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Evaluating Fund Performance Based on Lp Quantile Nonlinear Regression Model
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作者 Ying Sun Fuming Lin 《Open Journal of Applied Sciences》 2024年第11期3202-3215,共14页
There is a substantial body of empirical research that has found the fund return distributions to exhibit pronounced peakiness, heavy tails, and skewness, deviating from a normal distribution. Addressing the limitatio... There is a substantial body of empirical research that has found the fund return distributions to exhibit pronounced peakiness, heavy tails, and skewness, deviating from a normal distribution. Addressing the limitations of the traditional Sharpe ratio, which assumes a normal distribution of returns and uses standard deviation to measure investment risk, this paper primarily employs the Value at Risk (VaR) based on Lp quantile to adjust excess returns of funds. This method offers superior robustness, is capable of capturing asymmetry and heavy-tailed characteristics, and is more flexible, providing a better description of the tail risk in fund returns. Empirical studies have shown that using the Sharpe ratio corrected with the Lp quantile is feasible for evaluating and ranking the performance of open-end funds. 展开更多
关键词 sharpe Ratio Expectile Lp Quantile VAR
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How to compare market efficiency? The Sharpe ratio based on the ARMA-GARCH forecast 被引量:5
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作者 Lin Liu Qiguang Chen 《Financial Innovation》 2020年第1期682-702,共21页
This paper derives a new method for comparing the weak-form efficiency of markets.The author derives the formula of the Sharpe ratio from the ARMA-GARCH model and finds that the Sharpe ratio just depends on the coeffi... This paper derives a new method for comparing the weak-form efficiency of markets.The author derives the formula of the Sharpe ratio from the ARMA-GARCH model and finds that the Sharpe ratio just depends on the coefficients of the AR and MA terms and is not affected by the GARCH process.For empirical purposes,the Sharpe ratio can be formulated with a monotonic increasing function of R-squared if the sample size is large enough.One can utilize the Sharpe ratio to compare weak-form efficiency among different markets.The results of stochastic simulation demonstrate the validity of the proposed method.The author also constructs empirical AR-GARCH models and computes the Sharpe ratio for S&P 500 Index and the SSE Composite Index. 展开更多
关键词 ARMA GARCH Measurement of market efficiency sharpe ratio Stochastic simulation
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输电线路塔基断面图与数据表的自动化输出研究与应用
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作者 帅滔 廖永福 史雨川 《城市勘测》 2024年第2期102-105,共4页
通过分析架空输电线路测量中塔基断面图绘制和塔基数据表输出的需求,利用C#语言开发、设计了对塔基测量点数据自动处理与输出的软件,实现了基于AutoCAD二次开发的塔基断面图自动绘制和基于Excel格式的塔基数据表自动输出。通过工程实践... 通过分析架空输电线路测量中塔基断面图绘制和塔基数据表输出的需求,利用C#语言开发、设计了对塔基测量点数据自动处理与输出的软件,实现了基于AutoCAD二次开发的塔基断面图自动绘制和基于Excel格式的塔基数据表自动输出。通过工程实践证明,该软件自动化程度高、精度可靠,极大地减轻了内业数据处理的工作量,具有较好的工程应用价值。 展开更多
关键词 输电线路测量 塔基断面图 塔基数据表 C#(C sharpe) 自动化
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Optimal algorithms and intuitive explanations for Markowitz's portfolio selection model and Sharpe's ratio with no short-selling
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作者 SHI NingZhong LAI Min +1 位作者 ZHENG ShuRong ZHANG BaoXue 《Science China Mathematics》 SCIE 2008年第11期2033-2042,共10页
Most of the previous researches about portfolio analysis focus on short-selling. In fact, no short-selling is also important because short-selling is not allowed in stock markets of some countries. This paper gives th... Most of the previous researches about portfolio analysis focus on short-selling. In fact, no short-selling is also important because short-selling is not allowed in stock markets of some countries. This paper gives the sufficient and necessary conditions and proposes an optimal algorithm for Markowitz’s mean-variance models and Sharpe’s ratio with no short-selling. The optimal algorithm makes it easier to obtain the efficient frontiers with no short-selling. 展开更多
关键词 portfolio analysis sharpe’s ratio no short-selling 65C20 46N10 47N10
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A dynamic decision model for portfolio investment and assets management
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作者 钱彦敏 冯颖 HIGGISION James 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2005年第B08期163-171,共9页
This paper addresses a dynamic portfolio investment problem. It discusses how we can dynamically choose candidate assets, achieve the possible maximum revenue and reduce the risk to the minimum level. The paper genera... This paper addresses a dynamic portfolio investment problem. It discusses how we can dynamically choose candidate assets, achieve the possible maximum revenue and reduce the risk to the minimum level. The paper generalizes Markowitz’s portfolio selection theory and Sharpe’s rule for investment decision. An analytical solution is presented to show how an institu- tional or individual investor can combine Markowitz’s portfolio selection theory, generalized Sharpe’s rule and Value-at-Risk (VaR) to find candidate assets and optimal level of position sizes for investment (dis-investment). The result shows that the gen- eralized Markowitz’s portfolio selection theory and generalized Sharpe’s rule improve decision making for investment. 展开更多
关键词 Portfolio investment Value-at-Risk (VaR) Generalized sharpe's rule
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Solving constrained portfolio optimization model using stochastic fractal search approach
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作者 Mohammad Shahid Zubair Ashraf +1 位作者 Mohd Shamim Mohd Shamim Ansari 《International Journal of Intelligent Computing and Cybernetics》 EI 2023年第2期223-249,共27页
Purpose-Optimum utilization of investments has always been considered one of the most crucial aspects of capital markets.Investment into various securities is the subject of portfolio optimization intent to maximize r... Purpose-Optimum utilization of investments has always been considered one of the most crucial aspects of capital markets.Investment into various securities is the subject of portfolio optimization intent to maximize return at minimum risk.In this series,a population-based evolutionary approach,stochastic fractal search(SFS),is derived from the natural growth phenomenon.This study aims to develop portfolio selection model using SFS approach to construct an efficient portfolio by optimizing the Sharpe ratio with risk budgeting constraints.Design/methodology/approach-This paper proposes a constrained portfolio optimization model using the SFS approach with risk-budgeting constraints.SFS is an evolutionary method inspired by the natural growth process which has been modeled using the fractal theory.Experimental analysis has been conducted to determine the effectiveness of the proposed model by making comparisons with state-of-the-art from domain such as genetic algorithm,particle swarm optimization,simulated annealing and differential evolution.The real datasets of the Indian stock exchanges and datasets of global stock exchanges such as Nikkei 225,DAX 100,FTSE 100,Hang Seng31 and S&P 100 have been taken in the study.Findings-The study confirms the better performance of the SFS model among its peers.Also,statistical analysis has been done using SPSS 20 to confirm the hypothesis developed in the experimental analysis.Originality/value-In the recent past,researchers have already proposed a significant number of models to solve portfolio selection problems using the meta-heuristic approach.However,this is the first attempt to apply the SFS optimization approach to the problem. 展开更多
关键词 Portfolio optimization Risk-budgeting constraint sharpe ratio Evolutionary algorithm Stochastic fractal search
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The term structure of Sharpe ratios and arbitragefree asset pricing in continuous time
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作者 Patrick Beißner Emanuela Rosazza Gianin 《Probability, Uncertainty and Quantitative Risk》 2021年第1期23-52,共30页
Motivated by financial and empirical arguments and in order to introduce a more flexible methodology of pricing,we provide a new approach to asset pricing based on Backward Volterra equations.The approach relies on an... Motivated by financial and empirical arguments and in order to introduce a more flexible methodology of pricing,we provide a new approach to asset pricing based on Backward Volterra equations.The approach relies on an arbitrage-free and incomplete market setting in continuous time by choosing non-unique pricing measures depending either on the time of evaluation or on the maturity of payoffs.We show that in the latter case the dynamics can be captured by a time-delayed backward stochastic Volterra integral equation here introduced which,to the best of our knowledge,has not yet been studied.We then prove an existence and uniqueness result for time-delayed backward stochastic Volterra integral equations.Finally,we present a Lucas-type consumption-based asset pricing model that justifies the emergence of stochastic discount factors matching the term structure of Sharpe ratios. 展开更多
关键词 Volterra equations BSDES Asset pricing Time inconsistency Arbitrage-free Incomplete markets Term structures sharpe ratio
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Portfolio Selection Using Double GAs Searching for Cardinality and Integer Multiplied Optimal Weights
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作者 Gumsong Jo Duson Kim +1 位作者 Namung Ri Hoyong Kim 《Economics World》 2020年第2期51-63,共13页
This paper studied cardinality constrained portfolio with integer weight.We suggested two optimization models and used two genetic algorithms to solve them.In this paper,after finding well matching stocks,according to... This paper studied cardinality constrained portfolio with integer weight.We suggested two optimization models and used two genetic algorithms to solve them.In this paper,after finding well matching stocks,according to investor’s target by using first genetic algorithm,we gave optimal integer weight of portfolio with well matching stocks by using second genetic algorithm.Through numerical comparisons with other feasible portfolios,we verified advantages of designed portfolio with two genetic algorithms.For a numerical comparison,we used a prepared data consisted of 18 stocks listed in S&P 500 and numerical example strongly supported the designed portfolio in this paper.Also,we made all comparisons visible through all feasible efficient frontiers. 展开更多
关键词 portfolio tselection CARDINALITY efficient frontier geneic algorithm(GA) sharpe ratio
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Evaluating the Performance of Investment Funds in Turkey
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作者 Hasan Ayaydm 《Journal of Modern Accounting and Auditing》 2013年第10期1392-1407,共16页
It is important to determine the most appropriate levels of risk and return for small investors. For that purpose, the investment funds are very important tools to create a portfolio for small investors, to deploy the... It is important to determine the most appropriate levels of risk and return for small investors. For that purpose, the investment funds are very important tools to create a portfolio for small investors, to deploy the potential risks in optimal proportions, and to direct investors. In this study, the performance of 83 pieces of investment funds will be evaluated which are treated in Turkey dates from January 1, 2010 to December 31, 2012 with performance evaluation methods such as Sharpe, Modigliani (M2) that is based on the standard deviation, and Treynor, T2, Jensen that is based on systematic risk (beta), and the highest and lowest performance investment funds will be presented. The aim of the study is to examine the success of the investment fund managers whether they could estimate the course of the market well or not regarding time period. The empirical results show that the investors who invest on the funds that have negative risk premium by investing in the investment funds getting under the risk cannot get more excess return than getting the return from the risk-free interest rate as treasury bills. The result implies that it could be said that the systematic and total risks of all investment funds are low and they are not sensitive to the developments in the market, and thus, regarding funds could be called as conservative funds. 展开更多
关键词 investment funds sharpe ratio Treynor Jensen Modigliani (M2) BETA performance evaluation
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A Correction for Classic Performance Measures
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作者 Hayette Gatfaoui 《Chinese Business Review》 2012年第1期1-28,共28页
Non-normality in asset returns is now a common feature of financial markets. However, many practitioners as well as investors do still refer to classic risk adjusted performance measures to assess their investment. Fo... Non-normality in asset returns is now a common feature of financial markets. However, many practitioners as well as investors do still refer to classic risk adjusted performance measures to assess their investment. For example, Sharpe and Treynor ratios are designed for a Gaussian world. Then, employing them for a performance assessment prospect relative to the risk borne is a biased approach. If we look for consistency in risk assessment and in asset performance valuation, we need to look for robust methods or tools. Moreover, the well-known mathematical consistency and numerical tractability concerns drive our preference for simple methods. Under this setting, we propose to account in a simple way and to some extent for the skewness and kurtosis patterns describing the deviations from normality. We adjust therefore the classic Sharpe and Treynor ratios to asymmetries in the downside and upside deviations from the mean values of asset returns. Specifically, the adjusted Sharpe and Treynor ratios are weighted by the upside and downside deviation risks. Accounting for skewness and kurtosis changes generally the ranking of hedge fund performance. Moreover, the obtained adjusted performance measures capture well the skewness and/or kurtosis patterns in hedge fund returns depending on the targeted investment strategy 展开更多
关键词 hedge fund KURTOSIS PERFORMANCE sharpe ratio SKEWNESS Treynor ratio
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金融素养与家庭资产组合有效性 被引量:93
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作者 吴卫星 吴锟 张旭阳 《国际金融研究》 CSSCI 北大核心 2018年第5期66-75,共10页
资产组合有效性影响着居民家庭的金融福利。本文运用清华大学中国金融研究中心2011年进行的"中国消费金融现状及投资者教育调查"项目数据,通过构造夏普比率度量居民家庭资产组合有效性,采用普通最小二乘法、赫克曼两阶段法和... 资产组合有效性影响着居民家庭的金融福利。本文运用清华大学中国金融研究中心2011年进行的"中国消费金融现状及投资者教育调查"项目数据,通过构造夏普比率度量居民家庭资产组合有效性,采用普通最小二乘法、赫克曼两阶段法和工具变量法,研究了金融素养水平对居民家庭资产组合有效性的影响。研究发现:户主年龄、理财计划和家庭财富与居民家庭资产组合有效性存在显著的正相关关系。最重要的是,发现金融素养水平高的家庭资产组合有效性更高。这一发现也说明了开展金融普惠教育从而提高消费者金融素养的重要性。 展开更多
关键词 金融素养 夏普比率 家庭金融
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温度与昆虫生长发育关系模型的发展与应用 被引量:45
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作者 时培建 池本孝哉 戈峰 《应用昆虫学报》 CAS CSCD 北大核心 2011年第5期1149-1160,共12页
昆虫作为变温动物,对温度变化更为敏感。研究温度变化对昆虫生长、发育的影响有重要理论和实践意义。目前已构建了多个描述温度与昆虫增长速率的关系模型,用于解释温度对昆虫发育速率的影响。这些模型大体可分为两类:没有热动力学基础... 昆虫作为变温动物,对温度变化更为敏感。研究温度变化对昆虫生长、发育的影响有重要理论和实践意义。目前已构建了多个描述温度与昆虫增长速率的关系模型,用于解释温度对昆虫发育速率的影响。这些模型大体可分为两类:没有热动力学基础的纯描述性模型和有热动力学基础的应用性模型。本文在对现有的有关温度变化与昆虫生长发育关系的11个模型进行评述的基础上,结合作者近年来的研究,重点介绍了迄今为止国际上最为合理的、用以反映温度对昆虫发育速率影响的Sharpe-Schoolfield-Ikemoto模型,并利用这些模型拟合了一组温发育速率数据用以展示这些模型的应用。 展开更多
关键词 温度变化 线性模型 非线性模型 热动力学 sharpe-Schoolfield-Ikemoto模型
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我国证券投资基金投资风格实证研究 被引量:19
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作者 张津 王卫华 《中央财经大学学报》 CSSCI 北大核心 2006年第1期29-33,共5页
本文利用我国公开披露的证券投资基金收益率数据,对关于投资风格分析的夏普模型在我国的适用性进行验证分析,得出该模型对我国证券投资基金进行投资风格分析是有效的,是观察、判断管理人投资风格及其变化的一个良好工具的结论,并概括出... 本文利用我国公开披露的证券投资基金收益率数据,对关于投资风格分析的夏普模型在我国的适用性进行验证分析,得出该模型对我国证券投资基金进行投资风格分析是有效的,是观察、判断管理人投资风格及其变化的一个良好工具的结论,并概括出我国证券投资基金的投资风格特点。 展开更多
关键词 证券投资基金 投资风格 夏普模型
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基于夏普比率的家庭金融资产配置有效性研究——来自中国家庭金融调查的证据 被引量:30
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作者 杜朝运 丁超 《经济与管理研究》 CSSCI 北大核心 2016年第8期52-59,共8页
本文基于中国家庭金融调查(CHFS)2011年的数据,利用加权夏普比率这一代理变量,研究了中国居民家庭金融资产配置有效性的影响因素。通过Tobit回归模型估计,发现金融资产的种类、地域差异、城市户口家庭、受教育程度以及富裕程度与家庭金... 本文基于中国家庭金融调查(CHFS)2011年的数据,利用加权夏普比率这一代理变量,研究了中国居民家庭金融资产配置有效性的影响因素。通过Tobit回归模型估计,发现金融资产的种类、地域差异、城市户口家庭、受教育程度以及富裕程度与家庭金融资产配置有效性显著正相关;户主的风险厌恶度以及从事经营活动与家庭金融资产配置有效性显著负相关;而户主年龄和居民家庭金融资产配置的有效性之间呈现先增加后减少的倒U型关系。另外,研究还发现,经过一轮完整的经济周期,股票的夏普比率要低于其他风险金融资产,这可能是由于中国股市的波动率较大所致。进一步提高居民家庭收入、加强居民的教育工作以及发展健康稳定的金融市场,将会促进中国居民家庭金融资产配置的有效性。 展开更多
关键词 家庭金融 资产配置 夏普比率
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Sharpe指数评价中国证券市场基金业绩的适用性 被引量:13
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作者 刘艳武 蒋瑛琨 《金融研究》 CSSCI 北大核心 2004年第10期94-99,共6页
Sharpe指数是一种风险调整后的基金业绩评价方法,目前在国内外较为流行。但由于它以CAPM为理论基础,CAPM本身的有效性以及现实中的市场对CAPM假设的违背,导致了Sharpe指数的严重缺陷。此外,Sharpe指数还有结果不易解释,当Sharpe指数为... Sharpe指数是一种风险调整后的基金业绩评价方法,目前在国内外较为流行。但由于它以CAPM为理论基础,CAPM本身的有效性以及现实中的市场对CAPM假设的违背,导致了Sharpe指数的严重缺陷。此外,Sharpe指数还有结果不易解释,当Sharpe指数为负数时评价失效等缺点。为此,国外学者纷纷提出M2方法等改进,但这些方法也存在着一些缺点以致应用范围有限。Sharpe指数在结合其它方法谨慎使用的条件下,在现实的中国证券市场中仍然具有一定的适用性。 展开更多
关键词 sharpe指数 业绩 CAPM
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PISA 2018中国四省市学生阅读素养研究新发现 被引量:26
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作者 陈纯槿 《华东师范大学学报(教育科学版)》 CSSCI 北大核心 2020年第5期22-62,共41页
青少年阅读素养的形成与发展受到先赋性因素与自致性因素的共同影响,但对于先赋性因素与自致性因素影响效应的异质性的研究近乎阙如。基于我国北京、上海、江苏和浙江四省市学生参加的国际学生评估项目(PISA 2018)测试数据,本研究运用... 青少年阅读素养的形成与发展受到先赋性因素与自致性因素的共同影响,但对于先赋性因素与自致性因素影响效应的异质性的研究近乎阙如。基于我国北京、上海、江苏和浙江四省市学生参加的国际学生评估项目(PISA 2018)测试数据,本研究运用夏普里值分解方法、分位数回归模型以及结构方程模型,考察比较先赋性因素与自致性因素对我国四省市学生阅读素养的影响,进而对这两类因素的影响效应进行异质性检验。研究发现:(1)家庭经济社会文化背景、性别等先赋性因素对我国四省市学生阅读素养的影响总体上低于阅读元认知策略、自我教育期望等自致性因素。运用有效的阅读元认知策略、抱持较高的自我教育期望以及强烈的阅读兴趣,是我国四省市学生阅读素养表现卓越的三个关键要素。(2)家庭经济社会文化背景对学生阅读素养的影响在不同教育阶段、不同性质学校及不同地区存在异质性,表现为家庭背景对初中阶段、全日制普通中学、城市的学生阅读素养成绩产生更大的边际影响。(3)阅读元认知策略、阅读兴趣等自致性因素对高中阶段、职业中学、农村的学生阅读素养表现更为重要。(4)家庭经济社会文化背景对不同分位数上的学生阅读素养的影响呈“两端低、中间高”的特征,特别是对于50分位数上的学生阅读素养的影响最大。(5)相较于阅读理解与记忆策略和阅读信息概述策略,阅读信息评鉴策略对低分位点上的学生阅读素养有更强烈的正向影响。(6)沉迷数字阅读抑或纸质阅读频率过高都不是最有效的阅读方式,纸质阅读与数字阅读频率相当的阅读方式更有利于提高学生阅读素养,而且后者显著降低了因家庭背景不同而导致的阅读素养成绩差异。上述发现表明提高我国青少年阅读素养的关键在于结合学生背景特征制定多样化的阅读能力� 展开更多
关键词 阅读素养 先赋性因素 自致性因素 夏普里值分解 分位数回归
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我国指数基金绩效实证分析 被引量:13
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作者 张琪 《南开经济研究》 CSSCI 北大核心 2002年第6期66-70,共5页
本文利用流行的基金绩效评估体系,对我国目前证券市场上指数基金进行了深入的理论分析与实证分析,探讨了它们在现行市场经济条件下的运行机制,以及存在的实际问题。针对这些问题,作者提出了一些解决思路,并据此展望指数基金在未来我国... 本文利用流行的基金绩效评估体系,对我国目前证券市场上指数基金进行了深入的理论分析与实证分析,探讨了它们在现行市场经济条件下的运行机制,以及存在的实际问题。针对这些问题,作者提出了一些解决思路,并据此展望指数基金在未来我国不断规范化的证券市场上的发展前景。 展开更多
关键词 指数基金 绩效 实证分析 证券市场
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中国开放式基金投资风格分析 被引量:15
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作者 董铁牛 杨乃定 邵予工 《管理评论》 CSSCI 2008年第7期3-9,共7页
提出了一种Gap statistic聚类分析与Sharpe模型相结合的投资风格分类方法,以及仅利用基金与风格资产收益率来衡量投资策略的近似方法。实证结果表明,债券型基金投资风格与其声称完全一致,且不存在漂移现象,股票、混合型基金的投资风格... 提出了一种Gap statistic聚类分析与Sharpe模型相结合的投资风格分类方法,以及仅利用基金与风格资产收益率来衡量投资策略的近似方法。实证结果表明,债券型基金投资风格与其声称完全一致,且不存在漂移现象,股票、混合型基金的投资风格以大盘成长型为主并日趋明显,与其声称背离较大,漂移现象严重。基金大多采用动量投资策略,股票-中盘成长型的动量效应最明显,债券型基金反之。研究方法论为基金投资风格分类及投资策略衡量提供了新思路。 展开更多
关键词 开放式基金 投资风格 聚类分析 sharpe模型
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修正的Sharpe指数及其在基金业绩评价中的应用 被引量:13
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作者 史敏 汪寿阳 徐山鹰 《系统工程理论与实践》 EI CSCD 北大核心 2006年第7期1-10,共10页
随着近几年基金管理公司的数量迅速增长和基金发行规模的不断增加,证券投资基金已经超过券商、保险、私募基金成为国内资本市场最大、最有影响力的机构投资者,因此科学地分析和评价基金的业绩以及度量它们所面临的风险就变得越来越重要... 随着近几年基金管理公司的数量迅速增长和基金发行规模的不断增加,证券投资基金已经超过券商、保险、私募基金成为国内资本市场最大、最有影响力的机构投资者,因此科学地分析和评价基金的业绩以及度量它们所面临的风险就变得越来越重要.目前,国内最常用的风险调整后的绩效度量指标—Sharpe指数使用标准差来度量投资风险及假设收益率服从正态分布,但实证检验发现中国开放式基金收益率序列有明显的尖峰、厚尾性和有偏性.为此,提出用非对称Laplace分布来拟合收益率分布,它充分考虑了收益率分布的有偏性、尖峰和厚尾性,因此能更好的度量基金的投资风险.在此基础上,分别给出了基于非对称Laplace分布标准差和VaR值的修正的Sharpe指数;然后对31只开放式基金数据进行了实证分析.结果表明,修正的Sharpe指数是有效的. 展开更多
关键词 基金业绩评价 非对称LAPLACE分布 sharpe指数
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互联网金融与收入波动:来自中国家庭的证据 被引量:16
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作者 尹志超 仇化 沙叶舟 《管理科学学报》 CSSCI CSCD 北大核心 2022年第9期66-89,共24页
快速发展的互联网金融深刻影响着中国经济发展、社会变迁和人民生活.越来越多的家庭选择参与互联网金融市场,但互联网金融是否真正减少了收入波动,抑或使家庭暴露于风险之中?本文基于2017年中国家庭金融调查数据(CHFS)研究发现,互联网... 快速发展的互联网金融深刻影响着中国经济发展、社会变迁和人民生活.越来越多的家庭选择参与互联网金融市场,但互联网金融是否真正减少了收入波动,抑或使家庭暴露于风险之中?本文基于2017年中国家庭金融调查数据(CHFS)研究发现,互联网金融参与对提高家庭总收入具有积极影响,但同时也增加了家庭总收入波动,致使收入风险显著增加.但总体上,参与互联网金融市场单位风险的收益上升.进一步研究发现,互联网金融影响了家庭投资性收入、工资性收入和转移性收入.对于有工商业经营的家庭,互联网金融提高了家庭的网络销售概率,促进了家庭创业,显著增加了家庭经营性收入及其波动.本研究可为规范互联网金融市场发展,防范家庭收入风险提供参考. 展开更多
关键词 互联网金融 家庭收入 收入波动 夏普比率
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