Welcome the overnight sensation. Artificial Intelligence.

Chat GPT has been an overnight sensation in the world of internet dependents – that is most of us. Though as any overnight sensation would attest – it takes a lifetime of sacrifice and investment to become that overnight sensation. As has surely been the case with the application of Generative Artificial Intelligence. Huge investments have been made – are being made – in developing and applying AI. And the great IT firms are leading the way with their impressive operating margins and returns on capital and abundance of cash flow invested in clouds of computers . They profitably supply the indispensable picks and shovels at the frontiers of knowledge.

And much of their heavy R&D is in the form of employment benefits for their army of researchers – increasingly applying AI – to answer the questions their customers and colleagues ask of them- and answer them far more effectively and rapidly. Among the important applications of AI is in the writing of the code that animates software and its development. With AI the applications and adaptations – the answers to the coders – comes much more rapidly. And the R&D is mostly expensed through the income statement and may not appear on the balance sheet. But will attract great value from the investors who determine the share price of the IT giants who dominate the market value of the S&P 500. Understandably so given the promise of AI. Perhaps the most important question shareholders should now be asking their managers is how are you adapting to AI?

It is estimated that a fifth of the time of office workers is spent answering enquiries of one kind an another. Imagine AI as that true expert on the customer or the internal functions and operations of your company always sitting beside you and your laptop, and comfortably speaking and understanding your language. You will have clearer answers and immediate answers to the questions. Better still the expert may help you ask better more imaginative and important questions- the answers to which will follow. It is asking the right questions that lead advances in science. Humans will be needed for that.

McKinsey has attempted to measure the potential of AI from the bottom up so to speak. By examining in detail how AI is now and could be adopted in the workplace. They have come up with very imposing estimates of extra GDP and of faster rates of change of output and productivity. Which is output volumes divided by numbers of work hours producing them. To quote Bloomberg on the McKinsey study “ Whole swathes of business activity, from sales and marketing to customer operations, are set to become more embedded in software — with potential economic benefits of as much as $4.4-trillion, about 4.4% of the world economy’s output — according to the study by McKinsey’s research arm…….Depending on how the technology is adopted and implemented, productivity could increase 0.1%-0.6% over the next 20 years, it found….”

A follow up question is worth asking. How well will the growth in productivity show up in the numbers we use to measure output and productivity and its growth? One of the puzzles economists have been wrestling with for many years is the apparently persistently slow growth in productivity recorded over many years despite conspicuous automation and labour saving. Are we entering a new phase of productivity improvements – almost certainly – but to recognize them we will need superior techniques to measure them.

We measure the value rather than the volume of production. Revenues recorded are prices charged in money of the day, multiplied by the quantity of goods and service supplied- easier to measure in mines, farms and factories than in the increasingly predominant service sector of a modern economy that sells a service the volume of which may not be obvious. For example how does one judge the quality of a report produced by an analyst today- enhanced by abundant data and powerful software and increasingly by AI? Not surely by the number of words written. Furthermore an enhanced customer service, better advice more rapidly provided, as for example, provided by a call centre, now armed with AI, will not be usually be directly charged for. The improved benefits it provides will come with a single charge for the good or service supported by a call centre- a laptop or cell phone for example. Or the fee charged by a customer relationship manager- a financial advisor perhaps, based upon assets being managed. A higher price or fee perhaps charged for the good or service bundled with the call centre or advisor would not necessarily mean more inflation. But rather represent a higher payment for an improved good or service.

To calculate output (GDP) and incomes or the values added we compare firm revenues today with revenues one or ten years ago, when prices observed were generally lower- given inflation. To make comparisons of real output and income and their growth over time, the value of all the goods or services supplied, must be adjusted for inflation to estimate the volume of goods or services produced. To estimate the real volume of goods or services produced or incomes generated over time. Most important prices have also to be adjusted for the changes in the quality of the of the goods and services supplied. We will not just be comparing the price of an aspirins with an aspirin which may well have increased over time. But rather comparing the prices charged for ever more accurately targeted capsules, developed with the aid of AI, and worth more in a real sense. AI is very likely to improve the quality as well as the quantity of goods or services provided.

Improved and lower costs of production could bring a mixture of absolutely lower prices and improved quality. It might mean deflation rather than inflation. How much prices fall in response to increased supplies will depend upon the growth in demand generally. That is on monetary and fiscal policy that could cause prices to rise on average even as economic growth – that is the volume of goods and services provided is growing. But if you underestimate quality gains incorporated into the price of goods and services and overestimate inflation by a per cent or two a year, you will then be underestimating productivity gains and economic growth at the same rate. And then be telling a very different story about economic progress. Perhaps AI will help economists and statisticians adjust more accurately for the changing and improved nature of the goods and services we consume.

Artificial intelligence, robots and a world of abundance

The pace of technological and scientific change is both rapid and accelerating. Robots controlled by powerful computers have invaded factory floors, warehouses and distribution centres with great effectiveness.

The number of workers employed in traditional occupations has, accordingly, shrunk. Transistors, sensors and cameras may soon combine to eliminate the need for someone in the driver’s or pilot’s seat, and move us about faster and more safely than before, while at the same time eliminating millions of jobs.

A common modern refrain in response to the challenge of the robots is: where will all the workers go?  Will they go into other jobs or into unemployment? And, if the cohort of the unemployed is to become a much larger one, how will society cope with the assumed failure of an economy to employ most of those who seek work?

Replacing workers with machines is not something new
The advance of knowledge and its application to production – so improving the ratio of output to inputs of resources of land, labour and capital – is not something new. Economic progress, accompanying scientific advances and the invention of ever more powerful machines has been more or less continuous since the 17th century. It then accelerated in the 19th century with the growth in mechanised industry, which was described by historians as the (first) industrial revolution.

The increased production of goods and services enhanced by ever more productive machinery of all kinds (medical equipment included) has been accompanied by consistent advances in the average standard of living and life expectancy, as well as the rapid growth in population. The world’s population has more than doubled since 1970, increasing from 3 billion souls to more than 7 billion today. On average, we numerous humans are better supported today by higher levels of production of the essentials for life: food, shelter and medical care. We are provided for with more of the luxuries of life, including more time off work.

We choose more leisure – when we can afford to do so
A preference for more leisure has been exercised in ever greater volume as the average hours per week worked has declined. Leisure is a highly desired form of consumption for which income and other forms of consumption have been willingly sacrificed. Choices have been made by those who can afford to reduce hours at work. Some of the associated drudgery and dangers of work have been eliminated with the aid of machines, helping to make work less onerous and even pleasurable. Nice work – if you can get it.
Those who thrive with the help of robots are likely to choose more leisure and the services that accompany time off work. 
This growth in population has been accompanied by a rapid (more or less) increase in workforce numbers. The increased number of humans surviving and employed today has been accompanied by a large reduction (billions fewer) of those having to merely survive in poverty. Absolute poverty is conventionally defined as those earning or consuming the equivalent of two US dollars per day. Most would describe these developments as progress, even if happiness, however defined, may remain as elusive as ever.

These increases in incomes and output represent impressive and consistent economic progress (compounding growth in output and incomes) made over the past 300 years. Yet there is much more to be done to raise average living standards to the levels now realised by those in the upper quintiles of income distribution in the most economically developed economies. This appears an attainable prospect given the record of past economic performance.

 Only the (few) well off in their comfort zones might wish to halt economic progress
There is, therefore, every reason, out of concern for our fellow humans, to encourage the scientific revolution and make humans ever more productive and able to earn more than subsistence incomes.
Robots’ capabilities are bound to improve with developments in artificial intelligence (AI) that will make the machines less dependent on their human supervisors. 
The numbers of workers employed designing, building, servicing and operating each robotically enhanced unit of equipment will also decline, aided in their efforts by AI. The robots, with enough enhanced artificial intelligence at their disposal, may be able to write their own operating instructions. Therefore, we may see the need for even fewer writers of the underlying computer code that provides the platform for their intelligence.

Output per person employed and, as a result, total output will rise with the application and utilisation of these new wondrously productive machines. Production – the output of goods and services produced with the aid of capital equipment, including what we now describe as robots of one kind or another – may grow even faster and more continuously than in the past.

This productivity provides society with opportunities and challenges. The challenge, as always, will be to maintain order and stability. A growing economy will surely provide the opportunity to satisfy competing interests, particularly those that come with unequal rewards – if only relatively.

Will machines become substitutes for, rather than complements to, human action?

So, will the pace of change now leave more behind, whose dissatisfaction may then become a source of violent instability for society? The less skilled may be more vulnerable than they have proved to be in the past, since they may be less able to compete directly with the robots for robotic-type work, which may be all that many humans undertake and are capable of.

The same displaced workers may be unable, for want of relevant skills, to find alternative employment building and servicing the ever more numerous robots. Or, they may be capable of providing service to those earning higher incomes from owning, designing, managing, building and maintaining the robots, given competition from the increasingly dexterous robots.

Humans will adapt, as they always do, to changing circumstances

All may not be about to be lost by human agents in the competition with machines. I am informed that while computers now exist that will always be able to beat a chess grandmaster, the master chess player, accompanied by a computer, can typically beat the same computer unaided. The highest incomes in the years to come may be earned by those who are best able to work with the robots.

Those who thrive with the help of robots are likely to choose more leisure and the services that accompany time off work. Empathetic humans may have great advantages, compared to inhuman robots, when supplying the services that accompany leisure. This could include, for example, walking the dogs and looking after the cats and birds of the affluent. In particular, if alternative employment and income earning opportunities in the production of goods (rather than services accompanying leisure) are lacking, humans may try harder to serve, and so help keep the robots at bay. Robots, it might be added, help avoid the drudgery and danger of many kinds of work that workers do not regard as any more than a means to the end of earning a living.

Humans, as we are well aware, are highly adaptable to changing circumstances. This is why we have become the pre-eminent species and there are so many more of us commanding the planet and consuming more.

We may have enough time to adapt to competition from robots and the opportunities they open up, including becoming more skilled teachers, with the aid of robots. Computers may (at last) help teachers become capable of adding rapidly to the skills of their students, as they have done for chess players, thereby improving their own skills, productivity and employment prospects as they improve the skills and employment prospects for their students.

The scope for redistributing what is produced more abundantly will increase

But empathetic humans can do more than compete more effectively. A growing volume of output, made possible by science and robots, coupled with the right mix of economic policies, provides even more opportunity to take from the more productive to give to the less productive, including the unemployed and those without the capacity to contribute much to the output of the economy. The past tells us that as GDP increases so does the size of government and the share of incomes (output or GDP) that is taxed and redistributed by governments.

This is a process that is strongly encouraged by the less economically advantaged, and to which their elected representatives will respond. The ability to respond materially and perhaps sufficiently to calm the disaffected will be governed by the growth in the economy. The more that is produced by the economy, the more that can be redistributed without seriously damaging the process of growth itself.

The relatively poor and the unemployed could thus continue to look to an improved standard of living if society is productive enough and the tax base large enough to make more welfare pending feasible. We can expect more of this compulsory taking and giving to happen should our economies become more productive and should not all share equally in its advance, as is bound to be the case.

The interdependence of welfare and work, and of income and its growth

Such generous welfare will have some of the (unintended?) consequences we can already easily observe. The wealthier the state, the greater have to be the employment benefits that make choosing work (sacrificing leisure) a sensible decision. As unemployment benefits increase, incentives to work will obviously deteriorate.

Thus, welfare benefits of all kinds will tend to reduce the supply of potential workers and, perhaps unintentionally, increase the employment benefits of those still in work. As technology continues to improve, as total output and the tax base of the economy rises, unemployment benefits are likely to improve compared to the wages offered to the less skilled. If so, fewer and fewer people will remain part of the workforce and they will be given welfare benefits to be at leisure.

A highly productive society will be able to afford to support the relatively poor and the unemployed generously. But will it do so generously enough to avoid violent resentments of the better off? Resentment and opinions may well lead to a set of policies that put a brake on invention and innovation and risk taking – the true source of economic progress.

Those not working because society can afford to support their leisure – given a lack of skills and adaptability – may create a whole other set of problems. Society, under pressure from increased structural levels of unemployment, will be required to find ways to make not working a psychologically meaningful state, and to make such arrangements acceptable to the fewer taxpayers as well as those receiving benefits.

Compulsory work, while perhaps helping less fortunate humans and improving the environment in exchange for welfare, may become a component of the adjustment to growing affluence made possible by the robots. Families may be prevented from having as many children as they might prefer as part solution to the problem of too many people and not enough work for them.

What if the robots delivered true economic abundance and solved the economic problem for us?

But what if we took the advance of the robots to its full logical conclusion, to an imaginary state of the world where robots, aided by superior AI, completely replaced all humans in the workplace? When[1]  the robots, with enough AI at their command, completely replace their human managers and collaborators? Robots would be able to manage themselves with a single-minded purpose (programmed originally by humans) to produce more goods and services for humans to consume, and for whom the robots are the servants (perhaps better described as slaves) with no preferences of their own.

If robots replaced all workers, the only income earned would be from owning robots who produced all the goods and services supplied to an economy – that is to the people who make up the society. But there would be an overwhelming abundance of goods and services for humans to consume.

Since there would be no work for humans to engage in, there would be no income from work to be sacrificed for leisure or to be saved for consumption in the future.
It should be recognised that if and when the robots are enabled to take over all the work, the economic problem of scarcity will have been resolved. The difficulty of society having to determine what should be produced and who should benefit from the production would have been overcome by the advancement of the robots. Trade-offs between those who produce and others who also benefit from their production will no longer be relevant. The perhaps unimaginably productive robots will be providing more than enough goods and services so that no person will be short of anything to accompany their leisure.

Since there would be no work for humans to engage in, there would be no income from work to be sacrificed for leisure or to be saved for consumption in the future. The only source of capital to replace and produce new and better robots would then be the savings made out of income received from owning robots.

Abundance solves not only poverty but inequality of incomes as well

Therefore, given that there is no economic problem, the inequality problem can be solved very easily. As the robots gradually take over all the work, differences in income earned will be caused by owning robots in unequal amounts rather than through income from declining work. Inequality of economic outcomes could then be resolved by a similarly gradual process expropriating and nationalising the primary means of production – the super productive robots.  Compensation for expropriation would be paid to avoid disrupting the process of robot accumulation.

Collective ownership of the means of production will take over from the individual wealth owners without any of the usual dire consequences, because incentives for individuals to produce and save more will have no further purpose. Permanent abundance will have been secured for all humans by the robots.

Adam Smith’s hidden hand that turns private interest into public benefits will have done its work. The unequal rewards that we now have to offer to talented, risk-loving humans so that they will deliver the goods will have become redundant.

Self-interest becomes irrelevant in the midst of abundance: everybody has more than enough of everything and has only to decide how to allocate their time.   So, owning anything, aspiring to wealth through saving that is intended to be a source of future income, and encouraging wealth creation will make no sense.  Protecting rights of ownership (property rights) to encourage savings and investment will also have served its function.

The now all-embracing collective – the state as owner of all the abundant means of production (the robots) would spread the equivalent of the abundant free cash flow generated by the robot-owning state-owned companies equally to all the population. That is, the state as owner would spread equally all the surplus (cash) around that has been generated by the productive robots – after capital has been reinvested in new and better robots and in the social infrastructure that supports the leisure of all not working.

For example, the supply of roads, swimming pools and sports stadiums has to be determined and the balance distributed as income to the population. It should be understood that in these circumstances of robot-supplied abundance, the robots would be programmed (by other robots)  only to meet the full and satiable demands of the leisure class – that is, the entire population.

Robots will just do what other robots programmed by robots tell them to do and they will produce more than enough to keep us at comfortable leisure and out of work. They will be productive slaves without any preferences of their own to get in the way of maximising output. AI and robots will, therefore, have replaced intelligent humans in the production of everything. There would be no differential rewards of spending power to breed resentment. Full equality of incomes is a logical consequence of superabundance.

A different world would mean the evolution of a different species

That some people have a (natural) human capacity for greater enjoyment of leisure than others may then become a problem that will have to be addressed by the political process. Legislation against unequal utility might be called for with the required dose of pharmaceuticals (or implanting of genes) to make sure that all are rendered equal in consumption and happiness.

The economic logic of robot-supplied abundance that demands no sacrifices from humans in the form of work or saving, would be a very different world. It would be essentially inhuman as far as we understand the human condition. That is, the harsh world we now inhabit that demands sacrifice (work and savings) and the acceptance of unequal rewards for unequal effort and sacrifice.

This acceptance of inequality of outcomes as the means to increased abundance for all has proved very difficult for many, particularly intellectuals and academics whose rewards are not well correlated with their IQs.

It is the envy of the presumed undeserving but economically successful, who deliver mere stuff to the masses and even more to the boring bourgeoisie, that inspires so much of the postmodern critique of a productive system at work.

The attack from the critics of society after abundance and full equality of incomes has been achieved (despite their worst efforts to slow the process down) would presumably be on the failures of many to consume the finer things in life.

Instruction on the art of life itself, as Keynes put it, might become but another popular but entirely voluntary and charitable activity. A further benefit of abundance is that the taxpayers would no longer have to fund their critics who advocate their elimination. There would be no taxes to be paid and no stipends of any kind for writers or artists and musicians. They will all do what they love to do without monetary rewards.

Abundance, however, would require that humans evolve as a very different species. Humans would be back in the Garden of Eden. Perhaps then, as with the first time around, having to start all over again, learning about what became the unfortunate necessity of work and sacrifice. Perhaps abundance is a frightening, unwelcome prospect for many. But would it be wise to stop the advance of the robots that promise to eliminate poverty and therefore even work itself? Choosing abundance (or rejecting it) will be a collective decision made by those humans in the way of the marching robots.

[1] A possibility welcomed in inimitable style by the most famous economist of his time, John Maynard Keynes, in his essay Economic Possibilities for our Grandchildren, written in 1930 and published in his Essays in Persuasion, Macmillan and Company, London, 1931. The book is available as a Project Gutenberg Canada Ebook. www.gutenberg.ca
 Keynes writes:
“I draw the conclusion that, assuming no important wars and no important increase in population, the economic problem may be solved, or be at least within sight of solution, within a hundred years. This means that the economic problem is not – if we look into the future – the permanent problem of the human race.”
 And later
  “Thus for the first time since his creation man will be faced his real, his permanent problem – how to use his freedom from pressing economic cares, how to occupy the leisure, which science and compound interest will have won for him, to live wisely and agreeably and well.
 “The strenuous purposeful money-makers may carry all of us along with them into the lap of economic abundance. But it will be those peoples, who can keep alive, and cultivate not a fuller perfection, the art of life itself and do not sell themselves for the means of life, who will be able to enjoy the abundance when it comes.”