferred because it is not affected by discouraged workers entering or leaving the measured labour force.
4.2 Types of Unemployment
Not all unemployment is alike, and the distinction matters for policy. Frictional unemployment arises because workers and firms need time to find each other; it is an unavoidable by-product of a dynamic economy where people switch jobs, graduate from school, or relocate. Structural unemployment occurs when the skills workers possess or the locations in which they live no longer match available jobs — coal miners in regions where mines have closed, manufacturing workers displaced by automation. Structural unemployment is often long-lasting and painful, requiring retraining or geographic mobility to resolve.
Cyclical unemployment is the portion that rises and falls with the business cycle, increasing during recessions when aggregate demand is insufficient to employ all willing workers. The natural rate of unemployment (also called the NAIRU — the non-accelerating inflation rate of unemployment) is the rate that prevails when cyclical unemployment is zero; it reflects only frictional and structural components and is consistent with a stable inflation rate. In Canada, the natural rate is estimated to be around 5–7 percent, though it varies over time with changes in demographics, labour-market institutions, and the pace of structural change.
Okun’s law provides an empirical relationship between cyclical unemployment and the output gap: for each percentage point that the unemployment rate exceeds the natural rate, real GDP falls approximately 2 percentage points below potential GDP. This “2-for-1” rule (the exact coefficient varies by country and period) underscores the large economic cost of recessions.
4.3 The Consumer Price Index and Inflation Measurement
The Consumer Price Index (CPI) tracks the cost of a fixed basket of goods and services representative of the purchases of a typical Canadian urban household. Statistics Canada surveys retail prices monthly across thousands of outlets and computes the index as:
\[ \text{CPI} = \frac{\text{Cost of basket in current period}}{\text{Cost of basket in base period}} \times 100 \]The inflation rate is the percentage change in the CPI from one period to the next:
\[ \pi = \frac{\text{CPI}_t - \text{CPI}_{t-1}}{\text{CPI}_{t-1}} \times 100 \]The Bank of Canada targets an inflation rate of 2 percent, the midpoint of a 1–3 percent control range. Core inflation measures — such as CPI-trim, CPI-median, and CPI-common — strip out volatile components or statistical outliers to reveal the underlying trend that monetary policy can most reliably influence.
4.4 Biases in the CPI
The CPI tends to overstate the true increase in the cost of living for several reasons. Substitution bias arises because the fixed basket does not account for consumers switching to cheaper alternatives when relative prices change — when beef prices rise, consumers buy more chicken, but the CPI assumes they continue buying the original quantity of beef. Quality-change bias occurs when improvements in product quality (faster processors in smartphones, safer airbags in cars) are not fully reflected in price adjustments — the CPI records a higher price without crediting the better product. New-goods bias appears when innovative products enter the market between basket updates — the CPI cannot capture the consumer surplus from a product that did not exist when the basket was defined. Outlet-substitution bias results from consumers shifting purchases to discount retailers and online platforms not fully represented in price surveys.
Statistics Canada periodically updates the basket and applies hedonic quality adjustments, but some upward bias — estimated at perhaps 0.5 to 1.0 percentage points per year — likely persists. This bias matters: because many government benefits (Old Age Security, tax brackets) are indexed to the CPI, overstating inflation results in overly generous adjustments and increased fiscal costs.
4.5 Real versus Nominal Values and the Fisher Equation
Distinguishing nominal from real magnitudes is among the most important skills in macroeconomics. A nominal variable is measured in current dollars; a real variable is adjusted for changes in the price level. A worker whose nominal wage rises by 5 percent while prices rise by 3 percent has gained approximately 2 percent in real wages — actual purchasing power. The relationship between nominal and real interest rates is captured by the Fisher equation:
\[ r \approx i - \pi \]where \( r \) is the real interest rate, \( i \) is the nominal interest rate, and \( \pi \) is the inflation rate. More precisely, the exact Fisher equation is \( 1 + r = (1 + i)/(1 + \pi) \), but the approximation is adequate when rates are small. When inflation is 3 percent and the nominal interest rate on a savings account is 5 percent, the real return is approximately 2 percent. The Fisher equation is essential for understanding how inflation erodes the purchasing power of financial assets and influences saving and investment decisions. In an ex ante sense, the relevant inflation rate is expected inflation, because decisions are made before actual inflation is known.
Chapter 5: Economic Growth
5.1 Measuring Growth
Economic growth is the sustained expansion of an economy’s productive capacity, most commonly measured by the growth rate of real GDP per capita. This per-person measure matters because a country’s total GDP can rise simply from population growth without any improvement in individual living standards. Canada’s real GDP per capita has roughly tripled since 1960, an achievement made possible by annual growth rates that averaged approximately 2 percent. The Rule of 70 provides a quick approximation: a variable growing at \( g \) percent per year doubles in roughly \( 70/g \) years. At 2 percent growth, living standards double every 35 years; at 1 percent, doubling takes 70 years. Small differences in growth rates compound dramatically over generations — they are the most important determinant of long-run living standards.
To appreciate the power of compounding, consider two countries that begin with identical GDP per capita. If country A grows at 1 percent and country B grows at 3 percent, after 100 years country B’s GDP per capita will be roughly 7.5 times that of country A. This is why economists consider growth policy the most consequential area of macroeconomics.
5.2 Sources of Growth — The Aggregate Production Function
Growth accounting decomposes the expansion of output into contributions from increases in inputs and improvements in how efficiently those inputs are used. The starting point is the aggregate production function:
\[ Y = A \cdot F(K, L) \]where \( Y \) is real GDP, \( K \) is the stock of physical capital, \( L \) is the quantity of labour (adjusted for quality — human capital), and \( A \) is total factor productivity (TFP), a catch-all measure of the efficiency with which inputs are combined. In a commonly used Cobb-Douglas specification:
\[ Y = A \cdot K^{\alpha} \cdot L^{1-\alpha} \]where \( \alpha \approx 1/3 \) for most advanced economies. Taking growth rates and using logarithmic differentiation yields the growth accounting equation:
\[ g_Y = g_A + \alpha \cdot g_K + (1-\alpha) \cdot g_L \]The residual \( g_A \) — TFP growth — is computed as the portion of output growth not explained by input growth. Empirically, TFP growth typically accounts for half or more of long-run growth in advanced economies, reflecting the central role of innovation and organizational improvement.
Labour productivity — real GDP per hour worked — is the proximate driver of rising living standards. Three factors raise it. First, physical capital deepening: more machines, factories, and infrastructure per worker allow each worker to produce more. Second, human capital accumulation: education, training, and experience improve the skill and adaptability of the workforce. Third, technological progress: new knowledge, better production techniques, and innovation raise the output achievable with any given combination of labour and capital.
5.3 Growth Theories
Classical growth theory, associated with Thomas Malthus, argued that any temporary rise in income per person would stimulate population growth, driving income back to subsistence levels. Malthus wrote at a time when agricultural technology advanced slowly and population growth was responsive to improvements in nutrition. History refuted this pessimistic prediction as the Industrial Revolution generated technological progress that outpaced population growth, breaking the Malthusian trap.
Neoclassical growth theory, formalized by Robert Solow in 1956, places capital accumulation at centre stage. In the Solow model, saving finances investment, which increases the capital stock. However, each additional unit of capital yields progressively less additional output — diminishing returns to capital — so capital deepening alone cannot sustain growth indefinitely. In per-worker terms, the production function \( y = A \cdot f(k) \) (where \( y = Y/L \) and \( k = K/L \)) exhibits diminishing returns: as \( k \) rises, \( f(k) \) rises but at a decreasing rate. In the steady state, investment just offsets depreciation and the dilution of capital from labour-force growth:
\[ s \cdot f(k^*) = (\delta + n) \cdot k^* \]where \( s \) is the saving rate, \( \delta \) is the depreciation rate, and \( n \) is the population growth rate. At the steady state, output per worker grows only at the rate of exogenous technological progress. A higher saving rate raises the level of steady-state output per worker but not the growth rate — a crucial and counterintuitive implication. The model predicts conditional convergence: poorer countries with similar saving rates and institutions should grow faster than richer ones because they are further from their steady state.
New growth theory (endogenous growth theory), developed by Paul Romer, Robert Lucas, and others, treats technological progress as the outcome of deliberate economic decisions — research and development, education, learning by doing — rather than an exogenous gift. Knowledge is a non-rival good: one firm’s use of an idea does not prevent other firms from using it, generating positive spillovers that can sustain increasing returns at the economy-wide level. In the simplest AK model, the production function \( Y = A \cdot K \) (where \( K \) includes both physical and human capital) exhibits constant returns to the broad capital aggregate, so the growth rate depends permanently on the saving rate. Policies that encourage R&D, protect intellectual property, and promote education can therefore raise the long-run growth rate, not merely the level of output.
5.4 Policies Promoting Growth
Governments can foster growth by investing in education and training (raising human capital), maintaining stable macroeconomic conditions (low and predictable inflation, sound fiscal policy), protecting property rights and enforcing contracts (encouraging investment), encouraging competition and openness to trade (exposing firms to global best practices), funding basic research (generating knowledge spillovers the private sector would under-produce), and building reliable infrastructure (transportation, communication, energy). Canada’s productivity growth has lagged that of the United States in recent decades, prompting ongoing policy debate about whether insufficient business investment, regulatory barriers, modest scale in innovation ecosystems, or the resource-heavy composition of the economy are responsible.
Chapter 6: Finance, Saving, and Investment
6.1 Financial Markets and Institutions
A well-functioning financial system channels funds from savers to borrowers, enabling investment in productive capital. Financial markets include the bond market, where governments and corporations borrow by issuing debt instruments that promise periodic interest payments and repayment of principal, and the stock market, where firms raise equity capital by selling ownership shares. A bond is a loan from the buyer to the issuer; the bond price and the interest rate (yield) move in opposite directions — when the interest rate rises, the present value of a bond’s future payments falls, so its price drops.
Financial intermediaries — chartered banks, credit unions, pension funds, mutual funds, insurance companies — pool the deposits of many small savers and lend to borrowers, reducing transaction costs and spreading risk through diversification. In Canada, the “Big Five” chartered banks (RBC, TD, Scotiabank, BMO, CIBC) dominate the intermediation landscape, but credit unions play a significant role in several provinces, particularly Quebec (Desjardins) and British Columbia.
6.2 The Loanable Funds Model
The loanable funds market provides a simple framework for understanding how the real interest rate is determined in a closed economy. The supply of loanable funds comes from national saving — private saving by households and businesses plus public saving (the government budget surplus, or minus the deficit). The demand for loanable funds comes from firms that wish to finance investment in physical capital. The real interest rate adjusts to equate the quantity of loanable funds supplied with the quantity demanded.
An increase in the supply of saving — from a rise in household thrift or a reduction in the government deficit — shifts the supply curve rightward, reducing the equilibrium real interest rate and increasing the quantity of investment. An increase in investment demand — from a wave of technological innovation that raises the expected return on capital — shifts the demand curve rightward, raising the real interest rate and drawing forth more saving.
The demand for investment is a downward-sloping function of the real interest rate because projects are ranked by their expected rate of return. At a low interest rate, many projects are profitable; as the rate rises, only the highest-return projects survive. The supply of saving may slope upward — a higher real interest rate rewards saving more — though the empirical evidence suggests the interest-rate elasticity of saving is modest.
6.3 Government Deficits and Crowding Out
When the government runs a budget deficit, it must borrow in the loanable funds market, adding to the demand for funds without contributing to the supply. Equivalently, public saving becomes negative, reducing national saving. The resulting increase in the real interest rate crowds out some private investment — firms that would have undertaken projects at the lower interest rate find borrowing too expensive.
Crowding out reduces capital accumulation and, in the long run, lowers the economy’s productive capacity. The magnitude of crowding out is an empirical question. In a small open economy like Canada, international capital flows can partially offset the effect: when domestic interest rates rise, foreign savers supply additional loanable funds, limiting the rise in interest rates but increasing the country’s foreign indebtedness. In a completely open capital market with perfect capital mobility, the domestic interest rate is pinned to the world interest rate, and a government deficit crowds out net exports (through currency appreciation) rather than domestic investment — a phenomenon known as the twin deficits hypothesis.
Chapter 7: Money, the Price Level, and Inflation
7.1 Functions and Forms of Money
Money is any asset widely accepted as a medium of exchange. It serves three functions: medium of exchange (eliminating the inefficiency of barter, which requires a “double coincidence of wants”), unit of account (providing a common measure of value so that prices can be quoted and accounts kept in a single yardstick), and store of value (allowing purchasing power to be transferred over time, though imperfectly when inflation erodes its real value).
In Canada, the Bank of Canada defines two principal monetary aggregates. M1+ consists of currency in circulation (notes and coins held by the public) plus chequable deposits at chartered banks, trust companies, and credit unions — the most liquid forms of money. M2+ adds non-chequable deposits, money-market mutual funds, and other liquid assets. The choice of aggregate matters because different components respond differently to monetary-policy actions and financial innovation.
7.2 The Banking System and Money Creation
Chartered banks create money through the process of fractional-reserve banking. When a bank receives a $1,000 deposit, it holds a fraction as reserves — say 10 percent, or $100 — and lends out the remaining $900. The borrower spends the $900, which eventually becomes another bank’s deposit. That second bank holds $90 in reserves and lends out $810. The process continues, with each round creating new deposits that are a fraction of the previous round. The total increase in deposits from an initial deposit of \( D \) with a reserve ratio \( r \) is:
\[ \text{Total deposits} = \frac{D}{r} \]The simple deposit multiplier is \( 1/r \). With a 10 percent reserve ratio, an initial $1,000 deposit can expand into $10,000 of total deposits. In practice, the multiplier is smaller because some funds leak into currency holdings (people withdraw cash) and because banks may hold excess reserves above the required minimum, particularly during periods of uncertainty.
The Bank of Canada is Canada’s central bank, responsible for monetary policy, financial system stability, and currency issuance. Unlike many central banks, Canada eliminated required reserve ratios in 1994, relying instead on banks’ own liquidity management. The Bank influences the money supply and credit conditions through its overnight rate target — the interest rate at which major banks lend reserves to one another overnight. By raising or lowering this target, the Bank influences the entire structure of interest rates in the economy: mortgage rates, corporate bond yields, and consumer loan rates all move in the same direction, affecting borrowing, spending, investment, and ultimately the price level.
The Bank also has extraordinary tools available in times of crisis, including quantitative easing (purchasing government bonds and other securities to inject reserves directly into the banking system) and forward guidance (communicating the expected future path of the policy rate to influence longer-term interest rates).
7.3 The Quantity Theory of Money
The quantity theory of money provides a long-run framework linking the money supply to the price level. The equation of exchange is an identity:
\[ M \times V = P \times Y \]where \( M \) is the money supply, \( V \) is the velocity of money (the average number of times a dollar is spent on final goods and services per year), \( P \) is the price level, and \( Y \) is real GDP. Rewriting in growth rates:
\[ g_M + g_V = \pi + g_Y \]If velocity is stable (\( g_V \approx 0 \)) and real GDP growth is determined by real factors (labour, capital, technology), then the inflation rate approximately equals the money growth rate minus the real GDP growth rate:
\[ \pi \approx g_M - g_Y \]The quantity theory implies that persistent inflation is ultimately a monetary phenomenon — a conclusion Milton Friedman famously stated and that is supported by cross-country evidence showing a strong correlation between money growth and inflation over long horizons. Hyperinflations — Zimbabwe in 2008, Venezuela in the late 2010s — invariably stem from governments printing money to finance fiscal deficits.
7.4 Monetary Transmission
In the short run, the mechanism through which monetary policy affects the economy — the monetary transmission mechanism — operates through several channels. When the Bank of Canada lowers the overnight rate:
- Commercial banks reduce lending rates, encouraging households and firms to borrow and spend (interest-rate channel).
- Lower interest rates raise asset prices — bonds, equities, real estate — increasing household wealth and stimulating consumption (wealth channel).
- Lower domestic interest rates cause the Canadian dollar to depreciate as capital flows toward higher-yielding currencies, making Canadian exports cheaper and imports more expensive, which boosts net exports (exchange-rate channel).
- Easier credit conditions improve firms’ balance sheets and reduce the external finance premium, making investment more attractive (credit channel).
These channels work in reverse when the Bank raises its policy rate to cool an overheating economy or bring inflation back to target. Monetary policy operates with long and variable lags — typically 6 to 18 months before the full effect on inflation is felt — which is why the Bank must be forward-looking, basing decisions on inflation forecasts rather than current data alone.
Chapter 8: The Exchange Rate and the Balance of Payments
8.1 The Balance of Payments
The balance of payments is an accounting record of all economic transactions between Canadian residents and the rest of the world during a given period. It has two main accounts. The current account records trade in goods and services (the trade balance), net investment income (interest and dividends earned on foreign assets minus those paid to foreign holders of Canadian assets), and net transfers. A current-account deficit means that Canada spends more than it earns abroad — it imports more value than it exports.
The capital and financial account records purchases and sales of assets: foreign direct investment (building factories, acquiring companies), portfolio investment (buying foreign stocks and bonds), and changes in official reserves held by the Bank of Canada. By construction, the current account and the capital and financial account sum to zero (with a statistical discrepancy): a current-account deficit must be financed by a net inflow of foreign capital. Canada has run current-account deficits for most of the past two decades, financed by foreign investment in Canadian assets — particularly real estate, government bonds, and resource-sector equities.
8.2 Exchange Rate Determination
The nominal exchange rate is the price of one currency in terms of another — for example, how many U.S. cents it costs to buy one Canadian dollar. In a flexible (floating) exchange rate regime, the rate is determined by supply and demand in the foreign-exchange market. Demand for Canadian dollars comes from foreigners wishing to buy Canadian exports, invest in Canadian assets, or speculate on appreciation. Supply of Canadian dollars comes from Canadians wishing to buy imports, invest abroad, or speculate on depreciation.
Factors that shift demand and supply include: relative interest rates (higher Canadian rates attract capital inflows, increasing demand for the Canadian dollar), relative inflation rates (higher Canadian inflation reduces competitiveness, weakening the dollar), expectations about future rates, commodity prices (oil and other resources are Canada’s major exports — rising commodity prices tend to strengthen the Canadian dollar), and risk appetite (in times of global uncertainty, investors often flee to the U.S. dollar as a safe haven, weakening the Canadian dollar).
The real exchange rate adjusts the nominal rate for differences in price levels between countries. It measures the rate at which domestic goods trade for foreign goods:
\[ \text{Real exchange rate} = \frac{e \times P^*}{P} \]where \( e \) is the nominal exchange rate (domestic currency per unit of foreign currency), \( P^* \) is the foreign price level, and \( P \) is the domestic price level. A real depreciation makes domestic goods cheaper relative to foreign goods, improving the trade balance.
8.3 Purchasing Power Parity
The theory of purchasing power parity (PPP) holds that exchange rates adjust so that identical baskets of goods cost the same in different countries when expressed in a common currency. In its absolute form, PPP implies that the exchange rate equals the ratio of domestic to foreign price levels. In its relative form, it predicts that the rate of depreciation of a currency equals the difference between domestic and foreign inflation rates:
\[ \% \Delta e \approx \pi - \pi^* \]PPP holds reasonably well over very long horizons and across countries with large inflation differentials, but substantial and persistent deviations occur in the medium run due to transportation costs, trade barriers, non-traded goods (haircuts, housing), and differences in productivity growth across sectors (the Balassa-Samuelson effect — countries with faster productivity growth in tradable goods tend to have higher prices for non-tradable goods and thus higher overall price levels).
8.4 Fixed versus Flexible Exchange Rates
Under a fixed exchange rate, the central bank commits to buying and selling its currency at a predetermined rate, using foreign-exchange reserves to maintain the peg. This eliminates exchange-rate uncertainty for traders but sacrifices monetary-policy independence — the central bank must set interest rates to defend the peg rather than to stabilize the domestic economy. Under a flexible exchange rate, the currency floats freely, and the central bank retains the ability to set monetary policy according to domestic conditions.
Canada has operated a floating exchange rate since 1970, allowing the dollar to absorb external shocks — particularly swings in commodity prices — rather than forcing the domestic economy to adjust through painful changes in wages, output, and employment. The choice between regimes involves a fundamental trade-off formalized in the impossible trinity (Mundell-Fleming trilemma): a country cannot simultaneously have a fixed exchange rate, free capital mobility, and independent monetary policy — it must give up at least one. Canada chooses to give up exchange-rate fixity, preserving monetary independence and capital mobility.
Chapter 9: Income Inequality and Public Finance
9.1 Measuring Inequality
Income inequality describes how unevenly the total income of an economy is distributed among its members. The Lorenz curve plots the cumulative percentage of total income received by the bottom \( x \) percent of households. Perfect equality would be a 45-degree line; the further the Lorenz curve bows below this line, the greater the inequality. The Gini coefficient summarizes the Lorenz curve in a single number between 0 (perfect equality) and 1 (all income accruing to one household):
\[ G = \frac{A}{A + B} \]where \( A \) is the area between the 45-degree line and the Lorenz curve, and \( A + B \) is the total area under the 45-degree line. Canada’s Gini coefficient for after-tax income has hovered around 0.30–0.32 in recent decades, lower than the United States (around 0.39) but higher than the Scandinavian countries (around 0.25–0.27), reflecting Canada’s moderately redistributive tax-and-transfer system.
Other useful measures include income share ratios (the ratio of income received by the top 10 percent to that received by the bottom 10 percent), the Palma ratio (the share of the top 10 percent divided by the share of the bottom 40 percent), and quintile shares (the percentage of total income received by each fifth of the population).
9.2 Sources of Inequality
Income inequality arises from multiple interacting forces. Differences in human capital — education, skills, and experience — account for a large share, as the wage premium for university graduates over high school graduates has widened substantially since the 1980s. Differences in physical and financial wealth generate investment income that is highly concentrated at the top of the distribution. Skill-biased technological change raises the demand for educated workers relative to less-skilled workers, widening the earnings gap. Globalization exposes low-skilled workers in advanced economies to competition from lower-wage countries, depressing their wages. Market structure — the degree of monopoly power, unionization rates (which compress wage differentials), and the prevalence of winner-take-all labour markets (in finance, technology, entertainment) — also shapes inequality. Institutional factors such as minimum-wage laws, the progressivity of the tax system, and the generosity of transfer programs mediate these forces.
In Canada, the top income share has risen since the 1980s, with the top 1 percent increasing its share of total income from roughly 8 percent in the early 1980s to about 12–14 percent by the 2010s, mirroring a trend observed across most advanced economies.
9.3 Poverty Measurement
Statistics Canada publishes several poverty metrics. The Market Basket Measure (MBM), adopted as Canada’s official poverty line in 2018, estimates the cost of a basket of goods and services representing a modest standard of living in a specific community — including food, clothing, shelter, transportation, and other necessities. A household is considered to be living in poverty if its disposable income falls below the MBM threshold for its community size and location.
The Canada Child Benefit (CCB), introduced in 2016, delivers income-tested cash transfers to families with children and has been credited with significantly reducing child poverty — Statistics Canada data show that the child poverty rate fell by roughly one-third in the years following the CCB’s introduction. The Guaranteed Income Supplement (GIS) plays a similar role for low-income seniors. These programs illustrate how targeted transfers can reduce poverty without the efficiency costs associated with universal price controls or minimum-wage increases.
9.4 Government Revenue and Spending
The Canadian federal government raises revenue primarily through the personal income tax (progressive, with marginal rates ranging from 15 to 33 percent across five brackets), the corporate income tax (a combined federal-provincial rate around 25–27 percent), the Goods and Services Tax (GST) at 5 percent, and Employment Insurance premiums. Provincial governments add their own income taxes, sales taxes (PST or the combined HST), and resource royalties. Total government revenue (all levels) amounts to roughly 40 percent of GDP — higher than the United States but lower than most Western European countries.
On the spending side, major categories include health transfers to provinces (the Canada Health Transfer), Old Age Security and GIS payments, Employment Insurance benefits, the Canada Child Benefit, defence, and debt-service costs. Automatic stabilizers — features of the tax-and-transfer system that expand deficits during recessions (as tax revenues fall and transfer payments rise) and reduce deficits during booms — provide a first line of defence against economic fluctuations without requiring any legislative action.
Fiscal policy refers to the government’s deliberate use of spending and taxation to influence aggregate demand — expanding demand during recessions through higher spending or tax cuts, and contracting it during booms through the reverse. The effectiveness of discretionary fiscal policy depends on the size of spending multipliers, the speed of implementation (fiscal policy is subject to recognition, decision, and implementation lags), and the response of monetary policy and financial markets.
Chapter 10: Aggregate Supply and Aggregate Demand
10.1 The Aggregate Demand Curve
The aggregate demand (AD) curve shows the total quantity of goods and services demanded at each price level, holding other factors constant. It slopes downward for three reasons. The wealth effect (Pigou effect): a lower price level increases the real value of household financial assets (cash, bonds), stimulating consumption. The interest-rate effect (Keynes effect): a lower price level reduces the demand for money, lowering interest rates and stimulating investment and interest-sensitive consumption. The exchange-rate effect (Mundell-Fleming effect): lower domestic prices relative to foreign prices cause the domestic currency to depreciate, boosting net exports.
Shifts in the AD curve arise from changes in any component of planned expenditure that are not caused by a change in the price level: changes in consumer confidence, investment prospects, government spending, tax policy, the money supply, foreign income, or expectations about the future. Expansionary monetary policy and expansionary fiscal policy both shift AD rightward; their contractionary counterparts shift it leftward.
10.2 Short-Run and Long-Run Aggregate Supply
The short-run aggregate supply (SRAS) curve slopes upward because, in the short run, some input prices — especially wages — are sticky. They are set by contracts, norms, and imperfect information and do not adjust immediately to changes in the overall price level. When the price level rises while wages remain fixed, firms find it profitable to expand output because their revenues rise relative to their costs. Three theories explain the upward slope: the sticky-wage model (nominal wages are fixed by contract), the sticky-price model (some firms are slow to adjust output prices due to menu costs), and the misperceptions model (firms temporarily confuse a general price-level increase with a rise in the relative price of their product).
The long-run aggregate supply (LRAS) curve is vertical at the economy’s potential GDP (also called full-employment GDP or natural-rate GDP). In the long run, all input prices adjust fully to the price level, so the quantity of output supplied depends only on the economy’s real resources — the quantity and quality of labour, the stock of physical capital, the state of technology, and institutional efficiency — and not on the price level. Potential GDP grows over time as the economy accumulates capital, the labour force expands, and technology improves, shifting the LRAS rightward.
10.3 Macroeconomic Equilibrium
Short-run macroeconomic equilibrium occurs where AD intersects SRAS, determining both the price level and real GDP. Three cases arise. If equilibrium GDP equals potential GDP, the economy is at full employment and the price level is stable. If equilibrium GDP falls short of potential GDP, a recessionary gap exists — unemployment exceeds the natural rate, firms operate below capacity, and downward pressure on wages builds. If equilibrium GDP exceeds potential GDP, an inflationary gap exists — firms operate beyond normal capacity, the labour market is tight, and upward pressure on wages and prices accelerates.
In the long run, the economy self-corrects. In a recessionary gap, falling wages and input costs shift SRAS rightward, expanding output back toward potential and lowering the price level. In an inflationary gap, rising wages shift SRAS leftward, contracting output and raising the price level until the economy returns to potential. However, this self-correction mechanism can be slow and painful — wages are particularly sticky downward — which provides the economic rationale for stabilization policy.
10.4 Fiscal and Monetary Policy in the AS-AD Framework
Expansionary fiscal policy (increased government spending or tax cuts) shifts AD rightward, raising both output and the price level in the short run. In the long run, the higher price level pushes wages up, SRAS shifts leftward, and output returns to potential at a permanently higher price level — the fiscal expansion is ultimately inflationary with no lasting gain in output. Contractionary fiscal policy does the reverse.
Expansionary monetary policy (the Bank of Canada lowering the overnight rate) also shifts AD rightward by reducing interest rates and stimulating investment, consumption, and net exports. The short-run and long-run dynamics are analogous to fiscal policy: a temporary increase in output followed by adjustment back to potential at a higher price level. The key classical insight is that money is neutral in the long run — changes in the money supply affect only nominal variables (the price level, nominal GDP, nominal wages) and not real variables (real GDP, real wages, employment) once all adjustments are complete.
10.5 Classical versus Keynesian Perspectives
Classical economists emphasize the economy’s self-correcting tendencies: flexible wages and prices ensure that markets clear quickly, making active policy unnecessary and potentially destabilizing. The policy prescription is minimal: maintain a stable monetary framework, balance the budget, and let markets work. Keynesian economists emphasize wage and price rigidities, arguing that the economy can remain trapped in a recessionary gap for extended periods without policy intervention — Keynes himself quipped that “in the long run we are all dead,” urging attention to the short-run pain of unemployment.
The modern New Keynesian synthesis accepts that the long run is largely classical — output gravitates toward potential — while the short run displays Keynesian features — sticky prices, demand-driven fluctuations, and real effects of monetary policy. This synthesis justifies systematic, rule-based monetary policy (such as inflation targeting) combined with automatic fiscal stabilizers, reserving large-scale discretionary fiscal stimulus for severe downturns when monetary policy alone is insufficient.
Chapter 11: Expenditure Multipliers
11.1 The Keynesian Cross
The Keynesian cross model (also called the 45-degree-line model) determines equilibrium real GDP from the expenditure side, holding the price level fixed — a useful simplification that isolates the role of aggregate demand. Aggregate planned expenditure (AE) is the sum of planned consumption, planned investment, government purchases, and net exports:
\[ AE = C + I + G + (X - M) \]Equilibrium occurs where planned expenditure equals actual output — graphically, where the AE line crosses the 45-degree line (along which \( AE = Y \)). If output exceeds planned expenditure, firms accumulate unplanned inventories and respond by cutting production. If output falls short, unplanned inventory depletion signals firms to expand. The economy converges to the equilibrium where the unplanned inventory change is zero.
11.2 The Consumption Function
The consumption function relates planned consumption to disposable income:
\[ C = a + b(Y - T) \]where \( a \) is autonomous consumption (the level of consumption when disposable income is zero — financed by dissaving or borrowing), \( b \) is the marginal propensity to consume (MPC) — the fraction of each additional dollar of disposable income that households spend — and \( (Y - T) \) is disposable income. The marginal propensity to save (MPS) equals \( 1 - b \), since each additional dollar of disposable income is either consumed or saved. Empirically, the MPC in Canada is estimated to be around 0.6–0.8, implying that households spend 60–80 cents of each additional dollar of income and save the rest.
The consumption function can be enriched. The permanent income hypothesis (Milton Friedman) holds that consumption responds primarily to expected long-run average income, not to transitory income fluctuations. The life-cycle hypothesis (Franco Modigliani) emphasizes that individuals plan consumption over their entire lifetime, saving during working years and dissaving in retirement. Both theories predict a lower MPC out of temporary income changes (such as one-time tax rebates) than out of permanent income changes.
11.3 The Multiplier
A change in any autonomous component of expenditure — investment, government purchases, exports — triggers a chain of successive rounds of spending. An initial injection \( \Delta A \) becomes income for its recipients, who spend a fraction \( b \) of it, generating new income for others, who in turn spend a fraction \( b \), and so on. The total change in equilibrium GDP is:
\[ \Delta Y = \Delta A + b \cdot \Delta A + b^2 \cdot \Delta A + \cdots = \frac{\Delta A}{1 - b} \]The simple multiplier in a closed economy with no income tax is:
\[ k = \frac{1}{1 - b} \]With an MPC of 0.8, the multiplier is \( 1/(1-0.8) = 5 \): each dollar of autonomous spending raises GDP by five dollars. When we introduce a proportional income tax rate \( t \) and a marginal propensity to import \( m \), leakages increase and the multiplier shrinks:
\[ k = \frac{1}{1 - b(1 - t) + m} \]With \( b = 0.8 \), \( t = 0.25 \), and \( m = 0.15 \), the multiplier falls to \( 1/(1 - 0.8 \times 0.75 + 0.15) = 1/(1 - 0.6 + 0.15) = 1/0.55 \approx 1.82 \). For Canada, realistic estimates of the government-spending multiplier range from about 0.5 to 1.5, depending on the state of the economy, the monetary-policy response, and the time horizon.
11.4 Government Spending and Tax Multipliers
An increase in government purchases \( \Delta G \) raises equilibrium GDP by the full multiplier times \( \Delta G \), because government spending is a direct injection into the expenditure stream. A tax cut of \( \Delta T \), however, first increases disposable income by \( \Delta T \), of which only a fraction \( b \) is spent in the first round. The tax multiplier is therefore:
\[ k_T = \frac{-b}{1 - b} \]In absolute value, this is smaller than the spending multiplier \( 1/(1-b) \). With \( b = 0.8 \), the spending multiplier is 5 while the tax multiplier is 4. This asymmetry has important policy implications: a dollar of government spending has a larger impact on GDP than a dollar of tax cuts, because some of the tax cut is saved rather than spent. However, tax cuts may have stronger incentive effects on labour supply and investment in the longer run — a consideration the simple Keynesian model does not capture.
11.5 The Balanced-Budget Multiplier
A simultaneous and equal increase in government spending and taxes (\( \Delta G = \Delta T \)) leaves the budget balance unchanged but still raises GDP. The net effect is:
\[ \Delta Y = \frac{1}{1-b} \cdot \Delta G - \frac{b}{1-b} \cdot \Delta T = \frac{1-b}{1-b} \cdot \Delta G = 1 \cdot \Delta G \]In the simplest model (no income taxes, no imports), the balanced-budget multiplier is exactly 1: a one-dollar increase in both \( G \) and \( T \) raises GDP by exactly one dollar. The intuition is that the government spends the entire dollar (multiplier effect of \( 1/(1-b) \)) but the tax withdraws only \( b/(1-b) \) dollars of spending (because taxpayers would have saved a fraction \( 1-b \) of that dollar). The net multiplier is the difference: \( 1/(1-b) - b/(1-b) = 1 \). In more realistic models with proportional taxes and imports, the balanced-budget multiplier is positive but less than 1.
Chapter 12: The Business Cycle, Inflation, and Deflation
12.1 Business Cycle Phases
The business cycle is the irregular but recurrent pattern of expansion and contraction in aggregate economic activity. An expansion (or recovery) is a period of rising real GDP, falling unemployment, and increasing capacity utilization. A peak marks the high point before output begins to decline. A recession — technically defined by the C.D. Howe Institute in Canada as a pronounced, persistent, and pervasive decline in economic activity — brings falling output, rising unemployment, and declining corporate profits. A trough marks the low point from which the next expansion begins.
Canadian business cycles have become less severe since the mid-20th century, partly due to automatic stabilizers (Employment Insurance payments rise during recessions, progressive taxation reduces the tax burden when incomes fall), partly due to improved monetary policy (the Bank of Canada’s inflation-targeting framework, adopted in 1991, has anchored inflation expectations), and partly due to structural changes in the economy (a larger services sector is inherently less cyclical than manufacturing). Nevertheless, severe recessions still occur — the 2008–09 global financial crisis and the 2020 COVID-19 shutdown both caused sharp contractions in Canadian output.
12.2 Demand-Pull and Cost-Push Inflation
Demand-pull inflation arises when aggregate demand grows faster than aggregate supply — “too much money chasing too few goods.” In the AS-AD framework, a rightward shift of AD along an upward-sloping SRAS raises both output and the price level. If the central bank accommodates the demand pressure by expanding the money supply to prevent interest rates from rising, the AD curve shifts further right, the process repeats, and a demand-pull inflation spiral develops.
Cost-push inflation originates on the supply side. A sharp increase in input costs — an oil-price shock, a spike in raw-material prices, or a wage push by powerful unions — shifts SRAS leftward, reducing output and raising the price level simultaneously, a painful combination known as stagflation. The central bank then faces a dilemma: accommodating the shock (shifting AD right to restore output) preserves employment but validates higher inflation; refusing to accommodate stabilizes prices but deepens the recession. The stagflation episodes of 1973–74 and 1979–80, triggered by OPEC oil embargoes, forced central banks worldwide to confront this trade-off.
12.3 The Phillips Curve
The short-run Phillips curve depicts an inverse relationship between inflation and unemployment: when unemployment falls below the natural rate, inflation tends to rise, and vice versa. This trade-off arises from the same sticky-wage mechanisms that give the SRAS its upward slope — when the economy is running hot, firms bid up wages to attract scarce workers, and those higher labour costs pass through to prices.
The curve is positioned by expected inflation — if workers and firms expect higher inflation, they build those expectations into wage and price setting, shifting the short-run Phillips curve upward. In the 1960s, many policymakers believed they could permanently reduce unemployment by tolerating higher inflation. Milton Friedman and Edmund Phelps independently argued that this trade-off is illusory in the long run.
The long-run Phillips curve is vertical at the natural rate of unemployment. In the long run, expectations fully adjust to actual inflation, and no permanent trade-off between inflation and unemployment exists. Attempts to hold unemployment permanently below the natural rate lead only to ever-accelerating inflation — the accelerationist hypothesis. The natural-rate framework was dramatically confirmed by the stagflation of the 1970s, which produced the combination of high inflation and high unemployment that the original Phillips curve relationship said could not occur.
12.4 Expected versus Unexpected Inflation
Expected inflation is anticipated by economic agents and built into contracts, wage agreements, and interest rates (via the Fisher effect). Because it is anticipated, it causes relatively little economic disruption — nominal wages, interest rates, and tax brackets can be adjusted accordingly. Unexpected inflation redistributes income and wealth in arbitrary ways: from creditors to debtors (the real value of fixed-dollar debts falls), from workers with rigid nominal wages to firms whose output prices have risen, and from savers holding nominal assets to borrowers.
Unexpected inflation also imposes real resource costs. Menu costs — the costs of changing posted prices (updating catalogs, reprogramming vending machines, renegotiating contracts) — rise with the frequency of price changes. Shoe-leather costs — the time and effort people spend economizing on money holdings to avoid the inflation tax (making more frequent trips to the bank, holding less cash) — increase when inflation is high and unpredictable. These costs are modest at low, stable inflation rates but can become severe during episodes of high or variable inflation.
12.5 Deflation and Its Dangers
Deflation — a sustained decline in the general price level — is in many respects more dangerous than moderate inflation. Falling prices raise the real value of outstanding debts, increasing the burden on borrowers and potentially triggering a debt-deflation spiral first described by Irving Fisher in 1933: borrowers default, banks suffer losses, credit contracts, spending falls further, output declines, and prices drop more — a vicious circle. Deflation also raises real interest rates even when nominal rates are at their zero lower bound (or effective lower bound, slightly below zero), rendering conventional monetary policy impotent — a situation known as a liquidity trap.
Japan’s experience from the 1990s through the 2010s — two decades of stagnant growth and intermittent deflation — illustrates the difficulty of escaping a deflationary trap. The Bank of Japan pursued near-zero interest rates and massive quantitative easing but struggled to generate sustained inflation. This cautionary tale reinforced the modern central-banking consensus that a low positive inflation target (such as Canada’s 2 percent) provides a buffer against the risk of hitting the zero lower bound.
12.6 Stabilization Policy Debates
Economists disagree about the appropriate scope and aggressiveness of stabilization policy. Activists (broadly Keynesian) argue that well-timed fiscal and monetary interventions can smooth the business cycle, reducing the human cost of recessions — lost output, elevated unemployment, and the scarring effects on workers who remain jobless for extended periods. Non-interventionists (broadly monetarist or new classical) counter that policy lags — the recognition lag (time to identify the problem), decision lag (time to formulate a response), implementation lag (time to put the policy in place), and effectiveness lag (time for the policy to affect the economy) — are so long and unpredictable that stabilization efforts often arrive too late, amplifying rather than dampening fluctuations.
The rational expectations revolution, led by Robert Lucas, Thomas Sargent, and others, argued that systematic policy rules are anticipated by the public and therefore cannot exploit the Phillips-curve trade-off even in the short run. Only unexpected policy changes have real effects — and policies designed to surprise lose credibility quickly. The modern consensus in central banking — reflected in the Bank of Canada’s inflation-targeting framework — favours systematic, transparent, rule-based monetary policy that responds predictably to inflation and output gaps (a principle captured by the Taylor rule, which prescribes a higher interest rate when inflation exceeds target or output exceeds potential), combined with automatic fiscal stabilizers, reserving discretionary fiscal stimulus for severe downturns when monetary policy alone is insufficient.
Chapter 13: Macroeconomic Data Analysis
13.1 Index Numbers
An index number expresses the value of a variable relative to its value in a base period, typically set equal to 100. The CPI, the GDP deflator, and real GDP series are all examples. To construct a simple price index, select a basket of goods, compute its cost in the current period and in the base period, and take the ratio multiplied by 100. Laspeyres indices use base-period quantities as weights, tending to overstate price increases because they do not account for consumer substitution toward cheaper goods. Paasche indices use current-period quantities as weights, tending to understate price increases. The Fisher ideal index, a geometric mean of the two, minimizes substitution bias and is used by Statistics Canada for chain-weighted real GDP.
13.2 Time-Series Decomposition
A macroeconomic time series — quarterly real GDP, monthly employment, annual inflation — can be decomposed into four components. The trend captures the long-run direction (the secular growth path of real GDP). The cycle reflects fluctuations around the trend associated with the business cycle — expansions and contractions lasting several quarters to several years. Seasonal variation arises from regular calendar-driven patterns (retail sales spike in December; construction employment drops in Canadian winters). Irregular (or random) movements are unpredictable residuals.
Filters such as the Hodrick-Prescott (HP) filter and the Baxter-King band-pass filter are commonly used to extract the trend and cyclical components from quarterly data. The X-13ARIMA-SEATS procedure, employed by Statistics Canada and the U.S. Census Bureau, handles seasonal adjustment — removing the predictable seasonal pattern to reveal the underlying trend and cyclical movements.
13.3 Visualization Techniques
Effective visualization transforms raw data into insight. Line charts are the workhorse for time series, clearly displaying trends, cycles, and turning points — plotting quarterly real GDP with recession bars (shaded regions marking contractions as dated by the C.D. Howe Institute) instantly conveys the economy’s trajectory. Bar charts compare levels across categories — unemployment rates by province, GDP growth rates by country. Scatter plots reveal relationships between two variables — plotting inflation against unemployment produces an empirical Phillips curve. Stacked area charts show how components of a total (expenditure shares of GDP) evolve over time. Best practices include labelling axes with units, noting the data source, using consistent scales when comparing panels, and avoiding chartjunk — unnecessary decoration that obscures the data.
13.4 Working with Real-World Datasets
Statistics Canada’s Data portal (formerly CANSIM) provides thousands of macroeconomic time series for Canada, including GDP, CPI, labour-force statistics, trade balances, and government fiscal data, downloadable in CSV format. The FRED database maintained by the Federal Reserve Bank of St. Louis offers a vast repository of international data with convenient download and charting tools — typing a series ID (e.g., NGDPSAXDCCAQ for Canadian nominal GDP) returns the series instantly. The IMF’s World Economic Outlook and the World Bank’s World Development Indicators are invaluable for cross-country comparisons. Researchers typically import data into Python (pandas), R, or Excel and apply the decomposition and visualization techniques described above. The ability to move fluently between theoretical models and empirical evidence — building a model, deriving predictions, testing those predictions against data, and revising the model — is the hallmark of a well-trained economist.