Abstract
Reward-based crowdfunding is an emerging business model whereby entrepreneurs raise money from several small investors. These investors, in turn, receive products/services as a reward. Investors’ participation is the key to success for this business model. We use the means-end theory to examine the success of the reward-based crowdfunding mechanism. We present an integrated model by considering two platform-based service attributes—platform characteristics (institutional mechanisms and information transparency) and entrepreneur efforts (content, embeddedness, and interaction)—and explore their influence on an investor’s perceived value (functional value, price value, emotional value, and social value), and participation intention. We test the model using survey data of 218 responses from 65 crowdfunding projects on a leading crowdfunding platform. The results show that all perceived values are positively associated with an investor’s future participation intention. An entrepreneur’s efforts to provide high-quality content and encourage interactions and the platform’s characteristics of institutional mechanisms improve an investor’s perceived functional, price, emotional, and social values. In addition, information transparency positively influences an investor’s perceived price, functional and emotional values. This study contributes to crowdfunding research by providing a comprehensive understanding of the success of a reward-based crowdfunding project. At the same time, the results of this study will be helpful for crowdfunding entrepreneurs and platforms.
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Funding was provided by National Natural Science Foundation of China (72172111); National Natural Science Foundation of China (71810107003).
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Appendices
Appendix A: Questionnaire items
Construct | Item |
---|---|
Content | CON1. Entrepreneur provides content that is relevant to crowdfunding projects |
CON2. Entrepreneur provides credible information | |
CON3. Entrepreneur provides access to valuable information | |
CON4. Entrepreneur provides content that is useful | |
Embeddedness | EMB1. Entrepreneur seeks the opinion of members regarding community services |
EMB2. Entrepreneur allows members to have direct contact with their representatives | |
EMB3. Entrepreneur makes an effort to make members feel a part of the community | |
Interaction | INT1. Entrepreneur encourages interactions among members |
INT2. Entrepreneur strongly encourages information sharing among members | |
INT3. Entrepreneur encourages different members to share information | |
INT4. Overall, entrepreneur facilitates a lot of interactions among members | |
Institutional mechanisms | IME1. I am sure that I cannot be taken advantage of as a result of participating in online crowdfunding activities |
IME2. I am confident that there are mechanisms on the crowdfunding platform to protect me against any potential risks if something goes wrong in the process of participation in crowdfunding activities | |
IME3. I feel confident that the institutional mechanisms of the crowdfunding platform give accurate information about the entrepreneur’s reputation and potential | |
IME4. I believe that the institutional mechanisms of the crowdfunding platform are effective | |
IME5. I believe that the institutional mechanisms of the crowdfunding platform are reliable and dependable | |
Information transparency | ITR1. The crowdfunding platform provides straightforward information that is utilized from entrepreneurs’ profiles |
ITR2. The project-relevant information in terms of reward forms, crowdfunding processes, raised money and services outcomes is visible on the crowdfunding platform | |
ITR3. The crowdfunding platform presents privacy notices as well as terms and conditions of participation | |
Functional value | FUV1. The products or services offered by the entrepreneur will be well made or provided when the project is successful |
FUV2. The products or services offered by the entrepreneur will have an acceptable standard of quality when the project is successful | |
FUV3. The products or services offered by the entrepreneur will be easy to use when the project is successful | |
Price value | PRV1. The products or services offered by the entrepreneur will be reasonably priced when the project is successful |
PRV2. The products or services offered by the entrepreneur will be value for money when the project is successful | |
PRV3. The products or services offered by the entrepreneur will be good products or services for the price when the project is successful | |
Social Value | SOV1. My interactions on this crowdfunding community expand my personal/social network |
SOV2. My interactions on this crowdfunding community enhance the strength of my affiliation with other participants | |
SOV3. My interactions on this crowdfunding community enhance my sense of belonging with this community | |
Emotional value | EMV1. Participating in this crowdfunding project is one that I will enjoy |
EMV2. It will be a happy experience to participate in this crowdfunding | |
EMV3. Participating in this crowdfunding project will make me feel good | |
Intention of future participation | IFP1. I intend to further participate in this crowdfunding project |
IFP2. The likelihood that I further participate in this crowdfunding project is very high | |
IFP3. I am interested to further participate in this crowdfunding project |
Appendix B: Factor loading
Indicator | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|
CON1 | 0.869 | 0.056 | 0.157 | 0.164 | 0.101 | 0.114 | 0.130 | 0.134 | 0.144 | 0.166 |
CON2 | 0.847 | 0.061 | 0.143 | 0.190 | 0.165 | 0.134 | 0.152 | 0.132 | 0.163 | 0.119 |
CON3 | 0.849 | 0.058 | 0.127 | 0.153 | 0.136 | 0.150 | 0.124 | 0.182 | 0.173 | 0.144 |
CON4 | 0.879 | 0.063 | 0.150 | 0.159 | 0.133 | 0.139 | 0.100 | 0.113 | 0.188 | 0.137 |
EMB1 | 0.027 | 0.901 | 0.089 | 0.020 | − 0.043 | 0.068 | 0.002 | − 0.024 | 0.135 | − 0.090 |
EMB2 | 0.068 | 0.847 | 0.126 | 0.106 | 0.068 | − 0.034 | 0.016 | 0.083 | 0.044 | 0.051 |
EMB3 | 0.064 | 0.865 | 0.097 | − 0.005 | 0.085 | 0.069 | − 0.003 | 0.028 | 0.039 | 0.056 |
INT1 | 0.177 | 0.109 | 0.780 | 0.267 | 0.056 | 0.083 | 0.191 | 0.121 | 0.154 | 0.077 |
INT2 | 0.097 | 0.120 | 0.797 | 0.194 | 0.161 | 0.197 | 0.129 | 0.142 | 0.147 | 0.104 |
INT3 | 0.191 | 0.148 | 0.821 | 0.208 | 0.098 | 0.103 | 0.122 | 0.135 | 0.121 | 0.116 |
INT4 | 0.148 | 0.116 | 0.771 | 0.268 | 0.172 | 0.176 | 0.112 | 0.202 | 0.177 | 0.176 |
IME1 | 0.162 | 0.048 | 0.221 | 0.742 | 0.082 | 0.214 | 0.251 | 0.110 | 0.174 | 0.201 |
IME2 | 0.230 | − 0.036 | 0.212 | 0.732 | 0.212 | 0.172 | 0.169 | 0.118 | 0.146 | 0.110 |
IME3 | 0.162 | 0.092 | 0.213 | 0.753 | 0.100 | 0.223 | 0.156 | 0.169 | 0.127 | 0.200 |
IME4 | 0.157 | 0.038 | 0.240 | 0.744 | 0.224 | 0.128 | 0.160 | 0.187 | 0.198 | 0.139 |
IME5 | 0.150 | 0.090 | 0.238 | 0.766 | 0.228 | 0.049 | 0.152 | 0.254 | 0.116 | 0.159 |
ITR1 | 0.146 | 0.054 | 0.091 | 0.230 | 0.831 | 0.154 | 0.132 | 0.093 | 0.154 | 0.099 |
ITR2 | 0.151 | 0.067 | 0.152 | 0.170 | 0.810 | 0.190 | 0.152 | 0.146 | 0.160 | 0.102 |
ITR3 | 0.169 | 0.029 | 0.148 | 0.169 | 0.869 | 0.128 | 0.141 | 0.104 | 0.123 | 0.091 |
FUV1 | 0.163 | 0.099 | 0.251 | 0.207 | 0.175 | 0.759 | 0.128 | 0.183 | 0.142 | 0.213 |
FUV2 | 0.225 | 0.036 | 0.145 | 0.248 | 0.167 | 0.736 | 0.150 | 0.170 | 0.138 | 0.098 |
FUV3 | 0.175 | 0.027 | 0.155 | 0.178 | 0.222 | 0.779 | 0.205 | 0.132 | 0.094 | 0.222 |
PRV1 | 0.127 | − 0.012 | 0.156 | 0.236 | 0.178 | 0.115 | 0.807 | 0.134 | 0.123 | 0.209 |
PRV2 | 0.172 | 0.030 | 0.183 | 0.192 | 0.147 | 0.165 | 0.826 | 0.127 | 0.101 | 0.130 |
PRV3 | 0.186 | − 0.003 | 0.165 | 0.240 | 0.144 | 0.164 | 0.793 | 0.176 | 0.095 | 0.214 |
SOV1 | 0.187 | 0.036 | 0.157 | 0.214 | 0.053 | 0.143 | 0.164 | 0.816 | 0.120 | 0.202 |
SOV2 | 0.188 | 0.050 | 0.195 | 0.158 | 0.161 | 0.152 | 0.145 | 0.801 | 0.155 | 0.147 |
SOV3 | 0.157 | 0.036 | 0.174 | 0.239 | 0.153 | 0.141 | 0.117 | 0.838 | 0.085 | 0.160 |
EMV1 | 0.245 | 0.121 | 0.139 | 0.197 | 0.131 | 0.129 | 0.063 | 0.163 | 0.818 | 0.130 |
EMV2 | 0.209 | 0.092 | 0.202 | 0.228 | 0.175 | 0.072 | 0.115 | 0.133 | 0.792 | 0.192 |
EMV3 | 0.226 | 0.107 | 0.220 | 0.156 | 0.189 | 0.153 | 0.156 | 0.077 | 0.794 | 0.116 |
IFP1 | 0.148 | 0.021 | 0.105 | 0.237 | 0.120 | 0.172 | 0.213 | 0.219 | 0.089 | 0.815 |
IFP2 | 0.195 | − 0.002 | 0.169 | 0.164 | 0.082 | 0.136 | 0.192 | 0.151 | 0.175 | 0.846 |
IFP3 | 0.211 | 0.006 | 0.143 | 0.210 | 0.122 | 0.178 | 0.147 | 0.157 | 0.164 | 0.827 |
Eigen-value | 3.840 | 2.437 | 3.390 | 3.908 | 2.775 | 2.369 | 2.620 | 2.679 | 2.531 | 2.750 |
Variance% | 11.295 | 7.166 | 9.969 | 11.494 | 8.162 | 6.968 | 7.707 | 7.878 | 7.446 | 8.089 |
Cumulative% | 11.295 | 18.461 | 28.43 | 39.924 | 48.086 | 55.054 | 62.761 | 70.639 | 78.085 | 86.174 |
Appendix C: Common method bias analysis
Construct | Indicator | Substantive path coefficient | Method path coefficient |
---|---|---|---|
Content | CON1 | 0.969*** | − 0.020 |
CON2 | 0.927*** | 0.032 | |
CON3 | 0.939*** | 0.015 | |
CON4 | 0.987*** | − 0.028 | |
Embeddedness | EMB1 | 0.930*** | − 0.073* |
EMB2 | 0.850*** | 0.063 | |
EMB3 | 0.875*** | − 0.013 | |
Interaction | INT1 | 0.916*** | − 0.026 |
INT2 | 0.927*** | − 0.031 | |
INT3 | 0.966*** | − 0.062 | |
INT4 | 0.848*** | 0.112** | |
Institutional mechanisms | IME1 | 0.882*** | 0.019 |
IME2 | 0.877*** | 0.000 | |
IME3 | 0.910*** | − 0.014 | |
IME4 | 0.888*** | 0.020 | |
IME5 | 0.928*** | − 0.024 | |
Information transparency | ITR1 | 0.931*** | − 0.008 |
ITR2 | 0.899*** | 0.043 | |
ITR3 | 0.970*** | − 0.035 | |
Functional value | FUV1 | 0.895*** | 0.039 |
FUV2 | 0.881*** | 0.002 | |
FUV3 | 0.954*** | − 0.041 | |
Price value | PRV1 | 0.941*** | − 0.015 |
PRV2 | 0.953*** | − 0.031 | |
PRV3 | 0.907*** | 0.045 | |
Social value | SOV1 | 0.942*** | − 0.009 |
SOV2 | 0.903*** | 0.029 | |
SOV3 | 0.962*** | − 0.020 | |
Emotional value | EMV1 | 0.961*** | − 0.039 |
EMV2 | 0.913*** | − 0.030 | |
EMV3 | 0.923*** | 0.008 | |
Intention of future participation | IFP1 | 0.938*** | − 0.008 |
IFP2 | 0.978*** | − 0.028 | |
IFP3 | 0.942*** | 0.019 |
Appendix D: Path comparison test
Path coefficient estimate | T value | ||
---|---|---|---|
Entrepreneur efforts | Platform characteristics | ||
Functional value | 0.307*** | 0.436*** | 19.797*** |
Price value | 0.227** | 0.457*** | 34.053*** |
Social value | 0.331*** | 0.346*** | 2.186* |
Emotional value | 0.421*** | 0.310*** | 16.198*** |
T = (PC1 – PC2)/SQRT [(SE12 + SE22)/N], SE = standard error of path in the structural model, PC = path coefficient in the structural model; *p < 0.05, **p < 0.01, ***p < 0.001.
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Zhang, F., Zhang, H. & Gupta, S. Investor participation in reward-based crowdfunding: impacts of entrepreneur efforts, platform characteristics, and perceived value. Inf Technol Manag 24, 19–36 (2023). https://doi.org/10.1007/s10799-022-00363-x
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DOI: https://doi.org/10.1007/s10799-022-00363-x