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A blog on financial markets and their regulation
In my previous blog post, I described how and why the Indian financial system has quietly pivoted from relying on foreign risk capital to mobilizing domestic risk capital, reversing a dependence that goes back to the mid 1990s. This blog post moves on from there to discuss how much further this process of supplanting foreign capital can proceed, and if so, what would be the consequences of such a “decoupling”.
As I stated in my last post, the pivot to domestic risk capital involved the creation of transparent capital markets, development of mutual funds and other institutional investors, channelling of retirement savings into equities, and the emergence of a new generation comfortable with equity investment. The factor that I did not mention earlier is the demographic dividend that India is enjoying currently. Demography is providing a significant net addition to the work force that boosts economic growth. Young entrants to the workforce also increase the savings pool. It appears to me that all these forces are there to stay, and there is little reason to believe that the pool of domestic risk capital would dry up in the years to come.
As regards foreign capital, it is prudent to prepare for a scenario of diminished inflow in coming years. The first reason for this scenario is that financial globalization probably peaked before the Global Financial Crisis of 2007-2008, and that it may at some point begin to retreat. In the last few years, we have seen a process of deglobalization in terms of cross border movement of goods and people. So far, there has not been much evidence of this process extending to services and to capital. But once countries begin to embrace autarky, restrictions on capital flows cannot be ruled out.
The second scenario is based on the proposition that even if capital flows are unimpeded, abundance of capital in India would cause the capital that was previously flowing into India to seek higher returns in other countries where risk capital is relatively more scarce. A historical parallel would illustrate this possibility: as English capital markets developed in the early nineteenth century, Dutch capital that used to flow into England in the eighteenth century was diverted to France where capital was more scarce. In other words, the very abundance of domestic capital tends to inflate valuations, reduce the returns to capital in India, and ultimately make the country less attractive to foreign investors.
While we cannot predict how the future will unfold, it is therefore quite possible that domestic capital might not just augment foreign capital but might (at least partly) supplant it. What would such a shift imply for India? The obvious macroeconomic consequence would be on the balance of payments; India might have to run a smaller current account deficit if there is a lower foreign capital inflow to finance it. This might be beneficial for the economy in the long run if it weakens the currency and makes the country more competitive in global markets (though the short term consequences might be somewhat less pleasant). But I am focused more on the financial implications than the macroeconomic ones.
What would a shift from foreign to domestic risk capital do to valuation and cost of capital? Theory suggests that foreign investors holding globally diversified portfolios would demand a lower rate of return on Indian stocks than a domestic investor investing only in the Indian market. This is because risks that are idiosyncratic to India get diversified away in a global portfolio. To take a topical example, the profitability of the Indian corporate sector would depend on how tariffs on India compare with that of its competitors. An Indian investor would worry about this risk, and would demand a risk premium for bearing this risk. For a global investor, this risk would matter very little as one country’s loss would be another country’s gain, and a portfolio spread across both countries would be largely unaffected. (A general rise in tariffs for all countries that reduces world trade and global economic growth would of course hurt the global investor also. But a redistribution of the same average global average tariff rate across different countries would not matter much.)
There is a lot of evidence that this diversification effect was significant till a few years back. First, companies found that attracting foreign institutions into their investor base reduced their cost of capital, and, therefore, many of them obtained shareholder approval for increasing the limit on foreign institutional shareholding from the default level of 24% to the regulatory sectoral cap of 74% or 100%. Several companies also listed in foreign stock markets to attract foreign investment. Second, the steady increase in foreign shareholding of Indian companies during the first two decades of this century could also be interpreted as foreign investors being willing to pay a higher price than domestic investors.
In the last few years however, the situation appears to have reversed with many foreign investors finding the Indian market overvalued. In the last couple of years, significant selling by foreign investors has been absorbed by domestic buyers without a major impact on stock prices. Either Indian investors are more optimistic than foreigners about the prospects of Indian companies, or they are demanding a lower rate of return on their investment. The latter would be contrary to the theoretical expectation that it is the globally diversified foreign investors who should demand a lower rate of return.
One possibility is that foreign investors are more nervous about certain risks than domestic investors. This does happen in the context of domestic political risks, but is unusual in a situation like the present where global geopolitical risks are dominant. It is of course possible that investors from historically highly globalized countries find the risks of deglobalization more terrifying than those from more insular countries. But I do not find this argument very compelling because of the robust foreign investment flows to emerging markets as a whole.
The intriguing possibility is that demographic factors are creating an inflow of funds into equities that is large enough to induce elevated valuations (and consequently depressed expected future returns). The obvious solution to this would be to encourage Indian investors to invest outside India. The historical experience that I alluded to in my previous post suggest that countries that build large pools of domestic risk capital tend to move to the next stage of exporting this capital. This would enable investors to earn a better risk adjusted return on their savings, and would also avoid a misallocation of capital arising from a depressed cost of capital.
I think the time has come for Indian financial markets and policy makers to prepare for a potential scenario in which India is simultaneously importing and exporting capital. The imported capital would provide Indian companies with a globally diversified shareholder base, while the capital export would provide Indian investors with the superior risk-return opportunities arising from globally diversified portfolios. This is a scenario in which Indian financial markets begin to finance investments in other countries with less developed capital markets (either in the neighbouring region or across the world).
During the last decade or so, the Indian financial system has quietly pivoted from relying on foreign risk capital to mobilizing domestic risk capital, reversing a dependence that goes back to the mid 1990s. In this blog post, I will discuss how and why this change happened. In the next post, I will analyse how much further this process of supplanting foreign capital can proceed, and if so, what would be the consequences of such a “decoupling”.
Let me begin with a bit of prehistory. In the era of the planned economy from the 1950s to the early 1990s, the government was the main engine of economic growth, and the principal task of the financial system was to mobilize household savings and channel it to the coffers of the government. An extensive bank branch network, a vast army of insurance agents, and the wide reach of post office savings products enabled the financial system to mobilize financial savings from every nook and corner of the country. The government preempted a huge fraction of these savings though regulatory mechanisms. For example, the cash reserve ratio (CRR) and statutory liquidity ratio (SLR) required banks to lend more than 40% of their deposits to the government. A consequence of this entire system was that household savings were almost entirely in the form of “risk free” fixed income products. The government was the principal risk taker in this environment assuming almost all of the risks of almost any large investment project whether it was the Bhakra Nangal Dam, the Bhilai Steel Plant or the Ashok luxury hotel.
A core element of the Indian economic reforms in the early 1990s was that the government stopped doing this and decided to shift this investment burden to the private sector. An immediate problem was the availability of risk capital since Indian household savings was almost entirely in safe bank deposits and other fixed income products which could provide only debt capital. The solution that emerged almost by accident was to tap foreign risk capital by allowing foreign portfolio investors to buy non controlling minority stakes in Indian companies. When China was attracting huge flows of foreign direct investment (foreigners holding controlling majority stakes), India enjoyed a massive inflow of portfolio capital. (Much later China too “copied” India’s regulatory framework for foreign portfolio capital).
It is important to note that the pressing need was not for foreign capital as such, but for foreign risk capital. To take an illustrative example, suppose India’s savings rate was around 30%, and its investment rate was 31% with the gap bridged by a current account deficit of 1% of GDP. This meant that if all foreign inflow stopped, India could theoretically finance nearly 97% of the investment (30/31 =0.97) using only domestic savings. The real problem was that most of the domestic savings could only provide debt capital, and private sector investment requires equity or risk capital. It was foreign risk capital that bridged this gap. Foreign investment flows (direct and portfolio) often amounted to more than twice the amount required to meet the current account deficit. India responded to this problem of plenty by accumulating foreign exchange reserves which mainly took the form of lending to the US government (directly or indirectly). So effectively, we took a lot of risk capital from the rest of the world and sent a substantial part of it back as debt capital.
Thus an arrangement designed to alleviate short term balance of payments pressures ended up alleviating the shortage of domestic risk capital. It worked very well for many years, and there is little doubt that it enabled rapid economic growth and the creation of world beating companies. But it was not a permanent solution. Historically, countries have relied on foreign capital in early stages of their development, but successful countries have always shifted to domestic capital over a period of time. For example, the Dutch financed England when it was building its empire in India and elsewhere (often in conflict with the Dutch). But soon England shook off this dependence and began financing other countries especially the United States which in turn developed capital markets that could finance the rest of the world.
India also has succeeded in creating adequate pools of domestic risk capital, but this required many reforms each of which took many years to bear fruit. First, was the complete overhaul of the stock market with modern technology and strong regulation. Second, was the creation of investment institutions including private sector mutual funds, insurance companies and retirement savings vehicles. Third and perhaps least appreciated was the fading away of the old generation, and the coming of age of a new generation willing to look beyond bank deposits and adopt newer products if they offered better returns. The great physicist Max Planck once remarked that science progresses one funeral at a time, and in a sense the financial system also develops one funeral at a time. Generational transition was not a reform in itself, but it was what enabled other reforms to start yielding results. (For example, when private sector mutual funds were first launched they were primarily vehicles for parking corporate cash surpluses in debt securities. Individuals too invested mainly in debt oriented mutual funds. It took tax reforms and generational change to transform mutual funds into equity oriented periodic savings plans). The fourth major reform was the set of regulatory changes that allowed retirement savings vehicles (the Employees Provident Fund, the New Pension Scheme and other pension funds) to invest in equities. This move was bitterly opposed by organized labour, and the only reason that this could be pushed through was the fact that by then the equity market was perceived to be reasonably clean and transparent.
As a result of this multi-decadal process, India has reached the point where it has a large pool of domestic risk capital. Reflecting this, the ownership share of foreign portfolio investors in Indian companies listed at the National Stock Exchange (NSE) peaked just before the Covid pandemic, and has declined steadily since then. (All the data in this paragraph is from the NSE India Ownership Tracker). During the early and mid 2000s, the ownership of foreign portfolio investors had doubled from less than 10% to over 20%. After a modest transient drop during the Global Financial Crisis, this number reached an all time high of a little over 22% at the end of December 2019. From that peak, foreign ownership has fallen to less than 17% taking it back to the levels that prevailed two decades ago. Domestic institutions (including mutual funds, banks, insurance companies) now hold a larger ownership (nearly 19%) than foreign portfolio investors. Individuals own nearly 10% of NSE listed companies and if we add their holding via mutual funds, then their total ownership rises to nearly 19% which is well above that of foreign portfolio investors. All this means that foreign capital flows no longer move Indian stock prices to the extent that they did in the past.
A number of questions arise at this stage. Could the trends of the last few years reverse at least partially in coming years? Conversely, could this process go much further? If so, would this lead to a decoupling of Indian capital markets from the rest of the world? What impact would that have on the cost of capital for Indian companies? Alternatively, could India start exporting risk capital to the rest of the world? I do not have answers to any of these questions, but I will try to analyse them in my next blog post.
On Republic Day (Sunday, January 26), the Securities and Exchange Board of India (SEBI) launched a virtual museum (called Dharohar) on the Indian securities markets. This website has an image gallery featuring share and bond certificates from the 17th, 18th and 19th centuries. It also has videos of interviews with former SEBI Chairman, Whole Time Members, and others who have played an important role in the Indian securities markets. This section includes an interview with me: the interview highlights as well as the full interview are available in the virtual museum.
Some of the issues discussed in my interview are listed below along with the approximate time segment of the video where the discussion occurs:
Last month, Sashi Krishnan, Director, National Institute of Securities Markets (NISM) interviewed me for the NISM Masterclass series in a wide ranging conversation that lasted more than an hour. The video of this conversation has now been published at the NISM website.
Some of the issues discussed are listed below along with the approximate time segment of the video where the discussion occurs:
The history of banking in the modern era (last 500 years or so) is reasonably well known. However, I knew very little of banking before that era (except that it was dominated by the Italians). Two recent books helped me understand pre-modern banks a little better:
Mehmet Baha Karan, Wim Westerman, and Jacob Wijngaard (2024) A history of banks: from the Knights Templar to the present era, Springer Cham.
Zannoni, Paolo (2024), Money and promises: seven deals that changed the world. Columbia University Press.
Only the first couple of chapters of these books deal with the pre-modern or medieval era, and I found these chapters a little sketchy, but they motivated me to probe a little deeper into this subject. Both these books cited a few papers on the subject, and I found several more through my own searches.
My understanding based on all this is that (a) there were arguably some enterprises resembling deposit banks in republican and imperial Rome two millenia ago (Harris, 2006), (b) the Knights Templar were in some sense a deposit bank in the 12th century (Ferris, 1902), and (c) there were certainly many deposit banks in Italy from around the 13th century (Roberds and Velde, 2014; Ugolini, 2020; and Usher, 1934). However, Usher does not believe that any of these were banks in the real sense of the word, as according to him, the “lending of credit” is the essential function of the banker:
The lending of coined money, with or without interest, merely transfers purchasing power from one person to another. The mere acceptance of deposits of coined money involves no banking activity, even if the money is used in trade. In such a case, too, there is merely a transfer of purchasing power. Banking begins only when loans are made in bank credit.
Usher also believes that the negotiable instrument is essential for a true bank, as it is the negotiable instrument that makes a bank an issuer of money. He points out that negotiable instruments like the cheque became widespread only in the sixteenth century, and commercial law exhibited a positive bias in favour of verbal contracts all through the fifteenth century. De Roover (1943) also highlights the use of oral orders in lieu of written checks in medieval banking.
Munro (2003) emphasizes the importance of usury laws that impeded borrowing and lending, and points out that these restrictions were relaxed only in the 16th century. If this is true, India should have had an advantage in the development of banking in pre-modern times because of the absence of usury laws even under Islamic rulers (Habib, 1964). Habib mentions that during the Delhi Sultanate, when a Muslim theologian condemned one of Muhammad Tughluq’s policies on the ground that the State might earn an usurious gain from the transaction, the Sultan simply executed the hapless scholar, and continued to implement the policy. Unfortunately, most of the material that I have seen on banking in India does not discuss the pre-Mughal period. So I am unable to throw any light on the hypothesis that India was a more conducive environment for the emergence of banks in that period.
An interesting question is whether recent developments in the field may be taking us back full circle to something resembling pre-modern banking. With the relentless growth of bond markets and the emergence of private credit, lending is increasingly moving out of banks to long term investors. As this trend continues, banks may start becoming narrow banks. A few decades from now, banks may not look very different from the deposit banks of the pre-modern era. The type of banking that flourished from the 16th to the 20th century might then be seen as an aberration caused by immature financial markets and underdeveloped non bank institutions.
References
De Roover, R., 1943. The lingering influence of medieval practices. The Accounting Review, 18(2), pp.148-151.
Ferris, E., 1902. The financial relations of the Knights Templars to the English crown. The American Historical Review, 8(1), pp.1-17.
Habib, I., 1964. Usury in medieval India. Comparative Studies in Society and History, 6(4), pp.393-419.
W. V. Harris, 2006, A Revisionist View of Roman Money, The Journal of Roman Studies, Vol. 96 (2006), pp. 1-24
Munro, J.H., 2003. The medieval origins of the financial revolution: usury, rentes, and negotiability. The International History Review, 25(3), pp.505-562.
Roberds, William and Velde, Francois R., Early Public Banks (February 11, 2014). FRB of Chicago Working Paper No. 2014-03, Available at SSRN: https://ssrn.com/abstract=2399046 or http://dx.doi.org/10.2139/ssrn.2399046
Ugolini, S., 2020. The historical evolution of central banking. Handbook of the History of Money and Currency, pp.835-856.
Usher, A.P., 1934. The origins of banking: the primitive bank of deposit, 1200–1600. The Economic History Review, 4(4), pp.399-428.
I have been thinking about parallels between two surprising David versus Golaith episodes in the US capital market during 2021 which appear on the surface to be totally different and unrelated.
The first was the GameStop saga in which retail investors coordinated on Reddit (r/wallstreetbets) to drive up the stock price of a struggling company by several thousand percent. I blogged about this event at that time here and here. In short, many retail investors hated the big hedge funds who were short selling GameStop and hammering its stock price, and these retail investors came together on Reddit to engineer a short squeeze that inflicted heavy losses on these hedge funds.
The second was the successful proxy fight waged by the activist hedge fund Engine No 1 against ExxonMobil. This fund succeeded in getting three of their nominees elected to ExxonMobil’s board though it owned only 0.02% of ExxonMobil’s stock. Engine No 1 achieved its victory by gaining the support of major proxy advisory firms and many of the large institutional investors while individual shareholders tended to favor the company’s nominees. (“How Exxon Lost a Board Battle With a Small Hedge Fund”, New York Times, May 28, 2021).
The first similarity that I see is that both demonstrate the importance of memes in the world of finance. GameStop itself is described as a meme-stock in a pejorative sense. But there is nothing pejorative about meme as originally defined in Richard Dawkins’ The Selfish Gene. Memes in this sense are similar to narratives (as in Shiller’s Narrative Economics), and they have a very significant effect on financial markets at least till the meme fades away. Climate change is as much a meme in this sense as GameStop.
The second similarity is that both these episodes raise tricky issues about assessing the rationality of the key protagonists. In the case of GameStop, the first impression of most observers is that of irrational investors driving prices far away from fundamentals. But my blog post at that time argued that rationality in economics requires only rational pursuit of one’s goals, and does not demand that the goals be rational as perceived by somebody else. From this perspective, the Redditors pursued their goals quite rationally, efficiently and successfully. These actions might have been injurious to their wealth, but economic rationality does not require wealth maximization. Warren Buffet can give away most of his wealth through his philanthropy and still be a highly rational investor.
In the case of Engine No 1 also, there is a troubling question of rationality. The amount that this fund spent on the proxy fight was a very large fraction of the entire value of its investment in ExxonMobil. (Initially, it was thought that the amount spent by Engine No 1 on the proxy fight equalled 85% of the cost of its 0.02% stake in ExxonMobil, but subsequent estimates suggest that it might have been only 40%). The appreciation of ExxonMobil attributable to the proxy fight would almost certainly be far lower than even the lower estimate because the bulk of the stock price movement would be due to changes in the oil price cycle. Moreover, the proxy fight was quite close and even just before the voting, Engine No 1 could have expected only about 50% chance of success. When they began the proxy fight, the probability of success would have been far lower. It is hard to imagine a rational calculation in which initiating the proxy fight would have been a positive expected value bet for Engine No 1.
But there is a deeper level at which the proxy fight was quite rational. The proxy fight was a wonderful boost to the reputation and visibility of Engine No 1. It seems obvious to me that the same amount of money spent on advertising would have been far less effective in establishing it as a serious player in the hedge fund business. Engine No 1 appears to have pivoted away from climate activism and from activism in general, but it does run an active investment business which continues to benefit from the aura gained during that proxy fight.
The third similarity that I see is highly speculative and is probably something that finance professors like me should leave to psychologists and sociologists to think about. I wonder whether the Covid-19 pandemic led to a temporary change in people’s goals and aspirations. Was there a temporary increase in the willingness of people to sacrifice short term self interest (narrowly defined) in favour of larger goals? As the pandemic faded away, and the battle between humanity and the virus gave way to wars between humans and humans, did this burst of altruism also decay giving way to the renewed ascendancy of narrow pecuniary rationality? If there is any truth in this wild speculation of mine, the rise and fall of meme stock investing and the rise and fall in ESG investing would both seem to me to fit in well with this explanation.
“Code is Law” has been one of the slogans of the blockchain and cryptocurrency world. The core belief is that the intentions of the parties do not matter, and the only thing that matters is the actual software code that implements these intentions. Even if somebody finds a bug in the code, and exploits it to make money, “Code is Law” would regard this as a legitimate activity. The correct response to such a hack is to write better code in future.
Mainstream finance does not accept this idea. In 2022, Avi Eisenberg hacked Mango Markets, a decentralized finance (DeFi) trading platform on the Solana blockchain, and took out over $100 million. He claimed that he was an applied game theorist who had simply implemented a highly successful trading strategy that fully conformed to the rules of Mango Markets as embodied in their code (“Code is Law”). A jury did not buy this argument and convicted him for market manipulation in April this year. Courts obviously take into account the intentions of the parties.
Or do they? This week the Delaware Supreme Court affirmed the lower court’s ruling confirming an arbitration award that required the seller of a supermarket chain to pay the private equity buyers twice the purchase price. No that is not a typo. It was not the buyer paying the seller, but the seller paying the buyer, and that too twice the purchase price. The Chancery Court agreed that “the outcome that the Buyer achieved in this case was … economically divorced from the intended transaction,” and the arbitrator also expressed a similar view. But Delaware law embraces strict contractarianism – “Contract is Law.” The arbitrator would not consider the intentions of the parties, and the courts would not step in either.
The US Justice Department and the CFTC prosecuted Essenberg for market manipulation. Should and would the Justice Department and the SEC prosecute the private equity buyers for market manipulation?
How is “Contract is Law” different from “Code is Law?” Do not the moral hazard argument work equally well in both cases? If “Contract is Law” encourages all parties to draft better contracts and read them more carefully, “Code is Law” encourages everyone to write better code and review them more carefully.
In my last post about my resuming my blog, I asked for suggestions on the scope and nature of the blog. Several comments requested me to write about the books that I have been reading recently, and I have embraced this idea. The caveat is that these would not be book reviews, but would be my reflections on what I took away from the book. Moreover, they would be highly opinionated, and would largely be about finance even if the book is not about finance.
Today’s book is On the Edge: The Art of Risking Everything1 by Nate Silver, author of The Signal and the Noise and famous mostly for founding the election forecasting site FiveThirtyEight. This book is not about finance at all, and I had great difficulty wading through four uninteresting chapters about gambling and poker before getting to the relatively small bit of finance in the middle. The finance portion is mainly about venture capital and cryptocurrency.
Underlying all the disparate chapters in the book is the broader theme about attitude towards risk, and this is of great interest to any finance professional. Nate Silver begins by distinguishing between the “river” and the “village”, where the people in the river are given to analytical and abstract thinking and are competitive and risk tolerant (This is a bit of an oversimplification because Silver mentions a few other cognitive and personality traits also). The difficulty with this characterization is that in finance, attitude towards risk is not binary (risk averse versus risk tolerant), but encompasses a broad spectrum of risk aversion coefficients. The theoretical range of the Arrow-Pratt measure of relative risk aversion2 is from negative infinity to positive infinity, but for most people, it probably lies between 1 and 10. Therefore, a finance professional would quite likely regard a risk aversion coefficient of around unity as being quite risk tolerant, though technically any risk aversion coefficient greater than zero signifies risk aversion. Zero represents risk neutrality and negative coefficients signify risk seeking.
At certain points in the book, Silver seems to imply that somebody with a risk aversion coefficient of unity or even somewhat higher belongs in the “river”. For example, twice he says that most gamblers regard the Kelly criterion3 as being too aggressive and prefer bets of only quarter to half of the Kelly bet size. The Kelly criterion corresponds to a risk aversion coefficient of exactly unity, and so this implies that most gamblers have risk aversion coefficients significantly above unity. At other points in the book, Silver seems to suggest that people in the river seek out any positive expected value opportunities which suggest risk neutrality (a coefficient of zero) if not risk seeking. Of course, Pratt showed that a rational person would take at least a tiny slice of any positive expected value opportunity. This is because risk aversion (which is a second order phenomenon) can be ignored for infinitesimal bets. Perhaps, this is what Silver means, but, in that case, the logic applies only to highly divisible bets.
At times, I got the feeling that all expected utility maximizers are in Silver’s “river”, and only people confirming to prospect theory or behavioural finance are in his “village”, but Silver mentions prospect theory only in a footnote and in the glossary, and he does not describe this as a “village” trait. He does emphasize that “river” people perform Bayesian calculations, and the distortion of probabilities in prospect theory would perhaps not be “riverine”. What I do not understand after reading the whole book is whether a highly rational expected utility maximizer with a risk aversion coefficient of 25 belongs in the “river” or not. The problem is that while Silver praises river people for “decoupling” (keeping different aspects of a problem separate), he works throughout with a tight coupling of the cognitive and personality traits of the “river” people.
Silver cheerfully admits to being a “river” person, and often suggests that the “river” is winning. But there is some ambiguity about what it means for the “river” to win. Does it mean that the “river” people collectively win, or that the typical or average “river” person wins? This distinction is illustrated by Silver’s discussion of the Kelly criterion on pages 396-400 (if you do not have the book in front of you, Brad Delong’s blog post which Silver cites in an end note provides a very similar treatment). Mathematically, the Kelly criterion maximizes long run wealth. The intuition is that when you have positive expected value investment opportunities, you definitely want to bet on them (recall Pratt’s result that the optimal bet size is never zero), but if you bet too much, you may be ruined and then you lose the opportunity to make more positive value bets in future. Long run optimization must therefore ensure long run survival to allow wealth to compound over those long horizons, and this leads to an optimal size of the bet.
Imagine three groups of people: (a) the “village” whose inhabitants do not participate in risky assets at all because of behavioural reasons or infinite risk aversion, (b) the Kelly “river” filled with venture capitalists who bet the optimal fraction of their wealth at each round on various risky (positive expected value) ventures, and (c) the risk neutral “river” comprising risk neutral founders who bet their entire wealth on their respective risky (positive expected value) ventures. Note that this is my analogy, and Silver does not use this interpretation during the discussion on Kelly. Most inhabitants of the Kelly “river” will outperform the “village” handsomely because Kelly ensures high returns with negligible chance of being ruined. But the risk neutral “river” will outperform both of the others on average. Almost everybody here would be ruined, but the one person who managed to survive would make so much money that the average wealth of the risk neutral “river” will be far higher than even the Kelly “river”. (For simplicity, I assume that the different ventures are independent.)
If you care more about the group rather than yourself, then the risk neutral “river” is possibly optimal in the sense that collectively this group is better off than the others. But the “river” people were supposed to be competitive and not collectivist and socialistic. So it is not clear whether this is the “river” at all. Brad Delong’s blog post uses the multiple universes interpretation of quantum physics to suggest that even if you are ruined in this universe, there is a parallel you in some other universe who has made it big. I think that this is closer to theology than to finance.
Silver’s book does have a long discussion about venture capitalists and founders and seems to suggest that the venture capitalists have to be rational, while the founders have to be irrational to willingly accept large probability of ruin. I do not agree because as Broughman and Wansley4 have pointed out, risk sharing between the VC and the founder can ensure that founders do well even when the venture fails. Recall Adam Neumann making a fortune even as WeWork went bust.
At the end of the book, I was left with the impression that Silver wants to self identify not with cold blooded rational calculators, but with daring risk takers, and this tendency colours a great deal of the discussion in the book. This attitude is best captured in the last of his thirteen habits of successful risk-takers:
“13. Successful risk-takers are not driven by money. They live on the edge because it’s their way of life.” Nevertheless, by ignoring his personal preferences, I could learn many interesting things from the book, and some of these ideas are useful in finance as well. The “river” and the “village” are I think a useful way of thinking about classical and behavioural finance even if that was not what Silver had in mind at all.
Notes and references:
1. Nate Silver. 2024. On the Edge: The Art of Risking Everything. Penguin Books.
2. The Arrow-Pratt measures of absolute and relative risk aversion were enunciated in: Pratt, J.W., 1964. “Risk Aversion in the Small and in the Large”. Econometrica, 32(1/2), pp.122-136. This remains in my view a better treatment of this subject than most modern finance textbooks.
3. The Kelly criterion specifies the optimal bet size that maximizes long run wealth. The optimality of this criterion was proved in: Kelly, J.L., 1956. “A new interpretation of information rate”. The Bell System Technical Journal, 35(4), pp.917-926. It was Ed Thorpe who popularized the Kelly Criterion in gambling and in finance (see Fortune’s Formula).
4. Broughman and Wansley argue that founders are reluctant to gamble because they bear firm-specific risk that cannot be diversified. VCs therefore offer an implicit bargain in which the founders pursue high-risk strategies and in exchange the VCs give founders early liquidity when their startup grows, job security when it struggles, and a soft landing if it fails. Their paper is: Brian J. Broughman & Matthew T. Wansley. 2023. “Risk-Seeking Governance”, Vanderbilt Law Review 1299.
My blog has been suspended for nearly four years now. My term as a member of the Monetary Policy Committee of the Reserve Bank of India ended early this month, and I am now looking forward to resuming my blog.
However, posting is likely to be erratic for the next couple of months as I would be making a career transition subsequent to my retirement from the Indian Institute of Management Ahmedabad at the end of this calendar year. This career transition has yet to be finalized, and so I am unable to provide any details at this stage.
I am also contemplating some changes in the scope of the blog like a bit more of macro finance and perhaps more of finance pedagogy. Please feel free to make suggestions in the comments.
My website and blog have now been migrated to my own domain https://www.jrvarma.in/. Earlier, they were hosted at my Institute’s website at https://www.iima.ac.in/~jrvarma/ and https://faculty.iima.ac.in/~jrvarma/.
My blog has been suspended for some time and is likely to remain suspended till October 2024. However, all old blog posts (along with the comments) have been migrated to the new location (https://www.jrvarma.in/blog/). There is also an rss feed and an atom feed, though these will be useful only when the blog resumes.
There is no change in the WordPress mirror https://jrvarma.wordpress.com/, and so those who were following my blog at WordPress can ignore this migration.