Saturday, April 27, 2024
Precarity and Artificial Intelligence: Review of Objective Functions, and A Contrarian Perspective
Saturday, November 11, 2023
Precarity and Artificial Intelligence: The Foundations of Modern AI
Labor casualization has been part of a larger tactical aim to reduce labor costs by reducing the number of laborers...This reduction of the total number of laborers can be achieved by replacing employees with machines. That replacement has been occurring from the beginning of the Industrial Revolution onward, but in the last two or three decades it has accelerated greatly due to advances in artificial intelligence (AI). A long-standing motive behind the recent massive investments in research in artificial intelligence is the desire by many of the world's richest people to eliminate the costs of relying on humans by replacing human laborers with automation.So it is natural to ask what sort of world is emerging as the result of the use of increasingly sophisticated AI in our present economy. Here we need to be careful, due to the number of shrill voices shouting either wildly positive or frighteningly negative predictions about the likely impacts of AI. I think we need to ask the following questions:
- First, what exactly is artificial machine intelligence? What is the theoretical basis of AI? How does it work? ...
Today we'll start trying to answer the questions stated above. And at the outset, I must state clearly that I am not an AI expert, although my technical education has exposed me in a rudimentary way to many of the concepts that will be mentioned in our discussion of AI.
"Optimization is the act of obtaining the best result under given circumstances. In design, construction, and maintenance of any engineering system, engineers have to take (sic) many...decisions. The ultimate goal of all such decisions is either to minimize the effort required or to maximize the desired benefit. Since the effort required or the benefit desired in any practical situation can be expressed as a function of certain decision variables, optimization can be defined as the process of finding the conditions that give the maximum or minimum value of a function." - Engineering Optimization: Theory and Practice, Rao, John Wiley and Sons, Inc., 2009
The function to be optimized is called the objective function. When we optimize the objective function, we are also interested in finding those values of the independent variables which produce the desired function maximum or minimum value. These values represent the amount of various inputs required to get the desired optimum output from a situation represented by the objective function.
- The current state of the art of machine learning
- The current state of the art of designing objective functions
- And the current state of the art of multi-objective mathematical optimization.
Thursday, October 19, 2023
Introducing the Main Street Alliance
Sunday, September 10, 2023
Precarity, Late Capitalism, And Artificial Intelligence: Pinocchio's Mischief
"...the decline in opportunities for college graduates (along with everyone else) is correlated with the rise in the concentration of economic power in the hands of an ever-shrinking elite. In fact, I will go even farther and assert that the decline in stable employment for college graduates (even those with technical professional degrees) is a direct outcome of the concentration of economic power at the top of society.Consider the fact that as of 2015, "America's 20 wealthiest people - a group that could fit comfortably in one single Gulfstream G650 luxury jet - now own more wealth than the bottom half of the American population combined..." These people therefore have an enormous amount of economic and political clout. And they have used (and continue to use) that clout in order to turn the American economy into a machine whose sole function is to make them as rich as possible. The increase in precarity, the casualization of increasing types of employment, and the increasing use of task automation and artificial intelligence are typical of the strategies which these wealthy and powerful people have deployed in order to maximize the wealth they can extract from the American economy while minimizing the amount of wealth they give to the rest of us. The aggressive expansion of the "gig" economy is another such strategy..."
- First, what exactly is artificial machine intelligence? What is the theoretical basis of AI? How does it work?
- What can AI do and not do?
- What countries are at the forefront of AI deployment in their societies?
- How will AI capabilities likely evolve over the next few decades?
- What effects might AI have on human life and human societies over the next few decades?
- How will AI affect the world of work over the next few decades?
Sunday, September 3, 2023
The Educated Precariat: Why The Mismatch?
This post is a continuation of my series of posts on economic precarity. As I mentioned in recent posts in this series, we have been exploring the subject of the educated precariat - that is, those people in the early 21st century who have obtained either bachelors or more advanced graduate degrees from a college or university, yet who cannot find stable work in their chosen profession. The most recent previous post in this series discussed the university system as a machine that produces graduates for use within the larger machinery of modern late-stage capitalism, and what is happening to those graduates because of the fact that there are more graduates being produced than there are jobs into which to plug those graduates.
"Elite overproduction is a concept developed by Peter Turchin, which describes the condition of a society which is producing too many potential elite members relative to its ability to absorb them into the power structure. This, he hypothesizes, is a cause for social instability, as those left out of power feel aggrieved by their relatively low socioeconomic status." [Emphasis added.]
"The mismatch between the educational requirements for various occupations and the amount of education obtained by workers is large and growing significantly over time. The problem can be viewed two ways. In one sense, we have an “underemployment” problem; College graduates are underemployed, performing jobs which require vastly less educational tools than they possess. The flip side of that, though, is that we have an 'overinvestment' problem: We are churning out far more college graduates than required by labor-market imperatives. The supply of jobs requiring college degrees is growing moreslowly than the supply of those holding such degrees. Hence, more and more college graduates are crowding out high-school graduates in such blue-collar, low-skilled jobs as taxi driver, firefighter, and retail sales clerks..."
Sunday, July 9, 2023
The Educated Precariat: The Seedlings Of Early Trees
This post is a continuation of my series of posts on economic precarity. As I mentioned in recent posts in this series, we are now starting to delve the subject of the educated precariat - that is, those people who have obtained either bachelors or more advanced graduate degrees from a college or university, yet who cannot find stable work in their chosen profession. I suggest that the troubled lives of the educated precariat are a symptom of the troubled state of higher education generally - especially in the First World (also known as the Global North). Two troubled groups come immediately to mind, namely, academics (college professors or salaried researchers) and college or university graduates. We will explore the plight of new college professors and researchers later. But suffice it to say that the guaranteed career of a tenured professor is increasingly out of reach for this group. (See also, "Tenure Track for Professors In States Like Texas May Disappear," USA Today, 13 April 2023.) A third group that may not know it's in trouble consists of new and continuing college and university students whose necks will one day be broken by the mousetrap of student loan debt. A fourth group consists of the administrators and employees of the system itself. Their trouble arises from the fact that they are running out of a key resource, namely, new students! This is due to a number of factors, such as declining birth rates, as well as a sober realization on the part of young men and women that college education itself has begun to yield sharply diminished returns even as it has become unbearably expensive.
- Mali, African Continent (University of Timbuktu containing the Sankore Madrasah)
- Tunisia, African Continent (University of Ez-Zitouna)
- China
- Academy of the White Deer Cavern (白鹿洞書院);
- Songyang Academy (嵩陽書院) (This was a private rather than public institution.)
- Taixue (太學) ("National University" established by Emperor Wu)
- Greece, European Continent
- The school of Isocrates
- The school of Plato (Also known as the "Academy", which was the first historical use of this term in the West.) (See also Higher Education In Greece, Kyriazis and Asderaki, CEPES, 2008)
- The school of Pythagoras
- The Byzantine Empire
- The Pandidakterion (known today as the University of Constantinople)
Sunday, April 16, 2023
The Educated Precariat - A Preview
- What was the original purpose of college? Note that the word "college" comes from the Latin word collegium, defined by Wiktionary as "colleagueship (connection of associates, colleagues, etc.", guild, corporation, company, ... (persons united by the same office or calling or living by some common set of rules), college (several senses), school ..."
- What did the world's first colleges look like? You may not know this, but one of the world's oldest continuously operating universities is the University of Ez-Zitouna, which was founded in Tunisia on the African Continent. What was the mission of the world's first and earliest universities, and how was that mission funded and carried out? How did the roles of education and research interact?
- What was the origin of the system of public universities in the United States? (For instance, what was the role of the presidency of Abraham Lincoln in the birth of American public universities?)
- What are the origins of the for-profit college or university, and how did these institutions cause the purpose of college to mutate over time?
- How has the decline in public and private funding for basic research affected the employment landscape for academics? (You may not know this, but the United States no longer has any major corporately-funded laboratories dedicated to pure research. Bell Labs, which was responsible for the discovery of radio astronomy and many other scientific breakthroughs, is now a wholly-owned subsidiary of Nokia, a Finnish corporation.)
- What is the impact of declining numbers of youth and declining college enrollment on universities and colleges?
- How will the defunding of public colleges and universities affect the future of those nations such as the United States which pursue rabidly conservative "free-market" principles? See, for instance, "Modeling research universities: Predicting probable futures of public vs. private and large vs. small research universities", 2018.
- What can college-educated members of the precariat (especially those college-educated who have been historically marginalized, such as people of color) do both individually and collectively to create a better situation for themselves? For the present-day contraction of opportunities for the college-educated is being orchestrated by the present masters of our society in an attempt to maintain and amplify existing inequality. What steps can we therefore take to create our own alternative spaces of collective self-reliance?
Sunday, April 9, 2023
Precarity, American-Style: The American Enterprise Institute and Small Businesses
This post is a continuation of my series of posts on economic precarity and the precariat. Past posts explored the manifestation of precarity in Russia and China, two nations which returned to the capitalist fold at the end of the 20th century after abandoning free-market capitalism during the early and middle decades of the 20th century. More recent posts have explored the spread of precarity in the United States, a nation which has been characterized from its birth by a cultural emphasis on laissez-faire, free-market capitalism and the defense of the "property rights" of those who are wealthy. This post continues the exploration of precarity in the United States.
"It is a common belief among entrepreneurs and policymakers that small businesses arethe fountainhead of job creation and the engine of economic growth. However, it hasbecome increasingly apparent that the conventional wisdom obscures many importantissues. It is an important consideration because many government spending programs, taxincentives, and regulatory policies that favor the small business sector are justified by therole of small businesses in creating jobs and is the raison d’etre of an entire governmentagency: the Small Business Administration (SBA). This paper concludes that there is noreason to base our policies on the idea that small businesses are more deserving ofgovernment favor than big companies. And absent other inefficiencies that would hindersmall businesses performances, there is no legitimate argument for their preferentialtreatment. Hence the paper suggests ending all small businesses’ subsidies." [Emphasis added.]
The paper sought to make a case for eliminating all government agencies and programs that support or incubate small businesses, both at the Federal and State levels. It twisted a number of statistics in its attempt to make its case, attempting for instance to convince readers that the net gains in job creation should be ignored in favor of gross job creation when analyzing the impact of small businesses during any time period of analysis. This position, by the way, is proven false by the fact that reputable agencies such as the World Bank do count the impact of net job creation in evaluating economic performance. For an example of the paper's mishandling of statistics, consider the part where the author tries to use gross job gains and gross job losses to "prove" that employment in the small business sector was much less stable than in large companies during the year 2000. The author neglected to notice that during the time period in question, the net addition of jobs by small businesses was always positive, and for firms between 1 and 49 employees, exceeded 10 percent. Lastly, I would point out the laughably false claim made by the paper that "... larger employers offer greater job security. For both new jobs and the typical existing job, job durability increases with employer size." (That has definitely not been my experience as a working stiff and cubicle rat! I guess the author of the paper never heard of the words "downsizing" or "redundancy"!)
"... the real job growth comes not from people dreaming of being small business owners but from people committed to building big companies." [Emphasis added.]
"The paper will examine whether the pervasiveness of the belief that small businesses are the economy’s main source of job creation is warranted. Section 2 will show how this belief is the foundation for many government policies. Section 3 will expose the statistical fallacies that lead people to see job creation patterns where none exist. Besides it shouldn’t matter. Although job creation receives enormous attention in policy discussions, it is rather misplaced. The mere creation of jobs is not by itself an appropriate economic policy objective. Economic growth whether it takes the form of additional jobs or increase of productivity in existing jobs is all that matters. The paper concludes that there is no reason to base policies on the idea that small businesses are more deserving of government favor than big companies." [Emphasis added.]
In other words, the AEI has backed a policy which favors the continued growth of large companies, and the continued growth of American economic productivity even when that growth is not accompanied by the growth of jobs. We have already seen the results of such a policy in action, namely, in the jobless "recoveries" from economic crises which occurred during the presidencies of Ronald Reagan and both Bushes. Such "recoveries" left a lot of people out of work for a long time, while those who still had jobs were subjected to ever-increasing demands on their time from their employers in the name of increasing productivity. To put it another way, these "jobless recoveries" resulted in ever-increasing concentrations of wealth among the richest members of society while drastically increasing economic precarity among everyone else. It is quite telling that the AEI has pushed so hard for the elimination of all government help for small businesses even though large corporations are the biggest recipients of corporate welfare from both Federal, State and local governments.
- How many really big companies can exist in a society whose economy is of finite size?
- Why should most people rally behind continued economic growth if the fruits of that growth are not fairly and equitably distributed?
- Who wants to volunteer to be one of the many poor, disenfranchised, and unemployed who are produced by a system in which the fruits of increased productivity are not fairly distributed?
- Who wants to volunteer to be a member of the salariat in such an economy if the only way to be a member of the salariat class is to work 80-hour weeks?
Saturday, March 4, 2023
Precarity in the United States: A Preview of Coming Attractions
- The Educated Underclass: Students and the Promise of Social Mobility, Gary Roth, Pluto Press, 2019.
- Immigrant Labor and the New Precariat, Ruth Milkman, Cambridge: Polity Press, 2020. (Note: Try not to order an e-book copy of this through the John Wiley website. Wiley has e-book download policies that will make you want to kick furniture and punch walls...)
- "Not 'Just' a Barista: The Story of Portland's College-Educated Baristas, Ned William Tilbrook, Portland State University, 2020. (Now this sounds interesting!)
Sunday, February 12, 2023
The Precariat In The East: The Chinese Case
But the precariat has also arisen outside of the West. What has been striking is its origin and spread in those regions which withdrew themselves from global capitalism in the early 20th century only to return to the capitalist fold near the end of the 20th century . . .
- Starting in 1958, all people had to be registered according to birthplace.
- The person's birthplace was the determinant of whether the person received State welfare services and what kind of services would be received.
- Those whose birthplace registration was urban received State services.
- Those whose birthplace registration was rural received no State services. Any welfare services they received had to come from communal social arrangements in their village of registration.
- Those whose birthplace was urban were categorized as non-agricultural. Those whose birthplace was rural were categorized as agricultural.
- The children of the people registered in 1958 inherited the hukou status of their parents. The children of these children, in turn, inherited their parents' hukou status. Thus even if you were a child born in the 1990's in a city, if your parents had a rural hukou status, you inherited the same rural hukou status.
- Restrictions on physical movement under the Maoist hukou system have been relaxed somewhat but definitely not eliminated.
- Hukou status has largely remained unchanged in the sense that it is still difficult for holders of rural hukou to change their status to urban.
- Legal migration of rural residents to urban centers is more possible now than in Maoist times. However, rural residents who do migrate are still denied access to the social welfare services and legal citizenship rights granted to holders of urban hukou.
- This arrangement has therefore created a very large class of migrant workers who are paid very cheaply and have few or no rights.
- Those who migrate legally are more likely to be integrated into the formal economy of the cities to which they migrate, whereas those who migrate illegally tend to wind up in the informal economy.
- Whether formally or informally employed, these migrant workers are not granted stable, long-term employment contracts. Therefore they comprise another very large sector of the Chinese precariat.
- Many of these people are forced to work like dogs, as evidenced by the "996" schedule imposed by many employers, a schedule which was only recently ruled illegal by the Chinese Supreme Court.
- Those who migrate illegally are subject to the threat of violence either by the State or by their employers.