{"title":"从统计领域的角度看资本分配和积累:个人动态","authors":"Pierre GosselinIF, Aïleen Lotz","doi":"arxiv-2401.06142","DOIUrl":null,"url":null,"abstract":"We have shown, in a series of articles, that a classical description of a\nlarge number of economic agents can be replaced by a statistical fields\nformalism. To better understand the accumulation and allocation of capital\namong different sectors, the present paper applies this statistical fields\ndescription to a large number of heterogeneous agents divided into two groups.\nThe first group is composed of a large number of firms in different sectors\nthat collectively own the entire physical capital. The second group, investors,\nholds the entire financial capital and allocates it between firms across\nsectors according to investment preferences, expected returns, and stock prices\nvariations on financial markets. In return, firms pay dividends to their\ninvestors. Financial capital is thus a function of dividends and stock\nvaluations, whereas physical capital is a function of the total capital\nallocated by the financial sector. Whereas our previous work focused on the\nbackground fields that describe potential long-term equilibria, here we compute\nthe transition functions of individual agents and study their probabilistic\ndynamics in the background field, as a function of their initial state. We show\nthat capital accumulation depends on various factors. The probability\nassociated with each firm's trajectories is the result of several contradictory\neffects: the firm tends to shift towards sectors with the greatest long-term\nreturn, but must take into account the impact of its shift on its\nattractiveness for investors throughout its trajectory. Since this trajectory\ndepends largely on the average capital of transition sectors, a firm's\nattractiveness during its relocation depends on the relative level of capital\nin those sectors. Thus, an under-capitalized firm reaching a high-capital\nsector will experience a loss of attractiveness, and subsequently, in\ninvestors. Moreover, the firm must also consider the effects of competition in\nthe intermediate sectors. An under-capitalized firm will tend to be ousted out\ntowards sectors with lower average capital, while an over-capitalized firm will\ntend to shift towards higher averagecapital sectors. For investors, capital\nallocation depends on their short and long-term returns. These returns are not\nindependent: in the short-term, returns are composed of both the firm's\ndividends and the increase in its stock prices. In the long-term, returns are\nbased on the firm's growth expectations, but also, indirectly, on expectations\nof higher stock prices. Investors' capital allocation directly depends on the\nvolatility of stock prices and {\\ldots}rms'dividends. Investors will tend to\nreallocate their capital to maximize their short and long-term returns. The\nhigher their level of capital, the stronger the reallocation will be.","PeriodicalId":501372,"journal":{"name":"arXiv - QuantFin - General Finance","volume":"3 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A Statistical Field Perspective on Capital Allocation and Accumulation: Individual dynamics\",\"authors\":\"Pierre GosselinIF, Aïleen Lotz\",\"doi\":\"arxiv-2401.06142\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We have shown, in a series of articles, that a classical description of a\\nlarge number of economic agents can be replaced by a statistical fields\\nformalism. To better understand the accumulation and allocation of capital\\namong different sectors, the present paper applies this statistical fields\\ndescription to a large number of heterogeneous agents divided into two groups.\\nThe first group is composed of a large number of firms in different sectors\\nthat collectively own the entire physical capital. The second group, investors,\\nholds the entire financial capital and allocates it between firms across\\nsectors according to investment preferences, expected returns, and stock prices\\nvariations on financial markets. In return, firms pay dividends to their\\ninvestors. Financial capital is thus a function of dividends and stock\\nvaluations, whereas physical capital is a function of the total capital\\nallocated by the financial sector. Whereas our previous work focused on the\\nbackground fields that describe potential long-term equilibria, here we compute\\nthe transition functions of individual agents and study their probabilistic\\ndynamics in the background field, as a function of their initial state. We show\\nthat capital accumulation depends on various factors. The probability\\nassociated with each firm's trajectories is the result of several contradictory\\neffects: the firm tends to shift towards sectors with the greatest long-term\\nreturn, but must take into account the impact of its shift on its\\nattractiveness for investors throughout its trajectory. Since this trajectory\\ndepends largely on the average capital of transition sectors, a firm's\\nattractiveness during its relocation depends on the relative level of capital\\nin those sectors. Thus, an under-capitalized firm reaching a high-capital\\nsector will experience a loss of attractiveness, and subsequently, in\\ninvestors. Moreover, the firm must also consider the effects of competition in\\nthe intermediate sectors. An under-capitalized firm will tend to be ousted out\\ntowards sectors with lower average capital, while an over-capitalized firm will\\ntend to shift towards higher averagecapital sectors. For investors, capital\\nallocation depends on their short and long-term returns. These returns are not\\nindependent: in the short-term, returns are composed of both the firm's\\ndividends and the increase in its stock prices. In the long-term, returns are\\nbased on the firm's growth expectations, but also, indirectly, on expectations\\nof higher stock prices. Investors' capital allocation directly depends on the\\nvolatility of stock prices and {\\\\ldots}rms'dividends. Investors will tend to\\nreallocate their capital to maximize their short and long-term returns. The\\nhigher their level of capital, the stronger the reallocation will be.\",\"PeriodicalId\":501372,\"journal\":{\"name\":\"arXiv - QuantFin - General Finance\",\"volume\":\"3 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-11-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuantFin - General Finance\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2401.06142\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - General Finance","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2401.06142","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A Statistical Field Perspective on Capital Allocation and Accumulation: Individual dynamics
We have shown, in a series of articles, that a classical description of a
large number of economic agents can be replaced by a statistical fields
formalism. To better understand the accumulation and allocation of capital
among different sectors, the present paper applies this statistical fields
description to a large number of heterogeneous agents divided into two groups.
The first group is composed of a large number of firms in different sectors
that collectively own the entire physical capital. The second group, investors,
holds the entire financial capital and allocates it between firms across
sectors according to investment preferences, expected returns, and stock prices
variations on financial markets. In return, firms pay dividends to their
investors. Financial capital is thus a function of dividends and stock
valuations, whereas physical capital is a function of the total capital
allocated by the financial sector. Whereas our previous work focused on the
background fields that describe potential long-term equilibria, here we compute
the transition functions of individual agents and study their probabilistic
dynamics in the background field, as a function of their initial state. We show
that capital accumulation depends on various factors. The probability
associated with each firm's trajectories is the result of several contradictory
effects: the firm tends to shift towards sectors with the greatest long-term
return, but must take into account the impact of its shift on its
attractiveness for investors throughout its trajectory. Since this trajectory
depends largely on the average capital of transition sectors, a firm's
attractiveness during its relocation depends on the relative level of capital
in those sectors. Thus, an under-capitalized firm reaching a high-capital
sector will experience a loss of attractiveness, and subsequently, in
investors. Moreover, the firm must also consider the effects of competition in
the intermediate sectors. An under-capitalized firm will tend to be ousted out
towards sectors with lower average capital, while an over-capitalized firm will
tend to shift towards higher averagecapital sectors. For investors, capital
allocation depends on their short and long-term returns. These returns are not
independent: in the short-term, returns are composed of both the firm's
dividends and the increase in its stock prices. In the long-term, returns are
based on the firm's growth expectations, but also, indirectly, on expectations
of higher stock prices. Investors' capital allocation directly depends on the
volatility of stock prices and {\ldots}rms'dividends. Investors will tend to
reallocate their capital to maximize their short and long-term returns. The
higher their level of capital, the stronger the reallocation will be.