A Statistical Field Perspective on Capital Allocation and Accumulation

Pierre GosselinIF, Aïleen Lotz
{"title":"A Statistical Field Perspective on Capital Allocation and Accumulation","authors":"Pierre GosselinIF, Aïleen Lotz","doi":"arxiv-2312.16173","DOIUrl":null,"url":null,"abstract":"This paper provides a general method to translate a standard economic model\nwith a large number of agents into a field-formalism model. This formalism\npreserves the system's interactions and microeconomic features at the\nindividual level but reveals the emergence of collective states.We apply this\nmethod to a simple microeconomic framework of investors and firms. Both macro\nand micro aspects of the formalism are studied.At the macro-scale, the field\nformalism shows that, in each sector, three patterns of capital accumulation\nmay emerge. A distribution of patterns across sectors constitute a collective\nstate. Any change in external parameters or expectations in one sector will\naffect neighbouring sectors, inducing transitions between collective states and\ngenerating permanent fluctuations in patterns and flows of capital. Although\nchanges in expectations can cause abrupt changes in collective states,\ntransitions may be slow to occur. Due to its relative inertia, the real economy\nis bound to be more affected by these constant variations than the financial\nmarkets.At the micro-scale we compute the transition functions of individual\nagents and study their probabilistic dynamics in a given collective state, as a\nfunction of their initial state. We show that capital accumulation of an\nindividual agent depends on various factors. The probability associated with\neach firm's trajectories is the result of several contradictory effects: the\nfirm tends to shift towards sectors with the greatest long-term return, but\nmust take into account the impact of its shift on its attractiveness for\ninvestors throughout its trajectory. Since this trajectory depends largely on\nthe average capital of transition sectors, a firm's attractiveness during its\nrelocation depends on the relative level of capital in those sectors. Moreover,\nthe firm must also consider the effects of competition in the intermediate\nsectors that tends to oust under-capitalized firm towards sectors with lower\naverage capital. For investors, capital allocation depends on their short and\nlong-term returns and investors will tend to reallocate their capital to\nmaximize both. The higher their level of capital, the stronger the\nre-allocation will be.","PeriodicalId":501372,"journal":{"name":"arXiv - QuantFin - General Finance","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-12-01","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-2312.16173","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This paper provides a general method to translate a standard economic model with a large number of agents into a field-formalism model. This formalism preserves the system's interactions and microeconomic features at the individual level but reveals the emergence of collective states.We apply this method to a simple microeconomic framework of investors and firms. Both macro and micro aspects of the formalism are studied.At the macro-scale, the field formalism shows that, in each sector, three patterns of capital accumulation may emerge. A distribution of patterns across sectors constitute a collective state. Any change in external parameters or expectations in one sector will affect neighbouring sectors, inducing transitions between collective states and generating permanent fluctuations in patterns and flows of capital. Although changes in expectations can cause abrupt changes in collective states, transitions may be slow to occur. Due to its relative inertia, the real economy is bound to be more affected by these constant variations than the financial markets.At the micro-scale we compute the transition functions of individual agents and study their probabilistic dynamics in a given collective state, as a function of their initial state. We show that capital accumulation of an individual agent 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. Moreover, the firm must also consider the effects of competition in the intermediate sectors that tends to oust under-capitalized firm towards sectors with lower average capital. For investors, capital allocation depends on their short and long-term returns and investors will tend to reallocate their capital to maximize both. The higher their level of capital, the stronger the re-allocation will be.
从统计领域的角度看资本分配和积累
本文提供了一种通用方法,可将具有大量行为主体的标准经济模型转化为场形式主义模型。这种形式主义保留了系统在个体层面上的相互作用和微观经济特征,但揭示了集体状态的出现。我们将这一方法应用于一个简单的微观经济框架,对形式主义的宏观和微观方面进行了研究。在宏观尺度上,场形式主义表明,在每个部门,可能会出现三种资本积累模式。这些模式在各部门之间的分布构成了一个集体状态。一个部门的外部参数或预期的任何变化都会影响到相邻部门,引起集体状态之间的转换,并产生资本模式和流动的永久波动。虽然预期的变化会导致集体状态的突然改变,但过渡可能会缓慢发生。在微观尺度上,我们计算了个体代理的过渡函数,并研究了它们在给定集体状态下的概率动态,作为其初始状态的函数。我们表明,个体代理的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。此外,企业还必须考虑中间部门竞争的影响,因为竞争往往会将资本不足的企业驱逐到平均资本较低的部门。对于投资者来说,资本配置取决于其短期和长期回报,投资者倾向于重新配置资本,以实现两者的最大化。投资者的资本水平越高,资本配置的力度就越大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信