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Tuesday, October 11, 2022

Business cycle

From Wikipedia, the free encyclopedia
 
Business cycles are intervals of expansion followed by recession in economic activity. These changes have implications for the welfare of the broad population as well as for private institutions. Typically business cycles are measured by examining trends in a broad economic indicator such as Real Gross Domestic Production.

Business cycle fluctuations are usually characterized by general upswings and downturns in a span of macroeconomic variables. The individual episodes of expansion/recession occur with changing duration and intensity over time. Typically their periodicity has a wide range from around 2 to 10 years (the technical phrase "stochastic cycle" is often used in statistics to describe this kind of process.) As in [Harvey, Trimbur, and van Dijk, 2007, Journal of Econometrics], such flexible knowledge about the frequency of business cycles can actually be included in their mathematical study, using a Bayesian statistical paradigm.

There are numerous sources of business cycle movements such as rapid and significant changes in the price of oil or variation in consumer sentiment that affects overall spending in the macroeconomy and thus investment and firms' profits. Usually such sources are unpredictable in advance and can be viewed as random "shocks" to the cyclical pattern, as happened during the 2007–2008 financial crises or the COVID-19 pandemic. In past decades economists and statisticians have learned a great deal about business cycle fluctuations by researching the topic from various perspectives.

History

Theory

Parts of a business cycle
Phases of the business cycle
 
Actual business cycle
Long term growth of GDP

The first systematic exposition of economic crises, in opposition to the existing theory of economic equilibrium, was the 1819 Nouveaux Principes d'économie politique by Jean Charles Léonard de Sismondi. Prior to that point classical economics had either denied the existence of business cycles, blamed them on external factors, notably war, or only studied the long term. Sismondi found vindication in the Panic of 1825, which was the first unarguably international economic crisis, occurring in peacetime.

Sismondi and his contemporary Robert Owen, who expressed similar but less systematic thoughts in 1817 Report to the Committee of the Association for the Relief of the Manufacturing Poor, both identified the cause of economic cycles as overproduction and underconsumption, caused in particular by wealth inequality. They advocated government intervention and socialism, respectively, as the solution. This work did not generate interest among classical economists, though underconsumption theory developed as a heterodox branch in economics until being systematized in Keynesian economics in the 1930s.

Sismondi's theory of periodic crises was developed into a theory of alternating cycles by Charles Dunoyer, and similar theories, showing signs of influence by Sismondi, were developed by Johann Karl Rodbertus. Periodic crises in capitalism formed the basis of the theory of Karl Marx, who further claimed that these crises were increasing in severity and, on the basis of which, he predicted a communist revolution. Though only passing references in Das Kapital (1867) refer to crises, they were extensively discussed in Marx's posthumously published books, particularly in Theories of Surplus Value. In Progress and Poverty (1879), Henry George focused on land's role in crises – particularly land speculation – and proposed a single tax on land as a solution.

Statistical or econometric modelling and theory of business cycle movements can also be used. In this case a time series analysis is used to capture the regularities and the stochastic signals and noise in economic time series such as Real GDP or Investment. [Harvey and Trimbur, 2003, Review of Economics and Statistics] developed models for describing stochastic or pseudo- cycles, of which business cycles represent a leading case. As well-formed and compact – and easy to implement – statistical methods may outperform macroeconomic approaches in numerous cases, they provide a solid alternative even for rather complex economic theory.

Classification by periods

Business cycle with it specific forces in four stages according to Malcolm C. Rorty, 1922

In 1860 French economist Clément Juglar first identified economic cycles 7 to 11 years long, although he cautiously did not claim any rigid regularity. This interval of periodicity is also commonplace, as an empirical finding, in time series models for stochastic cycles in economic data. Furthermore, methods like statistical modelling in a Bayesian framework – see e.g. [Harvey, Trimbur, and van Dijk, 2007, Journal of Econometrics] – can incorporate such a range explicitly by setting up priors that concentrate around say 6 to 12 years, such flexible knowledge about the frequency of business cycles can actually be included in their mathematical study, using a Bayesian statistical paradigm.

Later, economist Joseph Schumpeter argued that a Juglar cycle has four stages:

  1. Expansion (increase in production and prices, low interest rates)
  2. Crisis (stock exchanges crash and multiple bankruptcies of firms occur)
  3. Recession (drops in prices and in output, high interest-rates)
  4. Recovery (stocks recover because of the fall in prices and incomes)

Schumpeter's Juglar model associates recovery and prosperity with increases in productivity, consumer confidence, aggregate demand, and prices.

In the 20th century, Schumpeter and others proposed a typology of business cycles according to their periodicity, so that a number of particular cycles were named after their discoverers or proposers:

Economic cycle.svg
Proposed economic waves
Cycle/wave name Period (years)
Kitchin cycle (inventory, e.g. pork cycle) 3–5
Juglar cycle (fixed investment) 7–11
Kuznets swing (infrastructural investment) 15–25
Kondratiev wave (technological basis) 45–60

Some say interest in the different typologies of cycles has waned since the development of modern macroeconomics, which gives little support to the idea of regular periodic cycles. Further econometric studies such as the two works in 2003 and 2007 cited above demonstrate a clear tendency for cyclical components in macroeconomic times to behave in a stochastic rather than deterministic way.

Others, such as Dmitry Orlov, argue that simple compound interest mandates the cycling of monetary systems. Since 1960, World GDP has increased by fifty-nine times, and these multiples have not even kept up with annual inflation over the same period. Social Contract (freedoms and absence of social problems) collapses may be observed in nations where incomes are not kept in balance with cost-of-living over the timeline of the monetary system cycle.

The Bible (760 BCE) and Hammurabi's Code (1763 BCE) both explain economic remediations for cyclic sixty-year recurring great depressions, via fiftieth-year Jubilee (biblical) debt and wealth resets. Thirty major debt forgiveness events are recorded in history including the debt forgiveness given to most European nations in the 1930s to 1954.

Occurrence

A simplified Kondratiev wave, with the theory that productivity enhancing innovations drive waves of economic growth

There were great increases in productivity, industrial production and real per capita product throughout the period from 1870 to 1890 that included the Long Depression and two other recessions. There were also significant increases in productivity in the years leading up to the Great Depression. Both the Long and Great Depressions were characterized by overcapacity and market saturation.

Over the period since the Industrial Revolution, technological progress has had a much larger effect on the economy than any fluctuations in credit or debt, the primary exception being the Great Depression, which caused a multi-year steep economic decline. The effect of technological progress can be seen by the purchasing power of an average hour's work, which has grown from $3 in 1900 to $22 in 1990, measured in 2010 dollars. There were similar increases in real wages during the 19th century. (See: Productivity improving technologies (historical).) A table of innovations and long cycles can be seen at: Kondratiev wave § Modern modifications of Kondratiev theory. Since surprising news in the economy, which has a random aspect, impact the state of the business cycle, any corresponding descriptions must have a random part at its root that motivates the use of statistical frameworks in this area.

There were frequent crises in Europe and America in the 19th and first half of the 20th century, specifically the period 1815–1939. This period started from the end of the Napoleonic wars in 1815, which was immediately followed by the Post-Napoleonic depression in the United Kingdom (1815–1830), and culminated in the Great Depression of 1929–1939, which led into World War II. See Financial crisis: 19th century for listing and details. The first of these crises not associated with a war was the Panic of 1825.

Business cycles in OECD countries after World War II were generally more restrained than the earlier business cycles. This was particularly true during the Golden Age of Capitalism (1945/50–1970s), and the period 1945–2008 did not experience a global downturn until the Late-2000s recession. Economic stabilization policy using fiscal policy and monetary policy appeared to have dampened the worst excesses of business cycles, and automatic stabilization due to the aspects of the government's budget also helped mitigate the cycle even without conscious action by policy-makers.

In this period, the economic cycle – at least the problem of depressions – was twice declared dead. The first declaration was in the late 1960s, when the Phillips curve was seen as being able to steer the economy. However, this was followed by stagflation in the 1970s, which discredited the theory. The second declaration was in the early 2000s, following the stability and growth in the 1980s and 1990s in what came to be known as the Great Moderation. Notably, in 2003, Robert Lucas, in his presidential address to the American Economic Association, declared that the "central problem of depression-prevention [has] been solved, for all practical purposes." Unfortunately, this was followed by the 2008–2012 global recession.

Various regions have experienced prolonged depressions, most dramatically the economic crisis in former Eastern Bloc countries following the end of the Soviet Union in 1991. For several of these countries the period 1989–2010 has been an ongoing depression, with real income still lower than in 1989. This has been attributed not to a cyclical pattern, but to a mismanaged transition from command economies to market economies.

Identifying

Economic activity in the United States, 1954–2005
 
Deviations from the long-term United States growth trend, 1954–2005

In 1946, economists Arthur F. Burns and Wesley C. Mitchell provided the now standard definition of business cycles in their book Measuring Business Cycles:

Business cycles are a type of fluctuation found in the aggregate economic activity of nations that organize their work mainly in business enterprises: a cycle consists of expansions occurring at about the same time in many economic activities, followed by similarly general recessions, contractions, and revivals which merge into the expansion phase of the next cycle; in duration, business cycles vary from more than one year to ten or twelve years; they are not divisible into shorter cycles of similar characteristics with amplitudes approximating their own.

According to A. F. Burns:

Business cycles are not merely fluctuations in aggregate economic activity. The critical feature that distinguishes them from the commercial convulsions of earlier centuries or from the seasonal and other short term variations of our own age is that the fluctuations are widely diffused over the economy – its industry, its commercial dealings, and its tangles of finance. The economy of the western world is a system of closely interrelated parts. He who would understand business cycles must master the workings of an economic system organized largely in a network of free enterprises searching for profit. The problem of how business cycles come about is therefore inseparable from the problem of how a capitalist economy functions.

In the United States, it is generally accepted that the National Bureau of Economic Research (NBER) is the final arbiter of the dates of the peaks and troughs of the business cycle. An expansion is the period from a trough to a peak and a recession as the period from a peak to a trough. The NBER identifies a recession as "a significant decline in economic activity spread across the economy, lasting more than a few months, normally visible in real GDP, real income, employment, industrial production".

Upper turning points of business cycle, commodity prices and freight rates

There is often a close timing relationship between the upper turning points of the business cycle, commodity prices, and freight rates, which is shown to be particularly tight in the grand peak years of 1873, 1889, 1900 and 1912. Hamilton expressed that in the post war era, a majority of recessions are connected to an increase in oil price.

Commodity price shocks are considered to be a significant driving force of the US business cycle.

Along these lines, the research in [Trimbur, 2010, International Journal of Forecasting] shows empirical results for the relation between oil-prices and real GDP. (The methodology uses a statistical model that incorporate level shifts in the price of crude oil; hence the approach describes the possibility of oil price shocks and forecasts the likelihood of such events.

Indicators

Economic indicators are used to measure the business cycle: consumer confidence index, retail trade index, unemployment and industry/service production index. Stock and Watson claim that financial indicators' predictive ability is not stable over different time periods because of economic shocks, random fluctuations and development in financial systems. Ludvigson believes consumer confidence index is a coincident indicator as it relates to consumer's current situations. Winton & Ralph state that retail trade index is a benchmark for the current economic level because its aggregate value counts up for two-thirds of the overall GDP and reflects the real state of the economy. According to Stock and Watson, unemployment claim can predict when the business cycle is entering a downward phase. Banbura and Rüstler argue that industry production's GDP information can be delayed as it measures real activity with real number, but it provides an accurate prediction of GDP.

Series used to infer the underlying business cycle fall into three categories: lagging, coincident, and leading. They are described as main elements of an analytic system to forecast peaks and troughs in the business cycle. For almost 30 years, these economic data series are considered as "the leading index" or "the leading indicators"-were compiled and published by the U.S. Department of Commerce.

A prominent coincident, or real-time, business cycle indicator is the Aruoba-Diebold-Scotti Index.

Spectral analysis of business cycles

Recent research employing spectral analysis has confirmed the presence of Kondratiev waves in the world GDP dynamics at an acceptable level of statistical significance. Korotayev & Tsirel also detected shorter business cycles, dating the Kuznets to about 17 years and calling it the third sub-harmonic of the Kondratiev, meaning that there are three Kuznets cycles per Kondratiev.

Recurrence quantification analysis

Recurrence quantification analysis has been employed to detect the characteristic of business cycles and economic development. To this end, Orlando et al. developed the so-called recurrence quantification correlation index to test correlations of RQA on a sample signal and then investigated the application to business time series. The said index has been proven to detect hidden changes in time series. Further, Orlando et al., over an extensive dataset, shown that recurrence quantification analysis may help in anticipating transitions from laminar (i.e. regular) to turbulent (i.e. chaotic) phases such as USA GDP in 1949, 1953, etc. Last but not least, it has been demonstrated that recurrence quantification analysis can detect differences between macroeconomic variables and highlight hidden features of economic dynamics.

Cycles or fluctuations?

The Business Cycle follows changes in stock prices which are mostly caused by external factors such as socioeconomic conditions, inflation, exchange rates. Intellectual capital does not affect a company stock's current earnings. Intellectual capital contributes to a stock's return growth.

In recent years economic theory has moved towards the study of economic fluctuation rather than a "business cycle" – though some economists use the phrase 'business cycle' as a convenient shorthand. For example, Milton Friedman said that calling the business cycle a "cycle" is a misnomer, because of its non-cyclical nature. Friedman believed that for the most part, excluding very large supply shocks, business declines are more of a monetary phenomenon. Arthur F. Burns and Wesley C. Mitchell define business cycle as a form of fluctuation. In economic activities, a cycle of expansions happening, followed by recessions, contractions, and revivals. All of which combine to form the next cycle's expansion phase; this sequence of change is repeated but not periodic.

Proposed explanations

The explanation of fluctuations in aggregate economic activity is one of the primary concerns of macroeconomics and a variety of theories have been proposed to explain them.

Exogenous vs. endogenous

Within economics, it has been debated as to whether or not the fluctuations of a business cycle are attributable to external (exogenous) versus internal (endogenous) causes. In the first case shocks are stochastic, in the second case shocks are deterministically chaotic and embedded in the economic system. The classical school (now neo-classical) argues for exogenous causes and the underconsumptionist (now Keynesian) school argues for endogenous causes. These may also broadly be classed as "supply-side" and "demand-side" explanations: supply-side explanations may be styled, following Say's law, as arguing that "supply creates its own demand", while demand-side explanations argue that effective demand may fall short of supply, yielding a recession or depression.

This debate has important policy consequences: proponents of exogenous causes of crises such as neoclassicals largely argue for minimal government policy or regulation (laissez faire), as absent these external shocks, the market functions, while proponents of endogenous causes of crises such as Keynesians largely argue for larger government policy and regulation, as absent regulation, the market will move from crisis to crisis. This division is not absolute – some classicals (including Say) argued for government policy to mitigate the damage of economic cycles, despite believing in external causes, while Austrian School economists argue against government involvement as only worsening crises, despite believing in internal causes.

The view of the economic cycle as caused exogenously dates to Say's law, and much debate on endogeneity or exogeneity of causes of the economic cycle is framed in terms of refuting or supporting Say's law; this is also referred to as the "general glut" (supply in relation to demand) debate.

Until the Keynesian revolution in mainstream economics in the wake of the Great Depression, classical and neoclassical explanations (exogenous causes) were the mainstream explanation of economic cycles; following the Keynesian revolution, neoclassical macroeconomics was largely rejected. There has been some resurgence of neoclassical approaches in the form of real business cycle (RBC) theory. The debate between Keynesians and neo-classical advocates was reawakened following the recession of 2007.

Mainstream economists working in the neoclassical tradition, as opposed to the Keynesian tradition, have usually viewed the departures of the harmonic working of the market economy as due to exogenous influences, such as the State or its regulations, labor unions, business monopolies, or shocks due to technology or natural causes.

Contrarily, in the heterodox tradition of Jean Charles Léonard de Sismondi, Clément Juglar, and Marx the recurrent upturns and downturns of the market system are an endogenous characteristic of it.

The 19th-century school of under consumptionism also posited endogenous causes for the business cycle, notably the paradox of thrift, and today this previously heterodox school has entered the mainstream in the form of Keynesian economics via the Keynesian revolution.

Mainstream economics

Mainstream economics views business cycles as essentially "the random summation of random causes". In 1927, Eugen Slutzky observed that summing random numbers, such as the last digits of the Russian state lottery, could generate patterns akin to that we see in business cycles, an observation that has since been repeated many times. This caused economists to move away from viewing business cycles as a cycle that needed to be explained and instead viewing their apparently cyclical nature as a methodological artefact. This means that what appear to be cyclical phenomena can actually be explained as just random events that are fed into a simple linear model. Thus business cycles are essentially random shocks that average out over time. Mainstream economists have built models of business cycles based the idea that they are caused by random shocks. Due to this inherent randomness, recessions can sometimes not occur for decades; for example, Australia did not experience any recession between 1991 and 2020.

While economists have found it difficult to forecast recessions or determine their likely severity, research indicates that longer expansions do not cause following recessions to be more severe.

Keynesian

According to Keynesian economics, fluctuations in aggregate demand cause the economy to come to short run equilibrium at levels that are different from the full employment rate of output. These fluctuations express themselves as the observed business cycles. Keynesian models do not necessarily imply periodic business cycles. However, simple Keynesian models involving the interaction of the Keynesian multiplier and accelerator give rise to cyclical responses to initial shocks. Paul Samuelson's "oscillator model" is supposed to account for business cycles thanks to the multiplier and the accelerator. The amplitude of the variations in economic output depends on the level of the investment, for investment determines the level of aggregate output (multiplier), and is determined by aggregate demand (accelerator).

In the Keynesian tradition, Richard Goodwin accounts for cycles in output by the distribution of income between business profits and workers' wages. The fluctuations in wages are almost the same as in the level of employment (wage cycle lags one period behind the employment cycle), for when the economy is at high employment, workers are able to demand rises in wages, whereas in periods of high unemployment, wages tend to fall. According to Goodwin, when unemployment and business profits rise, the output rises.

Cyclical behavior of exports and imports

Exports and imports are large components of an economy's aggregate expenditure, especially one that is oriented toward international trade. Income is an essential determinant of the level of imported goods. A higher GDP reflects a higher level of spending on imported goods and services, and vice versa. Therefore, expenditure on imported goods and services fall during a recession and rise during an economic expansion or boom.

Import expenditures are commonly considered to be procyclical and cyclical in nature, coincident with the business cycle. Domestic export expenditures give a good indication of foreign business cycles as foreign import expenditures are coincident with the foreign business cycle.

Credit/debt cycle

One alternative theory is that the primary cause of economic cycles is due to the credit cycle: the net expansion of credit (increase in private credit, equivalently debt, as a percentage of GDP) yields economic expansions, while the net contraction causes recessions, and if it persists, depressions. In particular, the bursting of speculative bubbles is seen as the proximate cause of depressions, and this theory places finance and banks at the center of the business cycle.

A primary theory in this vein is the debt deflation theory of Irving Fisher, which he proposed to explain the Great Depression. A more recent complementary theory is the Financial Instability Hypothesis of Hyman Minsky, and the credit theory of economic cycles is often associated with Post-Keynesian economics such as Steve Keen.

Post-Keynesian economist Hyman Minsky has proposed an explanation of cycles founded on fluctuations in credit, interest rates and financial frailty, called the Financial Instability Hypothesis. In an expansion period, interest rates are low and companies easily borrow money from banks to invest. Banks are not reluctant to grant them loans, because expanding economic activity allows business increasing cash flows and therefore they will be able to easily pay back the loans. This process leads to firms becoming excessively indebted, so that they stop investing, and the economy goes into recession.

While credit causes have not been a primary theory of the economic cycle within the mainstream, they have gained occasional mention, such as (Eckstein & Sinai 1986), cited approvingly by (Summers 1986).

Real business-cycle theory

Within mainstream economics, Keynesian views have been challenged by real business cycle models in which fluctuations are due to random changes in the total productivity factor (which are caused by changes in technology as well as the legal and regulatory environment). This theory is most associated with Finn E. Kydland and Edward C. Prescott, and more generally the Chicago school of economics (freshwater economics). They consider that economic crisis and fluctuations cannot stem from a monetary shock, only from an external shock, such as an innovation.

Product based theory of economic cycles

International product life cycle

This theory explains the nature and causes of economic cycles from the viewpoint of life-cycle of marketable goods. The theory originates from the work of Raymond Vernon, who described the development of international trade in terms of product life-cycle – a period of time during which the product circulates in the market. Vernon stated that some countries specialize in the production and export of technologically new products, while others specialize in the production of already known products. The most developed countries are able to invest large amounts of money in the technological innovations and produce new products, thus obtaining a dynamic comparative advantage over developing countries.

Recent research by Georgiy Revyakin proved initial Vernon theory and showed economic cycles in developed countries overran economic cycles in developing countries. He also presumed economic cycles with different periodicity can be compared to the products with various life-cycles. In case of Kondratiev waves such products correlate with fundamental discoveries implemented in production (inventions which form the technological paradigm: Richard Arkwright's machines, steam engines, industrial use of electricity, computer invention, etc.); Kuznets cycles describe such products as infrastructural components (roadways, transport, utilities, etc.); Juglar cycles may go in parallel with enterprise fixed capital (equipment, machinery, etc.), and Kitchin cycles are characterized by change in the society preferences (tastes) for consumer goods, and time, which is necessary to start the production.

Highly competitive market conditions would determine simultaneous technological updates of all economic agents (as a result, cycle formation): in case if a manufacturing technology at an enterprise does not meet the current technological environment – such company loses its competitiveness and eventually goes bankrupt.

Political business cycle

Another set of models tries to derive the business cycle from political decisions. The political business cycle theory is strongly linked to the name of Michał Kalecki who discussed "the reluctance of the 'captains of industry' to accept government intervention in the matter of employment". Persistent full employment would mean increasing workers' bargaining power to raise wages and to avoid doing unpaid labor, potentially hurting profitability. However, he did not see this theory as applying under fascism, which would use direct force to destroy labor's power.

In recent years, proponents of the "electoral business cycle" theory have argued that incumbent politicians encourage prosperity before elections in order to ensure re-election – and make the citizens pay for it with recessions afterwards. The political business cycle is an alternative theory stating that when an administration of any hue is elected, it initially adopts a contractionary policy to reduce inflation and gain a reputation for economic competence. It then adopts an expansionary policy in the lead up to the next election, hoping to achieve simultaneously low inflation and unemployment on election day.

The partisan business cycle suggests that cycles result from the successive elections of administrations with different policy regimes. Regime A adopts expansionary policies, resulting in growth and inflation, but is voted out of office when inflation becomes unacceptably high. The replacement, Regime B, adopts contractionary policies reducing inflation and growth, and the downwards swing of the cycle. It is voted out of office when unemployment is too high, being replaced by Party A.

Marxian economics

For Marx, the economy based on production of commodities to be sold in the market is intrinsically prone to crisis. In the heterodox Marxian view, profit is the major engine of the market economy, but business (capital) profitability has a tendency to fall that recurrently creates crises in which mass unemployment occurs, businesses fail, remaining capital is centralized and concentrated and profitability is recovered. In the long run, these crises tend to be more severe and the system will eventually fail.

Some Marxist authors such as Rosa Luxemburg viewed the lack of purchasing power of workers as a cause of a tendency of supply to be larger than demand, creating crisis, in a model that has similarities with the Keynesian one. Indeed, a number of modern authors have tried to combine Marx's and Keynes's views. Henryk Grossman reviewed the debates and the counteracting tendencies and Paul Mattick subsequently emphasized the basic differences between the Marxian and the Keynesian perspective. While Keynes saw capitalism as a system worth maintaining and susceptible to efficient regulation, Marx viewed capitalism as a historically doomed system that cannot be put under societal control.

The American mathematician and economist Richard M. Goodwin formalised a Marxist model of business cycles known as the Goodwin Model in which recession was caused by increased bargaining power of workers (a result of high employment in boom periods) pushing up the wage share of national income, suppressing profits and leading to a breakdown in capital accumulation. Later theorists applying variants of the Goodwin model have identified both short and long period profit-led growth and distribution cycles in the United States and elsewhere. David Gordon provided a Marxist model of long period institutional growth cycles in an attempt to explain the Kondratiev wave. This cycle is due to the periodic breakdown of the social structure of accumulation, a set of institutions which secure and stabilize capital accumulation.

Austrian School

Economists of the heterodox Austrian School argue that business cycles are caused by excessive issuance of credit by banks in fractional reserve banking systems. According to Austrian economists, excessive issuance of bank credit may be exacerbated if central bank monetary policy sets interest rates too low, and the resulting expansion of the money supply causes a "boom" in which resources are misallocated or "malinvested" because of artificially low interest rates. Eventually, the boom cannot be sustained and is followed by a "bust" in which the malinvestments are liquidated (sold for less than their original cost) and the money supply contracts.

One of the criticisms of the Austrian business cycle theory is based on the observation that the United States suffered recurrent economic crises in the 19th century, notably the Panic of 1873, which occurred prior to the establishment of a U.S. central bank in 1913. Adherents of the Austrian School, such as the historian Thomas Woods, argue that these earlier financial crises were prompted by government and bankers' efforts to expand credit despite restraints imposed by the prevailing gold standard, and are thus consistent with Austrian Business Cycle Theory.

The Austrian explanation of the business cycle differs significantly from the mainstream understanding of business cycles and is generally rejected by mainstream economists. Mainstream economists generally do not support Austrian school explanations for business cycles, on both theoretical as well as real-world empirical grounds. Austrians claim that the boom-and-bust business cycle is caused by government intervention into the economy, and that the cycle would be comparatively rare and mild without central government interference.

Yield curve

   10 Year Treasury Bond
   2 Year Treasury Bond
   3 month Treasury Bond
   Effective Federal Funds Rate
   CPI inflation year/year

10-year minus 3-month US Treasury Yields

The slope of the yield curve is one of the most powerful predictors of future economic growth, inflation, and recessions. One measure of the yield curve slope (i.e. the difference between 10-year Treasury bond rate and the 3-month Treasury bond rate) is included in the Financial Stress Index published by the St. Louis Fed. A different measure of the slope (i.e. the difference between 10-year Treasury bond rates and the federal funds rate) is incorporated into the Index of Leading Economic Indicators published by The Conference Board.

An inverted yield curve is often a harbinger of recession. A positively sloped yield curve is often a harbinger of inflationary growth. Work by Arturo Estrella and Tobias Adrian has established the predictive power of an inverted yield curve to signal a recession. Their models show that when the difference between short-term interest rates (they use 3-month T-bills) and long-term interest rates (10-year Treasury bonds) at the end of a federal reserve tightening cycle is negative or less than 93 basis points positive that a rise in unemployment usually occurs. The New York Fed publishes a monthly recession probability prediction derived from the yield curve and based on Estrella's work.

All the recessions in the United States since 1970 (up through 2017) have been preceded by an inverted yield curve (10-year vs. 3-month). Over the same time frame, every occurrence of an inverted yield curve has been followed by recession as declared by the NBER business cycle dating committee.

Event Date of inversion start Date of the recession start Time from inversion to recession Start Duration of inversion Time from recession start to NBER announcement Time from disinversion to recession end Duration of recession Time from recession end to NBER announcement Max inversion



Months Months Months Months Months Months Basis points
1970 recession December 1968 January 1970 13 15 NA 8 11 NA −52
1974 recession June 1973 December 1973 6 18 NA 3 16 NA −159
1980 recession November 1978 February 1980 15 18 4 2 6 12 −328
1981–1982 recession October 1980 August 1981 10 12 5 13 16 8 −351
1990 recession June 1989 August 1990 14 7 8 14 8 21 −16
2001 recession July 2000 April 2001 9 7 7 9 8 20 −70
2008–2009 recession August 2006 January 2008 17 10 11 24 18 15 −51
2020–2020 recession March 2020 April 2020






Average since 1969

12 12 7 10 12 15 −147
Standard deviation since 1969

3.83 4.72 2.74 7.50 4.78 5.45 138.96

Estrella and others have postulated that the yield curve affects the business cycle via the balance sheet of banks (or bank-like financial institutions). When the yield curve is inverted banks are often caught paying more on short-term deposits (or other forms of short-term wholesale funding) than they are making on long-term loans leading to a loss of profitability and reluctance to lend resulting in a credit crunch. When the yield curve is upward sloping, banks can profitably take-in short term deposits and make long-term loans so they are eager to supply credit to borrowers. This eventually leads to a credit bubble.

Georgism

Henry George claimed land price fluctuations were the primary cause of most business cycles. The theory is generally discounted by modern mainstream economists.

Mitigating an economic downturn

Many social indicators, such as mental health, crimes, and suicides, worsen during economic recessions (though general mortality tends to fall, and it is in expansions when it tends to increase). As periods of economic stagnation are painful for the many who lose their jobs, there is often political pressure for governments to mitigate recessions. Since the 1940s, following the Keynesian revolution, most governments of developed nations have seen the mitigation of the business cycle as part of the responsibility of government, under the rubric of stabilization policy.

Since in the Keynesian view, recessions are caused by inadequate aggregate demand, when a recession occurs the government should increase the amount of aggregate demand and bring the economy back into equilibrium. This the government can do in two ways, firstly by increasing the money supply (expansionary monetary policy) and secondly by increasing government spending or cutting taxes (expansionary fiscal policy).

By contrast, some economists, notably New classical economist Robert Lucas, argue that the welfare cost of business cycles are very small to negligible, and that governments should focus on long-term growth instead of stabilization.

However, even according to Keynesian theory, managing economic policy to smooth out the cycle is a difficult task in a society with a complex economy. Some theorists, notably those who believe in Marxian economics, believe that this difficulty is insurmountable. Karl Marx claimed that recurrent business cycle crises were an inevitable result of the operations of the capitalistic system. In this view, all that the government can do is to change the timing of economic crises. The crisis could also show up in a different form, for example as severe inflation or a steadily increasing government deficit. Worse, by delaying a crisis, government policy is seen as making it more dramatic and thus more painful.

Additionally, since the 1960s neoclassical economists have played down the ability of Keynesian policies to manage an economy. Since the 1960s, economists like Nobel Laureates Milton Friedman and Edmund Phelps have made ground in their arguments that inflationary expectations negate the Phillips curve in the long run. The stagflation of the 1970s provided striking support for their theories while proving a dilemma for Keynesian policies, which appeared to necessitate both expansionary policies to mitigate recession and contractionary policies to reduce inflation. Friedman has gone so far as to argue that all the central bank of a country should do is to avoid making large mistakes, as he believes they did by contracting the money supply very rapidly in the face of the Wall Street Crash of 1929, in which they made what would have been a recession into the Great Depression.

Green job

From Wikipedia, the free encyclopedia

Green jobs (green-collar jobs, sustainability jobs, eco jobs or environmental jobs[1]) are, according to the United Nations Environment Program, "work in agricultural, manufacturing, research and development (R&D), administrative, and service activities that contribute(s) substantially to preserving or restoring environmental quality. Specifically, but not exclusively, this includes jobs that help to protect ecosystems and biodiversity; reduce energy, materials, and water consumption through high efficiency strategies; de-carbonize the economy; and minimize or altogether avoid generation of all forms of waste and pollution." The environmental sector has the dual benefit of mitigating environmental challenges as well as helping economic growth.

Green jobs, according to the U.S. Bureau of Labor Statistics, are classified as, "jobs in business that produce goods or services that benefit the environment or conserve natural resources" or "jobs in which workers' duties involve making their establishment's production processes more environmentally friendly or use fewer natural resources". The Bureau of Labor Statistics categorizes green jobs into the following: water conservation, sustainable forestry, biofuels, geothermal energy, environmental remediation, sustainability, energy auditors, recycling, electric vehicles, solar power, and wind energy.

These definitions include jobs which seek to use or develop renewable forms of energy (i.e. wind, hydropower, geothermal, wind, landfill gas and municipal solid waste) as well as increase their efficiency. Under the green jobs domain education, training, and public awareness are also included. These jobs seek to enforce regulations, support education, and increase public influence for the benefit of the environment.

By role

This list is not exhaustive, it lists some of the more common environmental jobs and also some of the jobs which have see the fastest recent growth.

Agricultural scientist

Specialise in agricultural productivity. They study commercial plants, animals and cultivation techniques in order to improve the productivity and sustainability of farms and agricultural industries and agricultural scientists have a higher-than-average proportion of full-time jobs and earnings are above average.

Climate change scientist

Research and present data on the structure and dynamics of our climate system. Currently there is scientific consensus from a number of American scientific societies that the earth's temperature is warming.

Conservation officer

Advance and ensure protection of the natural environment and resources via educating communities and encouraging involvement, and awareness. The growth of these jobs along with forester jobs in the US is predicted to be around 6 per cent (in line with average occupation growth) from 2016 to 2026.

Ecologist

Investigate ecosystems as a whole i.e. they investigate both the living and non-living components of the environment. They study the various animals and plants that live within an ecosystem and the relationship between the two.

Electric car engineer

Use science and maths to design and develop electric automobile technology. They then undertake evaluations with respect to measure the safety, efficiency, cost, reliability, and safety of these aforementioned designs. An Electric Car Engineer is just one of a number of possible jobs in the electric vehicle industry and this type of Engineer will work in teams with other types of Engineers to produce electric automobiles.

Environmental engineer

Examine and mitigate the effects of human and other activities on both the natural and built environment. This could include reducing pollution and protecting the air, water, soil, and humans from actions which may harm either them or the environment. According to CNBC, in 2018 across the world, this was one of the fastest growing environmental jobs. The University of Portland recently reported that they will add a clean energy technology minor to enable their environmental engineering graduates ‘compete in an expanding environmental job market’.

Environmental scientist

They examine the environment (for example by sampling the land, water, air or other natural resources) and develop policies and plans designed to prevent, control or reduce the harmful effects of human activity on the environment. Also one of the fastest growing environmental jobs in the world in 2018 according to CNBC.

Environmental consultant

Analyse and provide advice on policies and processes which guide the design, implementation and modification of either commercial or government environmental operations and programs. Environmental consultants are often employed to ensure environmental legislation is being adhered to during construction projects. Listed as one of the top ten fastest growing green jobs in Australia in 2018.

Environmental health officer

Measure risk and develop, oversee, implement and monitor legislation which governs public health for both the built and natural environment. Environmental health officers carry out these aforementioned duties to promote good human health and best practices environmentally. and. Also one of the fastest growing environmental jobs in Australia in 2018.

Environmental manager

Supervise the environmental performance of private companies and public institutions. They also formulate, execute and oversee environmental strategies that encourage sustainable development. An environmental manager can be employed by a single company to ensure any negative environmental impacts caused by their operation are minimised.

Forestry manager / forester

In a nutshell they are responsible for the cultivation of forests. Map out and lead the planting, growth, harvesting and conservation of forests for wood production. To ensure balance and sustainable development Foresters may become involved the production of multipurpose forests, sustainable forest management and the reforestation of native woodlands. The growth of these jobs along with conservation officer jobs in the US is predicted to be around 6 per cent (in line with average occupation growth) from 2016 to 2026.

According to the Food and Agriculture Organization of the United Nations, forests provide more than 86 million green jobs and support the livelihoods of many more people. An estimated 880 million people worldwide spend part of their time collecting fuelwood or producing charcoal, many of them women. Human populations tend to be low in areas of low-income countries with high forest cover and high forest biodiversity, but poverty rates in these areas tend to be high. Some 252 million people living in forests and savannahs have incomes of less than USD 1.25 per day.

Green building designers

Design buildings (they can be homes, offices, schools, hospitals, or any other type of building) that in their design, construction or operation, reduce or eliminate negative impacts, and can create positive impacts, on our climate and natural environment. They also try to reduce negative environmental impacts in terms of reducing the contributions to landfill.

Marine biologist

Analyse the interplay of marine life (animals and plants) with coastal areas and the atmosphere. and  Crucial today is their role in measuring the impact of climate change on our oceans and how much ocean acidification is present and potentially damaging our coral reef ecosystems.

Recycling worker

In a typical recycling plant (MRF), the workers are sort labourers, equipment operators, managers (various levels) and maintenance mechanics. Also included are drivers who collect the recyclate from residential, commercial, and non-hazardous industrial sources. Sort labourers 'clean' the stream at various stages of the mechanized sortation process to prevent equipment stoppages and produce bales acceptable to the remanufacturing sector depending on the commodity (metal, paper, cardboard, plastics, etc.). Equipment operators operate heavy equipment designed to help with processes around the plant. Typical equipment includes skid-steers (For cleaning up and moving large amounts of material to bale), forklifts (to move bales and containers of material to places within the plant collected from the sortation process). Managers typically manage the operations/sales and human resources of the MRF so the sortation process requiring sorters and equipment operators runs properly day to day. Maintenance mechanics work to ensure all equipment works properly (such as unjamming a conveyor or fixing electronic equipment associated with the sortation process).

Renewable energy engineer

Study how to best supply energy from renewable or sustainable sources of energy, such as wind energy, solar power wave energy and biofuels. They focus on ways of producing energy that are deemed to be safer for the environment. An energy engineer was listed as one of the fastest growing jobs in Australia in 2018.

Solar photovoltaic (PV) installers

Assemble and carry out the installation of solar panels on rooftops or other areas such as ground mounted solar panels. A growing industry for example, has seen job creation and on the job training by a non-profit called GRID Alternatives.

Urban grower / urban farmer

Responsible for growing food in a city or heavily populated town. Green roof tops can provide locally sourced foods that help protect the environment by reducing the use of pesticides, fossil fuels, and other resources which are often used to grow and transport food to market from larger commercial farms.

Water quality scientist

Ensure that minimum standards of water quality are met and that these standards ensure human safety and minimise harm to the natural environment. Water quality scientists ensure that these global standards and other compliance requirements are met in three areas - groundwater, surface water (lakes, rivers, ponds, etc.), and drinking water. "The fact that water is the lifeblood of our planet means that there are thousands of opportunities for environmental workers in this area".

Wind energy technician

Wind technicians install, inspect, maintain, operate and repair wind turbines. Wind technicians have the knowledge to identify and fix issues that could cause the turbine to be break or fail to operate as it should. Globally one of the fastest growing environmental jobs in 2017. The U.S. Department of Energy is working with six leading wind turbine manufacturers towards achieving 20 per cent wind power in the United States by 2030. However, the dropping number of students in power engineering programs in recent years means that, the labour requirements needed to facilitate this aim won't be met, unless this trend is reversed.

By country

Eco-innovation drives the creation of environmental jobs worldwide. It simultaneously increases labour productivity and wages while increasing energy and environmental production efficiency.

Australia

In 2018 Australia generated 21 per cent of its total power from renewables and this sector accounted for more than 20,000 jobs.

Brazil

According to the International Renewable Energy Agency (IRENA) in 2016, Brazil has 934,000 renewable energy jobs, the second highest in the world. While Brazil is the global leader in liquid biofuels with a total of 845,000 jobs, it also has 41,000 jobs in solar, 36,000 jobs in wind, and 12,000 jobs in small hydro power. A report produced by IRENA in 2018 showed Brazil to have the largest liquid biofuel workforce, an 893,000 workers in the overall renewable energy industry. In 2011, green employment accounted for 3.1 million jobs or 2.4 per cent of total employment in 2010 and 3.4 million jobs or 2.6 per cent of total US employment.

China

China currently produces the most Photovoltaic equipment worldwide and is the world's largest installation market. With respect to employment China accounted for about two thirds of PV employment worldwide, or some 2.2 million jobs in 2018. With respect to total jobs in the renewable energy sector as a whole the number for China was 3.8 million in 2017.

Germany

Was the leading installer of PV Capacity Installations. until overtaken by China, The United States, India and Japan. In 2018 Germany had 332,000 workers in the renewable energy sector overall.

Japan

The Thought Leadership Series by the Copenhagen Climate Council published a report in 2009, stating that Japanese solar PV manufacturers represent 26 per cent of the global market and that the solar industry is able to operate without dependence on subsidies. According to a report by the International Renewable Energy Agency, Japanese solar PV jobs increased by 28 per cent in 2014. In 2016, Japan was listed as the third largest employer of solar PV jobs with 377,100 workers, based on direct and indirect labour. In terms of renewable energy, Japan employs 3,000 jobs in liquid biofuels, 5,000 jobs in wind power, 700 jobs in solar cooling and heating, and 2,000 jobs in geothermal energy. In 2018 Japan's slowing economy meant that employment in the solar PV industry fell from 302,000 in 2016 to an estimated 272,000 jobs in 2017.

Wind turbine service technicians are projected to continue to be the fastest growing profession in the United States between 2017 and 2024

United States

In 2010 Green Goods and Services survey found there are 3.1 million Green Goods and Services (GGS) jobs in the United States which accounts for 2.4 per cent of all United States salary and wage employment. The private sector had 2.3 million GGS jobs, and the public sector had 860,000 GGS jobs. From 2010 the data indicates that green jobs are continuing to grow rapidly in the United States. The US is currently undergoing an energy revolution from coal fire power plants to renewable energy. The majority of these additions are coming from three main resources: solar (9.5 GW), natural gas (8 GW), and wind (6.8 GW). Together, these three sources make up 93 per cent of total additions. The shift from fossil fuels to renewables will be mirrored by US employment as workers turn away from jobs like coal mining and towards green jobs. This is made evident by a report published by the Bureau of Land Management published 17 April 2017 that states wind turbine service technicians are currently and projected to continue to be the fastest growing profession in the United States between 2017 and 2024 with projected growth of 108.0 per cent.

Reagan administration 1981-1989

President Reagan said, "Trees cause more pollution than automobiles do." As governor of California, Reagan advocated on behalf of the environment; a large portion of Californian constituents were pro-environment. It states in the book The Enduring Wilderness, "President Ronald Reagan signed more wilderness laws than any other president - forty-three laws designating 10.6 million acres of wilderness in thirty-one states." President Reagan also set a new precedent as president by leasing over twenty million acres of national land for coal, oil, and gas development.

Bush administration 2001-2009

The Business Energy Investment Tax credit is a federal policy introduced in 2005 under the Bush administration to promote implementation of green energy sources through a 30 per cent federal tax return in both residential and commercial projects. Individuals and companies were able to apply credit for investments in green energy technologies including solar, fuel cell and wind energy technology. The ITC has been extended multiple times, most recently in 2015 through a multi-year extension that will maintain the 30 per cent return up until 2019, afterward decreasing to 26 per cent until 2020 and 22 per cent until 2021. After 2021, commercial credits would reduce to 10 per cent and 0 per cent for residential projects. The Solar Energy Industries Association has attributed stability in the growth of solar energy industries in the U.S. to the implementation of the ITC since 2006. Since the implementation of the ITC, the U.S. solar industry has experienced growth in implementation of solar technology, mainly due to the rapidly decreasing overhead costs as the solar industry was spurred to production and development through the ITC. The solar industry is projected to employ over 420,000 individuals by 2020- nearly double of the 260,000 solar workers in 2016- and contribute $30 billion to the United States economy annually.

Obama administration 2009-2017

President Obama campaigned under the promise of creating 5 million new green jobs in the United States. President Obamas plan included the American Clean Energy and Security Act of 2009 (ACES) proposed a cap and trade system which would bring in revenue that would be used to invest in clean energy technology creating 5 million new jobs The bill was passed through the house but never made it to the senate floor and therefore was never written into law. Secondly, due to the 2013 Balanced Budget and Emergency Deficit Control Act the federal government "discontinued measuring all green jobs" which makes tracking job growth extremely difficult.

Although it is unclear if President Obama met his 5 million jobs goal, there was significant growth under his administration. As of March 2016 according to a nonpartisan group, Environmental Entrepreneurs, there were 2.5 million jobs in clean energy with 77,088 jobs solely in the wind industry. During this period of time employment in the solar field was also on the rise. According to the 2015 National Solar Census 2015 marked the third consecutive year in which solar growth was at 20 per cent.

Additionally, the American Recovery and Reinvestment Act (ARRA), passed in early 2009, includes provisions for new jobs in industries such as energy, utilities, construction, and manufacturing with a focus toward energy efficiency and more environmentally-friendly practices.

In March 2009, U.S. President Barack Obama appointed Van Jones as Special Advisor for Green Jobs, Enterprise and Innovation at the White House Council on Environmental Quality (CEQ). Following Jones' resignation in September 2009, no further candidates appear to have been appointed to this position.

Trump administration 2017–2021

On 23 January 2017 President Trump signed an executive order, "Presidential Memorandum Regarding the Hiring Freeze", regarding a hiring freeze on government positions across the executive branch. Trump placed a hold on grants distributed through the EPA that could amount to $4 billion per year. The measure was recanted days later, but Trump has proclaimed his intent to "drastically cut the EPA". Myron Ebell, a former member of the Trump transition team, when asked about United States Environmental Protection Agency cuts in an interview with Associated Press, responded "Let's aim [to cut] for half and see how it works out, and then maybe we'll want to go further."

In the 2018 "Make America Great Again Blueprint", the Trump administration projected EPA funding cuts of 31 per cent and discontinued funding for the Clean Power Plan, international climate change programs, and climate change research and partnership programs.

Policy

Flag of the United Nations which jointly launched the Green Jobs Initiative

United Nations

UNEP Green Jobs Initiative

In 2008 the United Nations Environment Programme (UNEP), the International Labour Organization (ILO), the International Trade Union Confederation (ITUC), and the International Employers Organization (IEO) jointly launched the Green Jobs Initiative. The purpose is to bring a just transition to a green economy by providing space for workers, employers, and governments to negotiate on policy effective in providing equitable opportunity to green jobs.

Just transition

Protestor in Melbourne calling for a just transition and decarbonisation
 
Just transition is a framework developed by the trade union movement to encompass a range of social interventions needed to secure workers' rights and livelihoods when economies are shifting to sustainable production, primarily combating climate change and protecting biodiversity. In Europe, advocates for a just transition want to unite social and climate justice, for example, for coal workers in coal-dependent developing regions who lack employment opportunities beyond coal.

United States

Consolidated Appropriations Act 2010

$8 million was invested to produce and measure data on green-collar Jobs and green economic activity through the Department of Labor, the Bureau of Labor Statistics, and Federal agencies (Environmental Protection Agency, Department of Energy and Commerce, Employment and Training Administration). Methods on the approach target business that produce green goods and services and include special employer surveys, aggregate data gathering on employment and wages, and tabulations that distinguish between occupation and industry.

Data collection and upkeep on Green Goods and Services (GGS) jobs has been discontinued due to the Balanced Budget and Emergency Deficit Control Act in 2013. All "measuring green jobs" programs in the US government were eliminated by this Act.

USA Green Jobs Act 2007

The Green Jobs Act of 2007 (H.R. 2847), introduced by Reps. Hilda Solis (D-CA) and John Tierney (D-MA), "authorized up to $125 million in funding to establish national and state job training programs, administered by the U.S. Department of Labor, to help address job shortages that are impairing growth in green industries, such as energy efficient buildings and construction, renewable electric power, energy efficient vehicles, and biofuels development." The Energy Independence and Security Act passed in December 2007 incorporates the Green Jobs Act of 2007.

Pathways out of Poverty

Pathways out of Poverty (POP) is a national workforce training program that was established on 14 August 2009 by the Obama administration and funded by the American Recovery and Reinvestment Act (ARRA) of 2009. POP targets individuals living below or near the poverty level to provide them with skills needed to enter the green job market, focusing on the energy efficiency and renewable energy industries. The training programs focus on teaching basic literacy and job readiness skills. Some of the programs also provide supportive assistance with childcare and transportation to overcome barriers to employment.

MillionTrees NYC Training Program

(MTTP) provides job training opportunities specifically to low-income, job insecure 18-24 year-olds who have a high school degree or GED. In 2009, secure full-time salaries of twice the New York State minimum wage of $7.25 were provided to graduates of MTTP by a grant from the US Forest Service. Out of the 16 employed graduates that were interviewed for a study by USDA Forest Service Northern Research Station, 75 per cent were male, 25 per cent were female, 81 per cent were black, 19 per cent were brown, 75 per cent had a high school diploma, 19 per cent had a GED, and 6 per cent went to some high school. Most employees with personal support who graduate from MTTP stay in their green job; not all employees have personal support networks.

Demographics

According to the Green Equity Toolkit by Race Forward, green jobs are disproportionately occupied by white men. Historically, the environmental movement has been white, middle- and upper-class. In 1990, minorities consisted of 1.9 per cent (14 out of the 745) of workers for four of the largest environmental organizations (Natural Resources Defense Council, Friends of the Earth, Audubon Society, and Sierra Club); out of sixty-three mainstream environmental organizations, 32 per cent had no minorities staffed, 22 per cent had no board members of colour, 19 per cent had no volunteers of colour, 16 per cent had no members of colour. According to a journal in the Ecology Law Quarterly published in 1992, white people disproportionately occupy green jobs since said jobs address environmental concerns not confronted by low-income people and people of colour. Environmental lawyers (who are disproportionately white, middle- and upper-class) focus on environmental issues based on aesthetics, recreation, and protecting natural lands outside of their communities; they often do not face environmental problems in their communities. Low-income communities and people of colour who face environmental problems, such as pollution, do not often have access or will to seek green jobs due to the immediate health hazards in their communities. Instead of green jobs, they often engage in grassroots environmental activism to prevent mortality in their communities from toxicities, such as superfund sites, landfills, incinerators and other health hazards.

A report published in 2014 titled, The State of Diversity in Environmental Organizations, states there has been increasing racial diversity over the past 50 years, but at a disproportionately slow rate. People of colour consist of 38 per cent of the US population and do not exceed 16 per cent of the staff of the environmental organizations studied (191 conservation and preservation organizations, 74 government environmental agencies, 28 environmental grant-making foundations). Employed ethnic minorities disproportionately occupy lower-ranked positions in environmental organizations and fewer than 13 per cent occupy leadership positions. A small number of environmental organizations have a diversity manager, diversity committee, or collaborate with low-income or ethnic organizations. Environmental organizations rarely recruit from minority-serving institutions, minority professional gatherings, and other pipelines with talented minorities. Minority interns to environmental organizations are hired less often than their white counterparts. Promotions often go to white females in environmental organizations.

Green jobs and workforce education

The National Council for Workforce Education and AED published a report, "Going Green: The Vital Role of Community Colleges in Building a Sustainable Future and Green Workforce" that examines how workforce education and community colleges contribute to the overall efforts in the move toward renewable and clean energy. The report gives examples of initiatives currently in effect nationally as well as offering information as to how to implement programs.

The nuclear power industry is also growing and contributing to the green job sector. The World Nuclear Association released a report in July 2020 titled "Employment in the Nuclear and Wind Electricity Generating Sectors". Overall, the report found that a 100 GWe nuclear fleet will employ perhaps more than three times as many workers as a wind fleet of the same capacity. These statistics highlight growing opportunities for green jobs in the nuclear industry. Green jobs are attractive options as they directly address the climate crisis while also providing competitive pay and good benefits. Nuclear power specifically has the potential of creating thousands of high skilled, long term, local jobs.

In response to high unemployment and a distressed economy workers need skills that are relevant to their specific geographical locations. "Instead of making green jobs we need to make jobs green" says Ken Warden, an administrator in workforce education.

There are many different solar industry jobs. The SEIA maintains a resource for those looking for solar jobs. A 2016 study indicates that the declining coal industry could protect their workers by retraining them for the solar industry. There are also some indications that the solar industry "welcomes coal workers with open arms".

For the forest sector, the Team of Specialists (ToS) from the Food and Agriculture Organizations of the United Nations (FAO) and the United Nations Economic Commission for Europe (ECE) mapped out potential green jobs in the forest sector. The ToS identified 19 fields of activities with 30 examples of forestry jobs listed.

Algorithmic information theory

From Wikipedia, the free encyclopedia https://en.wikipedia.org/wiki/Algorithmic_information_theory ...