中国管理科学 ›› 2023, Vol. 31 ›› Issue (5): 71-83.doi: 10.16381/j.cnki.issn1003-207x.2020.1520
• 论文 • 上一篇
张卫国1, 黄思颖2, 王超1
收稿日期:
2020-08-06
修回日期:
2020-09-29
发布日期:
2023-05-23
通讯作者:
王超(1991-),男(汉族),陕西商洛人,华南理工大学工商管理学院,博士后,研究方向:金融工程与风险管理,Email:ccwang@scut.edu.cn.
E-mail:ccwang@scut.edu.cn
基金资助:
ZHANG Wei-guo1, HUANG Si-ying2, WANG Chao1
Received:
2020-08-06
Revised:
2020-09-29
Published:
2023-05-23
Contact:
王超
E-mail:ccwang@scut.edu.cn
摘要: 奖励众筹融资绩效不仅受项目自身情况的影响,也与投资者行为有密切关系。本文研究了奖励众筹融资绩效与投资者投资和评论活动的动态变化关系,提出了投资曲线和评论曲线特征提取方法,并结合奖励众筹项目的投资特征、时滞评论特征以及项目自身特征,构建了奖励众筹项目融资绩效动态预测的函数主成分分析-广义回归神经网络(FPCA-GRNN)模型。基于“众筹网”交易数据进行了实证分析,结果表明FPCA-GRNN模型具有较好的融资绩效实时预测精度。
中图分类号:
张卫国, 黄思颖, 王超. 奖励众筹融资绩效动态预测研究——来自“众筹网”数据的实证[J]. 中国管理科学, 2023, 31(5): 71-83.
ZHANG Wei-guo, HUANG Si-ying, WANG Chao. Research on Dynamic Forecasting of Rewarding Crowdfunding Financing Performance——Empirical Analyses from “Crowdfunding Network” Data[J]. Chinese Journal of Management Science, 2023, 31(5): 71-83.
[1] Morduch J. The microfinance promise[J]. Journal of Economic Literature, 1999, 37(4): 1569-1614. [2] Poetz M K, Schreier M. The value of crowdsourcing: can users really compete with professionals in generating new product ideas?[J]. Journal of Product Innovation Management, 2012, 29(2): 245-256. [3] Gerber E M, Hui J. Crowdfunding: motivations and deterrents for participation[J]. ACM Transactions on Computer-Human Interaction (TOCHI), 2013, 20(6): 1-32. [4] Belleflamme P, Lambert T, Schwienbacher A. Crowdfunding: tapping the right crowd[J]. Journal of business venturing, 2014, 29(5): 585-609. [5] 黄健青, 陈欢, 李大夜. 基于顾客价值视角的众筹项目成功影响因素研究[J]. 中国软科学, 2015(6): 116-127.Huang Jianqing, Chen Huan, Li Daye. Research on factors influencing the success of crowd funding projects: the perspective of customer value[J]. China Soft Science, 2015(6): 116-127. [6] Bi Sheng, Liu Zhiying, Usman K. The influence of online information on investing decisions of reward-based crowdfunding[J]. Journal of Business Research, 2017, 71(Feb): 10-18. [7] 郑海超, 黄宇梦, 王涛, 等. 创新项目股权众筹融资绩效的影响因素研究[J]. 中国软科学, 2015(1): 130-138.Zheng Haichao, Huang Yumeng, Wang Tao, et al. Antecedents of equity-based crowdfunding success for innovation projects[J]. China Soft Science, 2015(1): 130-138. [8] Mollick E R. Swept away by the crowd? Crowdfunding, venture capital, and the selection of entrepreneurs[EB/OL]. (2013-3-25)[2018-4-30]https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2239204. [9] 黄健青, 黄晓凤, 殷国鹏. 众筹项目融资成功的影响因素及预测模型研究[J]. 中国软科学, 2017(7): 91-100.Huang Jianqing, Huang Xiaofeng, Yin Guopeng. Influencing factors and forecasting model for successful crowdfunding projects[J]. China Soft Science, 2017(7): 91-100. [10] Kuppuswamy V, Barry L B. Crowdfunding creative ideas: the dynamics of project backers[M].London: The economics of crowdfunding, Palgrave Macmillan, Cham, 2018. 151-182. [11] 郭丽环, 郭东强. 在线投资行为的本地偏好:基于在线融资市场的实证研究[J]. 中国管理科学, 2020, 28(5): 25-38.Guo Lihuan, Guo Dongqiang. An empirical study of home bias in online investments: evidence from online financing market[J]. Chinese Journal of Management Science, 2020, 28(5): 25-38. [12] 王先甲, 何奇龙, 全吉. 基于复制动态的消费者众筹策略演化动态[J]. 系统工程理论与实践, 2017, 37(11): 2812-2820.Wang Xianjia, He Qilong, Quan Ji. Evolutionary dynamics of consumers’ crowdfunding strategies based on replicator dynamics[J]. Systems Engineering-Theory & Pratice, 2017, 37(11): 2812-2820. [13] 杜黎, 苏海莉, 钱丽新. 众筹环境下用户参与行为影响因素研究[J]. 中国管理科学, 2016, 24(S1): 360-366.Du Li, Su Haili, Qian Lixin. Factors of users’ participation behavior on crowdfunding[J]. Chinese Journal of Management Science, 2016, 24(S1): 360-366. [14] Kuppuswamy V, Bayus B L. Does my contribution to your crowdfunding project matter?[J]. Journal of Business Venturing, 2017, 32(1): 72-89. [15] Burtch G, Ghose A, Wattal S. An empirical examination of the antecedents and consequences of contribution patterns in crowd-funded markets[J]. Social Science Electronic Publishing, 2011, 24(3): 499-519. [16] Wang Nianxin, Li Qingxiang, Liang Huigang, et al. Understanding the importance of interaction between creators and backers in crowdfunding success[J]. Electronic Commerce Research and Applications, 2018, 27(1): 106-117. [17] Huang Jenhung, Chen Yifen. Herding in online product choice[J]. Psychology and Marketing, 2010, 23(5): 413-428. [18] Park D H, Lee J. eWOM overload and its effect on consumer behavioral intention depending on consumer involvement[J]. Electronic Commerce Research and Applications, 2008, 7(4): 386-398. [19] Sen S, Lerman D. Why are you telling me this? An examination into negative consumer reviews on the Web[J]. Journal of Interactive Marketing, 2007, 21(4): 76-94. [20] 屈绍建, 卢艳玲, 纪颖. 社交网络推送下的众筹融资机制分析[J]. 中国管理科学, 2019, 27(3): 1-10.Qu Shaojian, Lu Yanling, Ji Ying. The analysis of crowdfunding financing mechanism based on social network[J]. Chinese Journal of Management Science, 2019, 27(3): 1-10. [21] 王伟, 陈伟, 祝效国, 等. 众筹项目的个性化推荐:面向稀疏数据的二分图模型[J]. 系统工程理论与实践, 2017, 37(4): 1011-1023.Wang Wei, Chen Wei, Zhu Xiaohuo, et al. Personalized recommendation of crowd-funding campaigns: a bipartite graph approach for sparse data[J]. Systems Engineering-Theory & Pratice, 2017, 37(4): 1011-1023. [22] Jank W, Shmueli G. Functional data analysis in electronic commerce research[J]. Statistical Science, 2006, 21(2): 155-166. [23] Wang Shanshan, Jank W, Shmueli G. Explaining and forecasting online auction prices and their dynamics using functional data analysis[J]. Journal of Business and Economic Statistics, 2008, 26(2): 144-160. [24] Fan-Osuala O, Zantedeschi D, Jank W. Using past contribution patterns to forecast fundraising outcomes in crowdfunding[J]. International Journal of Forecasting, 2018, 34(1): 30-44. [25] Li Haifeng, Chen Xiaohua, Zhang Yuejin, et al. Prediction of financing goal of crowdfunding projects[J]. Procedia Computer Science, 2018, 139: 108-113. [26] Moritz A, Block J H. Crowdfunding: A literature review and research directions[M]//Crowdfunding in Europe. Springer, Cham, 2016: 25-53. [27] Kuppuswamy V, Bayus B L. A review of crowdfunding research and findings[M].Handbook of research on new product development. Edward Elgar Publishing, 2018. [28] Cordova A, Dolci J, Gianfrate G. The determinants of crowdfunding success: evidence from technology projects[J]. Procedia-Social and Behavioral Sciences, 2015, 181: 115-124. [29] 陈冬宇. 基于社会认知理论的P2P网络放贷交易信任研究[J]. 南开管理评论, 2014, 17(3): 40-48+73.Chen Dongyu. A study of lending trust in the online Peer-to-Peer lending marketplace based on social cognitive theory[J]. Nankai Business Review, 2014, 17(3): 40-48+73. [30] Evers M, Carlos L, Paul B. Main drivers of crowdfunding success: a conceptual framework and empirical analysis[M]. Rotterdam: Erasmus Universiteit, 2012. [31] Hornuf L, Schwienbacher A. Market mechanisms and funding dynamics in equity crowdfunding[J]. Journal of Corporate Finance, 2018, 50: 556-574. [32] Zhang Juanjuan, Liu Peng. Rational herding in microloan markets[J]. Management Science, 2012, 58(5): 892-912. [33] Gorbatai A D, Nelson L. Gender and the language of crowdfunding[C]//Proceedings of Academy of Management. Vancouver, BC, Canada, August 7-11, 2015. [34] Marom D, Robb A, Sade O. Gender dynamics in crowdfunding (kickstarter): evidence on entrepreneurs, investors, deals and taste-based discrimination[J]. Ssrn Electronic Journal, 2014,DOI:10.2139/ssrn.2442954. [35] Lin Yan, Boh W F, Goh K H. How different are crowdfunders? Examining archetypes of crowdfunders and their choice of projects[C]//Proceedings of Academy of Management. Philadelphia, PA, United States, August 1-5, 2014. [36] Agrawal A, Catalini C, Goldfarb A. Crowdfunding: geography, social networks, and the timing of investment decisions[J]. Journal of Economics and Management Strategy, 2015, 24(2): 253-274. [37] Bardsleya N, Sausgruberb R. Conformity and reciprocity in public good provision[J]. Journal of Economic Psychology, 2005, 26(5): 665-681. [38] Colombo M G, Franzoni C, Rossi-Lamastra C. Internal social capital and the attraction of early contributions in crowdfunding[J]. Entrepreneurship Theory and Practice, 2015, 39(1): 75-100. [39] 陈娟娟, 张亚斌, 尹筑嘉. 众筹市场投资者行为变化研究——基于众筹平台“众筹网”的经验证据[J]. 中国软科学, 2017(9): 141-153.Chen Juanjuan, Zhang Yabin, Yin Zhujia. Study on dynamics of investors’ behavior in crowdfunding market: evidence from Zhongchou Web[J]. China Soft Science, 2017(9): 141-153. [40] 顾乃康, 赵坤霞. 实时的社会信息与互联网产品众筹的动态性——基于大数据的采集与挖掘研究[J]. 金融研究, 2019(1): 168-187.Gu Naikang, Zhao Kunxia. Real-time social information and dynamics of reward-based Internet crowdfunding: based on big data[J]. Journal of Financial Research, 2019(1): 168-187. [41] Ramsay J O, Silverman B W. Functional data analysis[M]. Beijing: Science Press, 2006. [42] 孟园, 王洪伟, 王伟. 网络口碑对产品销量的影响:基于细粒度的情感分析方法[J]. 管理评论, 2017, 29(1): 144-154.Meng Yuan, Wang Hongwei, Wang Wei. The effect of electronic word-of-mouth on sales through fine-gained sentiment analysis[J]. Management Review, 2017, 29(1): 144-154. [43] Specht D F. A general regression neural network[J]. IEEE Transactions on Neural Networks, 1991, 2(6): 568-76. [44] Li Tangbing, Guo Jingren, Luo Dianshegn, et al. Region load forecasting based on load characteristics analysis and GRNN[C]//Proceedings of the 9th International Symposium on Linear Drives for Industry Applications, Volume 2. Springer Berlin Heidelberg, 2014: 493-500. |
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