A Statistical Field Perspective on Capital Allocation and Accumulation: Individual dynamics

Pierre GosselinIF, Aïleen Lotz
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Abstract

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.
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从统计领域的角度看资本分配和积累:个人动态
我们已经在一系列文章中表明,对大量经济主体的经典描述可以被统计领域形式主义所取代。为了更好地理解资本在不同部门之间的积累和分配,本文将这一统计领域描述应用于分为两组的大量异质主体。第二组是投资者,他们拥有全部金融资本,并根据投资偏好、预期回报和金融市场上的股票价格变化在不同行业的企业之间进行分配。作为回报,企业向投资者支付股息。因此,金融资本是股息和股票估值的函数,而实物资本则是金融部门分配的总资本的函数。我们以前的工作侧重于描述潜在长期均衡的背景场,而在这里,我们计算单个代理的过渡函数,并研究它们在背景场中作为其初始状态函数的概率动力学。我们表明,资本积累取决于各种因素。与每个公司的轨迹相关的概率是几个矛盾效应的结果:公司倾向于转向具有最大长期回报的行业,但在整个轨迹中必须考虑到其转向对投资者吸引力的影响。由于这一轨迹在很大程度上取决于过渡部门的平均资本,因此企业在转移过程中的吸引力取决于这些部门的相对资本水平。因此,资本不足的企业在进入高资本部门时会失去吸引力,进而失去投资者。此外,企业还必须考虑中间部门竞争的影响。资本不足的企业往往会被挤出平均资本较低的部门,而资本过剩的企业则会转向平均资本较高的部门。对投资者而言,资本配置取决于其短期和长期回报。这些回报并不是独立的:在短期内,回报由公司的股息和股票价格的增长组成。从长期来看,回报是基于公司的增长预期,同时也间接取决于对股票价格上涨的预期。投资者的资本配置直接取决于股票价格和公司股利的波动。投资者倾向于重新配置资本,以实现短期和长期回报的最大化。他们的资本水平越高,重新分配的力度就越大。
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