"(T)o say that the individual is culturally constituted has become a truism. . . . We assume, almost without question, that a self belongs to a specific cultural world much as it speaks a native language." James Clifford
Showing posts with label innovation. Show all posts
Showing posts with label innovation. Show all posts

Friday, October 11, 2024

AI Facial-Recognition Software in China: Ethical Implications beyond Political Economy

By the 2020s, the Chinese government had made significant advances in applying computer technology to garden-variety surveillance. To do so, that government relied to a significant extent on Chinese companies, and this in turn encouraged innovation at those companies even for non-governmental applications. I contend that treating this as a case study in business and government, without bringing in the ethical and political implications is a mistake. The ostensive “objectivity” of empirical social science may seem like an objective for scholars, but I submit that bringing in political and ethical theory renders the analysis superior to that which political economy alone can provide.

David Yang, who teaches economics at Harvard, spoke on a panel on China on October 11, 2024 on why some Chinese companies were developing AI technology even though generally technological development tends to go on in democracies rather than dictatorships. The reason for the exception, he said, is that the Chinese government had been buying facial-recognition software from companies in order to improve surveillance of the Chinese. Ignoring the unsavory ethical implications of a more totalitarian surveillance, Yang characterized the relationship between the businesses and the government as a win-win. The purchases by the government gives the companies the financial incentive and wherewithal to innovate AI for other, purely commercial purposes, and the government can more easily “restore order locally from social unrest.” Characterizing political protests as unrest can be said to be taken from an autocrat’s handbook, which unfairly casts a negative glow on what in a democracy is seen as healthy. Omitting the ethical implications from relations between business and government generally is thus partial both with respect to wholeness or completeness and in the sense of being biased. Even though Yang tried to present the relationship between the Chinese companies working on facial-recognition and the Chinese government buying the finished products objectively, his omission of the ethical dimension resulted in an incomplete explanation and a pro-autocratic bias. Even though such a bias could be said to be in sync with Harvard’s police-state, the hegemony of social order as the top value in political theory is problematic.

To be sure, social value could come with a government’s use of facial-recognition AI technology. Dave Davies, an American journalist who ventured inside China’s “surveillance state,” has argued that the Chinese Communist Party was “trying to internalize control. . . . Once you believe its true, it’s like you don’t even need the policeman at the corner anymore, because you’re becoming your own policeman.”[1] Once we shift from political protests to criminal activity, it is easier for even a democrat to see the value in prompting people to police themselves so a visible police-state apparatus in public would not be as likely. This is the antithesis of the “invisible man” question: What would you do that is illegal were you invisible so no one would see you and you wouldn’t get caught?  Instead, we can ask: What wouldn’t you do that you otherwise would do if you thought odds were high that you would get caught by police using facial-recognition AI technology?

But even with this internalization of control within an individual, which admittedly does not reach the individual not wanting to steal or injure someone in some way, the loss of privacy in public can be reckoned as an ethical (i.e., undeserved) harm that outweighs the ethical benefit of internalized control. Ben Franklin, one of the founding fathers of the United States, famously said that people who would trade privacy for more security deserve neither liberty nor safety. Of course, liberty is severely repressed in a dictatorship, and such a government can freely reduce people’s privacy with impunity in getting carried away with adding security measures. Ironically, such action by a pseudo-government can be observed at major universities in the States, including at Yale and Harvard, whose police departments do not have democratic legitimacy because the U.S. Constitution gives the police power to the state and federal governments rather than to even very wealthy private (“non-profit”) organizations.  

Whether in the United States or China, a republic (of republics) or an autocracy (or dictatorship), the human instinctual urge for still more control can manifest so easily in a sliding slope towards an excessively visible (and invisible), and thus impinging, police-state. The mind’s judgment concerning whether it has gone too far in this regard is susceptible to distorting itself or even suspending itself due to the allure of the pleasure of increasing control in a geographical area (or organization). In short, control is not easily internalized in people in whose discretion security measures lie. It is ironic that the internalization of control is easier when applied to individuals being controlled. An external check on the minds of the controllers is thus strongly advisable, lest we do not all wake up one day in a world in which we are surrounded by manifestations of passive-aggression and even unaccountable police brutality by people drunk with power from having the legal right to use lethal weapons. Cameras in public places are certainly superior to an overwhelming visible police presence in public places (and universities whose atmospheres are at least in principle academic in nature), but even with the ethical and practical value of internalized control, the unethical costs in terms of invasion of privacy should not be minimized or ignored outright. Achieving a policy that is balanced may not be easy, but I suspect it is best.


Wednesday, November 20, 2019

Managing Externalities in Business: Heliogen’s Breakthrough in Combatting Climate Change

A company’s values and norms can resonate to some extent with their societal counterparts by the company providing goods and services of value to customers resulting in a reduction of their suffering or increase in their happiness. Providing a net-value (the value to the customer less the price) to people can resonate with societal values and norms that esteem happiness and frown on suffering from want. Indeed, a utilitarian ethic can apply to the provision of as much value as possible in the form of goods and services that reduce the suffering or increase the happiness of as many people as possible. Legitimate wealth can “result from having provided a significant amount of value to a significant number of people.”[1] Even fortunes, according to this ethic, are justified by the provision of “a very unusual form of value to a very unusual number of people.”[2] Utilitarianism is popularly known from the expression, the greatest good to the greatest number (i.e., of people). Of course, an ethic justifies what should be, whereas the extent to which a company’s values and norms approach those of society is a descriptive matter. Describing the degree of fit is not to say that a company’s values and norms should (i.e., normatively) have that degree of fit, or even more. Ethical reasoning would be needed to supply the normative contention; such reasoning involves argumentation that the extant societal values and norms should be held generally speaking and specifically by companies. The fact that the values and norms of many German companies in the NAZI era resonated with societal values and norms is not to say that the managements should have sought to fit organizational values and norms with NAZI values and norms. The field of business & society, which is oriented to the degree of fit that exists descriptively between a company (or the business sector) and a society (or internationally-held values and norms), is thus distinct from business ethics, which is oriented to providing ethical justification for what managers and companies should do. With regard to the former field, companies can orient themselves even closer to societal values and norms than by providing value to customers and even taking other stakeholder interests into account by being primarily oriented to taking on a serious societal or global problem. In terms of business ethics, such an orientation can be said to be one that a company should have because an unusual number of people (even beyond customers and other stakeholders) could receive an unusual amount of value. Climate-change is such a problem, and Heliogen’s breakthrough exemplifies such an extraordinary mission.

Generally speaking, a mission that is primarily geared to solving a serious societal (or global) problem goes beyond providing value to customers and even taking into account the interests of other stakeholders. In such a mission, a society or even the species itself is the main recipient of the extraordinary value even though customers receive value too. Whereas the traditional business model is geared to profiting by selling value to customers, a company’s mission that is dominated by providing extraordinary value to a society or to humanity worldwide views profiting from sales to customers as a means. An opportunity cost thus exists in such a mission due to the profit forgone from customers due to the orientation being foremost to the macro problem.

Even though spending capital to solve a macro problem is not the same as paying externalized costs of the problem, an opportunity cost can arise if the net present value of the profits in the long-term is less than the R&D spending up-front. Even if the mission fits within the traditional business model (i.e., the net present value is more rather than less), the risk taken on because the substantial R&D outlays are not met with immediate profits can be said to be an opportunity cost in pursuing an intractable societal or global problem by coming up with a breakthrough. The opportunity cost can be viewed as paying such that future externalized costs of the problem will not occur. Of course, if a company solves the entire problem, rather than merely reducing that which has been making and would otherwise make the problem worse, most or all of the current externalized costs may disappear and thus not need to be paid. Such a company has in effect taken upon itself the relevant externalities (i.e., covering those costs otherwise left to society).

By externality, I mean a cost that under the traditional business model is borne by society (or humanity) rather than by a company or the business sector. For example, as of 2020, companies had not had to pay even a fraction of the costs of climate change even though the business sector had contributed to the problem by polluting. The default stance under the traditional profit model is typically defensive; a less common proactive stance is to reduce the company’s contribution of the problem, such as airlines did in using more efficient engines. An even less common stance is to be primarily oriented to reducing the contributions from other sources and even to solving the macro problem itself. As argued above, just the risk taken on can put this stance beyond the traditional business model. Such a stance, in being oriented beyond customers and even other stakeholders to focus on a societal problem, fits under another paradigm. This is not to say that it is based on corporate social responsibility, for a company does not have a responsibility to orient itself to reducing or solving a societal problem except as may happen as a result of providing value to customers. Indeed, a company’s founding investors and management may want to tackle a societal problem, rather than feeling obligated. In the case of climate change, the likely downside for the species already known in 2019 could be enough of a motivation even if the founding investors and management do not feel responsible for the problem.

Even though a responsibility may not pertain, the organizational values and norms of a company oriented to minimizing or solving a societal problem stand a good chance of approaching their societal counterparts—closer than from merely satisfying customers and even other stakeholders. That is to say, beyond stakeholder management, externalities management can be said to be oriented to societal (or macro) level problems. Such management had been rare, at least by 2020, because few companies had been principally oriented to societal or global problems without simply relegating them to a corporate social responsibility program as if out of a sense of responsibility. Whereas the literature on stakeholder management and CSR had been around for decades by 2020, not much was written on externalities management that subordinates profit-seeking to reducing or solving a societal problem. 
 
Management geared to externalities can be problematic, especially for publically-traded companies, whose managements are bound by fiduciary duty to look primarily at the short-term returns to stockholders. This duty is firmly grounded in property rights. Can such managements afford to put solving societal problems as foremost? Heavy R&D spending upfront with (admittedly healthy) profits only if and after a breakthrough has been invented and implemented by customers is not the typical way of attracting and retaining equity capital. Language in the charters would have to specify the primary purpose of the company as meaning that expedited profiting would be excluded or subordinated to reducing or solving a particular societal problem. A company’s default purpose is admittedly to make a profit, but property-rights give the owners (i.e., the stockholders) the right to set another purpose in place of the default, in which case investors have no reason to be upset when the purpose is pursued even at the expense of quarterly earnings and dividends.

By 2020, climate change had emerged as a major problem facing humanity with dire consequences being predicted to occur in decades rather than centuries. Heliogen, a start-up funded in part by Bill Gates, the founder of Microsoft, and at least one other billionaire, commenced as such a company oriented to inventing a product that, when sold to industrial customers, would significantly reduce carbon emissions and thus hopefully stave off the worst of the dire consequences. That is, Heliogen put its capital toward discovering a breakthrough that would reduce future externalizable costs even though the company’s high R&D costs would not be met with profits for some time. With a focus on achieving a breakthrough that would be of significant value to the world even beyond stakeholders, the company’s management must have known that profits would be long-term-oriented, rather than relatively short-term profits from incremental values sold to customers.

The secretive clean-energy company announced in November 2019 that artificial intelligence and a field of mirrors could be used together to significantly reduce greenhouse emissions by industry. The invention could generate extreme heat above 1,000 degrees Celsius—a temperature that is about a quarter of that which is on the surface of the Sun. “The breakthrough means that, for the first time, concentrated solar energy can be used to create the extreme heat required to make cement, steel, glass and other industrial processes. In other words, carbon-free sunlight can replace fossil fuels in a heavy carbon-emitting corner of the economy that has been untouched by the clean energy revolution.”[3] These industries were “responsible for more than a fifth of global emissions, according to the EPA.”[4] Accordingly, Soon-Shiong, who sat at the time on the Heliogen board, said, “The potential to humankind is enormous  . . . The potential to business is unfathomable.”[5]  Indeed, the company’s mission was of such scope, rather than merely to finding a better way to make cement and steel, that a breakthrough could result. Externalities management is geared to making an enormous contribution to humanity. Even having an unfathomable potential to other industries can be viewed as lying within the purview of such management, as distinct from stakeholder management. Of course, this is not to say that something of value would or could not be sold to customers for a profit, but the emphasis lying elsewhere makes both Heliogen and externalities management distinct.

Such a mission as does not prioritize the traditional business model can be attractive to investors who have already made their fortunes by prioritizing that model and have gone on to worry about problems facing humanity not currently being adequately addressed by business and government. Heliogen provided a way for Bill Gates and at least one other billionaire to put their wealth to use on a global problem that could even render the species itself extinct. Start-up companies can be vehicles for rich former titans to turn their attention to such serious problems with a feeling not of responsibility, but, rather, of satisfaction from having saved the species. In other words, having been satisfied by playing within the traditional business model, the aspirations of former titans can shift to the societal or global level even if without having given up profiting completely.

In the early twentieth century, Andrew Carnegie and John D. Rockefeller retired from business to turn to charities. Among other things, Carnegie sponsored a library in Pittsburgh and Rockefeller founded a university in Chicago. In fact, Rockefeller, through his foundation, gave away roughly half of his fortune.[6] Both men had been ruthless in business; whether their respective giving afterward justified their business conduct (e.g., Carnegie against labor and Rockefeller against competitors) is another question. Rockefeller went so far as to view both his monopoly and charitable giving in Christian terms. In God’s Gold, I untangle whether Rockefeller’s monopolistic tactics (i.e., his business ethic, or lack thereof) can be justified by his religious mission in business and giving. For my purposes here, it suffices to say that neither titan would have viewed his respective company and charitable giving as being oriented to making a breakthrough on a humungous global problem. Indeed, Rockefeller filtered requests for his charitable giving by how efficient the money would be used; he was primarily oriented to using his fortune to solve a hitherto intractable serious problem facing mankind as Bill Gates was. Gate’s orientation was doubtless on keeping climate change from being an existential threat to future generations.

Externalities management is admittedly not a good fit for the vast majority of companies, which are oriented to maximizing profits while minimizing risks, but not every company must be made to fit within the traditional business model. A company can be formed and utilized in a way that puts profit-making through the funnel of externalities management geared to reducing or solving macro problems. Such a raison d’etre is distinct from undertaking a social responsibility program or being motivated by a sense of responsibility because such a company is not likely to be responsible for the problem even if some of its investors, as former titans of industry, were in their “other life.” The priority in such a company is that of reducing the costs of, or solving outright, an intractable societal or global problem, rather than self-blame or blaming others. This priority is why profit-seeking is regarded as secondary.


1. Rod Burylo, The Wealthy Buddhist: Buddhist Ethics, Right Livelihood, and the Value of Money (Nepean, Canada: The Sumeru Press, 2018).
2. Ibid.
3. Matt Egan, “Secretive Energy Startup Backed by Bill Gates Achieves Solar Breakthrough,” CNN Business, November 19, 2019.
4. Ibid.
5. Ibid.

Thursday, December 8, 2016

The Golden Age of Innovation Refuted


“By all appearances, we’re in a golden age of innovation. Every month sees new advances in artificial intelligence, gene therapy, robotics, and software apps. Research and development as a share of gross domestic product [of the U.S.] is near an all-time high. There are more scientists and engineers in the U.S. than ever before. None of this has translated into meaningful advances in Americans’ standard of living.”[1] The question I address here is why.
For one thing, a lag follows big ideas before which they translate into increases in productivity related to labor and capital. Breakthroughs in electricity, aviation, and antibiotics did not reach their maximum impact until the 1950s, when “total factor productivity” stood at 3.4% a year.[2] In contrast, the figure for the first half of the 2010s was a paltry 0.5% a year. “Outside of personal technology, improvements in everyday life” were “incremental, not revolutionary,” during this period.[3] Houses, appliances, and cars looked much the same as they did twenty years earlier. Airplanes flew no faster than in the 1960s. This “innovation slump” is, according to the Wall Street Journal, “a key reason the American standards of living have stagnated since 2000.”[4] What had been revolutionary breakthroughs in the last century were still carrying the day into the next by means of incremental change based on product improvements. It could take a few decades before the fruitful research in AI, gene therapy, robotics, and software apps reach marketability and thus can impact productivity and radically alter daily life.
To be sure, the computer-tech revolution had altered daily life even by 2010—the smart-phone is a case in point. Yet personal computers go back to the 1970s so even in this respect the marketable innovations by Steve Jobs and Bill Gates can be viewed as incremental rather than revolutionary in nature. Software apps are themselves responsible for incremental changes based on the smartphone, which in turn is based on the personal computer. Even amid all the high-tech glitter, the developed world in 2016 stood as if a surfer waiting between two giant waves for the next one to hit.
Artificial intelligence, gene therapy, robotics, and software apps were poised to give rise to the next wave—first one of revolutionary change and then, after a lag, another wave—one of raised living standards. Unfortunately, revolutionary innovation “comes through trial and error, but society has grown less tolerant of risk.”[5] Furthermore, regulations “have raised the bar for commercializing new ideas.”[6] Lastly, “a trend toward industry concentration may have made it harder for upstart innovators to gain a toehold.”[7] In other words, the concentration of private capital may forestall the switch from continued incrementalism to revolutionary change. Breaking up oligopolies as a matter of public policy thus has more to it than merely preventing monopoly.
To be sure, companies and entrepreneurs in 2016 were “making high-risk bets on cars, space travel, and drones.”[8] Add in advances in AI and medical research—which could make death no longer inevitable for human beings—and some serious changes in daily life and productivity can be predicted. Yet, as potentially momentous as these efforts at innovation are, decades could separate the inventions and impacts on daily life and productivity. I suspect the world in 2016 was truly between two waves—the first of electricity, the telephone, sound recording, the automobile, the computer, and the airplane—and the second of space/astronomy, medical research, and AI/computer technology. Colonizing Mars, rendering death not inevitable, and combining AI, robotics, and software apps could result in wave that would dwarf the one of the previous century. The advent of smartphones, having all the glitter of a revolutionary product yet being an adaptation of the personal computer, whets appetites to look for the “big one” coming up on the horizon. Indeed, we have little time to waste; that wave could bring with it technology capable of arresting and even reversing the accumulations of CO2 and methane in the Earth’s atmosphere. The interesting dynamic of being able to save this planet just as we are able to colonize another is like the related one of making death something less than inevitable—due to stem-cell research on organ replacement, genetic therapy, and advances on curing diseases—just as we make the Earth habitable for our species for the indefinite future. Meanwhile, we are like children who have outgrown their clothes, still playing with adaptations of twentieth-century toys.



[1] Greg Ip, “Economic Drag: Few Big Ideas,” The Wall Street Journal, December 7, 2016.
[2] Ibid.
[3] Ibid.
[4] Ibid.
[5] Ibid.
[6] Ibid.
[7] Ibid.
[8] Ibid.