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Showing posts with label society. Show all posts
Showing posts with label society. Show all posts

Thursday, August 13, 2020

A slap on the face of racism

 

The nomination of Kamala Harris to the democratic ticket is a slap on the face of racism, worn by most humans. A combination of black and brown, married to a Jewish person may be too much for those seeking to be pure. She is contra-indicated for everyone, blacks, whites, browns, and anything in between. It is sad humanity has reached this nadir.

Attempts at explaining the 8.4 billion specimens across the world share the same genes have not been successful. It is not surprising as a sizable number believes the Sun goes around the flat Earth. The attributes of color, religion, and language govern decision-making for most, remnants of clan-based organization of homo-sapiens. Modern humans have devised sophisticated ways to hide their racist beliefs. But their actions speak volumes and the leaders of the greatest and largest democracies always understood it. The electorate may talk a good game but behind the screen in the election booth, their instincts kick in.

Racism is the most prevalent disease of humanity today. It shows no signs of abatement. It means that the training of the brain through information, although necessary, is not sufficient to eradicate the disease. It appears to be resident in the operating system and applications put on top of this foundation, simply mask the instincts temporarily.

The “progress,” of humans may become irrelevant if they are unable to put on a new operating system on their hardware upstairs.

 

Sunday, August 9, 2020

The Vanishing Species

Humans, a recent arrival on the planet Earth, appear to be on track to vanish in a few 100 years. According to a recent article in Lancet (1), population growth is slowing and the aggregate population is expected to peak in 40 years or so, just under 10 billion. With a Total Fertility Rate well under the replacement rate in many countries and the rest moving rapidly in that direction, humans are on course to a slow and painful extinction in the blink of an eye. In less than a century, the value of a human could rise to such levels that countries may fight for them or devise ways to manufacture them.

Humans were never expected to be here. A mere 75,000 years ago they were reduced to a few thousand samples during the Toba catastrophe (2). As they ventured out of Africa, just 50,000 years ago, they were given a palette of relative freedom to create their own history. They eliminated any other humanoid they found systematically, including the Neanderthals and Denisovans, albeit after mating with them, using abundant experience from clan-based violence borrowed from their ancestors (3). In less than 10,000 years ago, when humans settled and succumbed to agriculture and domestic animals, they exposed themselves to organisms that could wipe them out quickly. Their height and health started to decline since then (4) and with little knowledge of their invisible enemies, they remain to be sitting ducks in the midst of advancing pandemics.

There are three common themes that characterize Homo-sapiens all through their sojourn on the blue planet that possesses an incredible level of homeostasis. First, they are driven by a simple objective function, just like any other biological entity on Earth, a need for energy and a desire to perpetuate their architecture — more specifically, food and sex. Second, they try to maximize this objective function through violence, perhaps worse than other animals that have shown to be prone to irrational empathy. A freak evolutionary quirk ballooned their brains and that gave them the ability to strategize and collaborate to eliminate the foe. Ironically, the bigger brain accelerates their path to extinction as they devise weapons of mass destruction, religions, and caste systems. Finally, their long-practiced clan behavior pushes them to segment to ever so finer distinctions based on visible surface features and presumed differences. In other words, the deadly cocktail of food, sex, violence, and racism has set them up for the final assault by disease as their numbers naturally decline due to falling fertility rates.

Physics is yet to provide a reasonable explanation of life. The most elegant of ideas has been the second law of thermodynamics (5) and a systemic force toward increasing entropy at an ever-faster rate. Life certainly fits this as a biological organism is able to accelerate entropy by many orders of magnitude higher compared to a random combination of chemicals that make life. If so, it makes sense that Humans, an extreme form of entropy enhancing mechanisms, materialized. If the Physics holds true, they will be replaced by other forms that are more efficient in increasing entropies. The new species has to be more potent than humans in the current environment. Recent advancements in Artificial Intelligence and Robotics may fit the bill. It is more likely that the environment of contemporary life will be blown to pieces in a shock and awe process of massive entropy accretion.

Humans, the vanishing species, a quirky experiment of evolution, never had the staying power.

(1) 

(2) 

(3) 

(4) 

(5) 



Sunday, June 28, 2020

The knowledge paradox

Gaining knowledge is costly. It takes time, effort, and money. Rational decision-makers will partake in this activity only if the risk-adjusted excess returns from it are positive. Since the risk associated with investing in gaining knowledge has both a systematic and idiosyncratic component to it, if the individual is able to diversify the unsystematic risk by accumulating varied and less correlated knowledge items, the relevant risk for computing returns to knowledge is only the systematic component. Thus, it may be dominant for a young person to garner knowledge in uncorrelated domains. In this context, education systems that force an individual to specialize may be responsible for reducing overall returns to knowledge for the individual and for society more broadly. Further, the value of specialized knowledge declines in a regime of high volatility as the aggregate option value of the portfolio will be higher if it is constructed with diverse and uncorrelated knowledge components.

The value of knowledge, however, declines with age. Both the returns to knowledge as well as any diversification advantages that exist from varied knowledge decline sharply after a certain age. Thus, it is puzzling why older people will engage in the accumulation of knowledge in diverse domains. It has been observed that individuals take on foreign knowledge domains, such as new languages, music, literature, and even science after retirement. Since the computable and observable returns from these apparently irrational activities are negative, it has to be that there are benefits that are intangible. Such benefits may include an incremental extension of life by keeping the brain active and packets of happiness emanating from gameplay if knowledge-seeking is constructed as a game. These are difficult to measure and may depend on the individual.

As the expiration date of an individual is predictable within reasonable error bands, it may be possible to tease out the motivation for knowledge activities through longitudinal studies. Controlling for the individual’s mental deterioration with age, it is possible that the individual will continue to enhance the diversity of her knowledge portfolio. If the extension of life is the dominant objective, this activity should decline over time with a sudden drop closer to expiry. If gameplay drives the motivation, it should hold steady and perhaps even increase as the individual nears the irreversible outcome.

A diverse portfolio of knowledge appears dominant whatever age one is, except very close to expiry.

Tuesday, November 12, 2019

No Artificial Intelligence without Consciousness


Artificial Intelligence, a nebulous area, has been around from the advent of computers. Every decade, aided by increasing computing power and cheaper memory, those who just got out of school start to believe they found something new. Most often, new terms are invented to relabel what has been known forever. In the latest iteration, terms such as machine and deep learning have been trending. More interestingly, in the current wave, a new profession is coined, aptly called, "data science." Consulting firms, running out of ideas, strategies and PowerPoint magic, have been jumping in, to make a fast buck. The larger ones have assembled "thousands of data scientists," to make AI for their clients. The smaller ones have raised many 100s of millions of $ to "change the world." Now that we are approaching practical quantum computing within a decade, the next wave is just about to start. The behemoths, stuck with excess cloud capacity, have been providing "tools," so that they can download the costs of the stranded investments to the users. Unfortunately, all of these could be rendered obsolete in a few years. It may be a warning sign for educational institutions scrambling to create more data scientists on-line or not.

Autonomous automobiles and aircrafts are not AI, they are transportation modalities with a computer onboard. Robots that can put nuts and bolts together, assemble objects of use and occasionally jump in magnificent ways are not evidence of AI, just expert logic embedded in mechanical systems. Fooling people into thinking there is a human on the other side of the telephone is not AI just a set of rules fed into a synthesizer. Machines beating humans in prescriptive games is not AI - they are either a massive set of rules fed into high powered computers or pattern-finding neural nets (some call it deep learning) on steroids. None of these use cases have anything to do with AI, generalized or not. They just make some feel important and make a lot of positive economics for their proponents.

However, we cannot move an inch forward in AI without a coherent theory of consciousness. Engineers have been on a quest to define what they do not seem to understand, by quantitative means. It is possible that consciousness is a property that is externally applied. If so, the entities with consciousness are unlikely to understand it. In the absence of a theory from within, one possible explanation is that consciousness is induced by the simulator of the game. If so, it is likely that consciousness is a democratized property and is not limited to humans, let alone living things. This may explain why humans locked in a mathematical jail seem unable to understand it. 

Those chasing AI may need to spend more time thinking about a possible theory of consciousness. Without that, it is just age-old statistics.

Saturday, November 9, 2019

Kids these days (1)

A recent study from the University of California, Santa Barbara (1) demonstrates why the "adults," seem to put the kids down. The article says, "authoritarian people especially think youth are less respectful of their elders, intelligent people especially think youth are less intelligent, and well-read people especially think youth enjoy reading less." As we await the departure of septa and octogenarians from the highest echelons of companies and countries so that we can replace them with kids who have brains, it is important to recognize that these biases of elders are without any basis.

The only hope remaining for the world is the kids who seem to think better, use logic and make better decisions. The idiots in complete control of policies, countries, and companies have to understand that they can be easily replaced by better decision-makers, who are younger by a few decades. The political landscape is changing, and perhaps the "data scientists," are unaware of it. The kids will rise and make the world a better place. They will resist the mafia that is enveloping humanity and culture with evil intent. They will raise against time to prevent an impending climatic catastrophe facing the blue planet. They will attempt to lift every soul and eliminate the constraints for the weak and the weary. They will be humble and treat every individual the same regardless of color, gender or sexual preference.

It is time we turned the world over to the kids.

(1) https://advances.sciencemag.org/content/5/10/eaav5916

Monday, October 21, 2019

The Mafia optimization problem


Non-market entities such as the Mafia have unique management challenges. These organizations certainly try to maximize shareholder value. Since the strategy is primarily based on uniquely defined criminal activities, the most important thing for the organization is the people involved and their loyalty. Specific functions such as those delivering justice or negotiate arrangements in the state of operations with non-willing participants are especially important. Successful leaders will fill these functions first with close associates who will always stay loyal to the leader and will be willing to partake in anything the leader desires. So, hiring is fundamentally important for a successful mafia operation.

On the human resource side, selection, design and portfolio management are all equally important. With stringent quality criteria applied to a limited pool of available resources, the selection problem is particularly acute. Identification and retention of quality personnel is the key. On the design side, there is a lot of risk in assembling people with long criminal records, who do not typically play well together. So, it is important to segregate and manage, as organizations that allow a lot of contact among the members, may not succeed. And, the portfolio management problem is the most challenging for the leader. As turnover is likely to be high, it is important that the person in charge of justice delivers it with high accuracy. If the turned-over personnel escape, that substantially increases the risk of failure.

History indicates that successful organizations have had high domain focus. They seldom deviated from their core competencies, whether it is religion, government or even hospitality. As the mafia itself does not typically have any assets of value, they have to continuously replenish their coffers with activities they focus on. Operational efficiency is the key here. As the customers are typically non-willing, it is important to find ways to coerce and confuse. This is a significant operational challenge as they have to navigate around laws and regulations. Once the prey is cornered, they have to move with high precision.

Family has always been the critical component of a successful mafia operation. Grooming the next generation to take over has been optimal for the leader as the immediate layer below has high loyalty, by definition. Often, as the enterprise grew, the leader found it difficult to plug the gaps with non-family members, who have an inherent risk of disloyalty. Often, it may be better to leave the positions open rather than filling those with outside members as vacant positions may reduce the overall risk of the enterprise.

Dealing with laws and regulations of the land have always been a bane for a mafia organization. Successful ones have always understood them and figured out how to circumvent them. Domicile is also an important optimization criterion. In general, a mafia organization would like to avoid scrutiny or be able to create or change laws by itself when needed. Often, they have to approach it in two directions – by attempting to invalidate the status-quo or by suggesting ideas as to how to improve it.

The Mafia is the most efficient organizational structure known today. Modern societies have been attempting to fight it but with limited success.



Saturday, October 19, 2019

The inefficient layer between people and policy

Democracy in modern societies requires an establishment of a highly inefficient layer between people and policies, aptly called the "representatives." This idea started as a matter of convenience rather than necessity as policy selection, design and portfolio management could not have been done with the participation of the entire society. This assumes that technology does not exist for that to happen, which may not be the case anymore. Half the world's population, however, avoided this inefficient layer as autocrats with infinite wisdom simply prescribe the best policies for themselves and the people. In both cases, we seem to have ended up with the least desirable outcomes.

Autocrats, unfortunately, are humans, driven largely by crude objective functions that maximize their own utility. This is efficient, not for the people but for the autocrats. This is not an issue one could attempt to debate and solve. On the other side, it may be time to seriously think about returning to direct democracy. There is a number of reasons for this.

1. It is clear that the representatives have objective functions that are extremely narrow. Getting elected is the dominant requirement and hence a representative will never be able to pursue optimal policies for the people. Even those who have a "broad view," are only worried about a few counties or a single state in the US. As such, they will never be able to opt for optimal policies that maximize the utility of the system. The fact that the joking congressman from the Midwest and the senator from the South recently found such irony in the statements of the "most powerful man," on Earth, clearly indicates what is important for them. Getting elected again is the only thing.

2. Policy choices are too complex to be designed by a small group of people. As a self-proclaimed "most stable genius," once remarked, "nobody knew healthcare is this complex." Unknown to him, it was known to most people in the world, except himself. If a society has representatives who are either unaware or unable to internalize the complexity of policy choices, they will continue to make bad decisions for the people.

3. Policies have to be dynamic. They cannot be optimally executed in 4 or 6-year cycles. Fine adjustments to policy choices have to be effected continuously. They cannot be prevented by the vacation schedules of the "representatives."

4. Policies have to be long term optimal and have to be contemporaneously relevant. If the representatives are from an era that has no relevance, they should not attempt policy. Those who cannot spell "internet," will likely make the wrong choices for the next generation.

It is time we moved to direct democracy. The octogenarians who are trying to save society in the nation's capital are unlikely to do so.  As they proclaim the "greatest day for civilization," while letting the defenseless be slaughtered, they have to understand that people in the aggregate are not stupid.

Tuesday, October 15, 2019

Is rationality real?

In financial markets where standard and divisible instruments are traded, it has been shown that rational outcomes are more likely. Even though individuals act irrationally most of the time, the aggregation of individuals, markets in general, tend toward rational outcomes. It appears that this is unlikely to be true in real markets. In a recent experiment in the US, three entities - one from radio, one from TV and one from a powerful position, have been able to create irrational responses from a very large population - perhaps as much as 50 million. All the "broadcasters," had to do is to repeat incorrect information over and over again. This has broad implications for rationality, policy and the future of humanity.

Rationality is not real in non-financial markets. Humans tend to clump, perhaps an evolutionary trait that kept small clans together. Early in homo-sapien progression, identifying and protecting the clan was dominant. Although early humans used more sophisticated attributes, the modern variety seems to have fallen into using surface heuristics such as the color of the skin, eyes, and hair. The fundamental reason three loudspeakers could lead a large population down an irrational rabbit hole is that they used ideas from hundreds of thousands of years ago. This is not something the "intellectuals," understand. It is not that there aren't rational solutions to the problems we face but rather if such choices align with the human brain created much before modern times. 

Real markets cannot assume rationality. Anybody who assumes rationality exists and design campaigns around that is bound to fail.