How Much Is Too Much? The Impact of Update Frequency on Crowdfunding Success
Abstract
:1. Introduction
2. Theory and Hypothesis Development
3. Sample and Model Specification
4. Data Analysis and Findings
4.1. Descriptive Statistics
4.2. Regression Estimation Results
4.3. Robustness Check
5. Discussion
5.1. Theoretical
5.2. Practical Implications
5.3. Limitations and Future Research
6. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
1 | www.headstart.co.il (accessed on 27 November 2024). |
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M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | |
---|---|---|---|---|---|---|---|---|---|---|---|
1. Supported amount percentage | 1.050 | 0.493 | 1 | ||||||||
2. Ln (funds raised) | 10.628 | 0.887 | 0.322 ** | 1 | |||||||
3. Number of updates | 6.683 | 5.17 | 0.205 ** | 0.228 ** | 1 | ||||||
4. Number of words per update | 26.189 | 22.981 | 0.137 ** | 0.094 ** | −0.294 ** | 1 | |||||
5. Men entrepreneurs | 0.703 | 0.847 | −0.004 | 0.054 * | −0.031 | 0.029 | 1 | ||||
6. Women entrepreneurs | 0.815 | 0.570 | −0.011 | −0.100 ** | −0.014 | −0.001 | −0.357 ** | 1 | |||
7. Prior entrepreneurship experience | 0.213 | 0.410 | −0.122 ** | −0.241 ** | −0.042 * | −0.095 ** | 0.307 ** | 0.012 | 1 | ||
8. Video | 0.740 | 0.438 | 0.069 ** | 0.101 ** | 0.128 | −0.009 | −0.046 * | 0.018 | −0.056 * | 1 | |
9. Number of gift options | 16.333 | 13.014 | 0.014 | 0.278 ** | 0.200 ** | 0.082 ** | 0.009 | 0.029 | −0.071 ** | 0.162 ** | 1 |
Dependent Variable: Supported Amount Percentage | Model 1 | Model 2 | Model 2 | |||||||
---|---|---|---|---|---|---|---|---|---|---|
B | SE | p | B | SE | p | B | SE | p | ||
Number of updates | 0.017 | 0.004 | 0.000 | 0.007 | 0.001 | 0.000 | 0.017 | 0.004 | 0.000 | |
Number of updates2 | −4.75 × 10−4 | −1.68 × 10−4 | 0.005 | −4.38 × 10−4 | 1.69 × 10−4 | 0.010 | ||||
Number of words per update | 0.001 | 0.001 | 0.008 | 0.002 | 0.001 | 0.001 | 0.002 | 7.93 × 10−4 | 0.003 | |
Number of words per update2 | −1.33 × 10−5 | −5.95 × 10−6 | 0.025 | −1.16 × 10−5 | 5.98 × 10−6 | 0.050 | ||||
Mmen entrepreneurs | 0.013 | 0.010 | 0.215 | 0.012 | 0.010 | 0.254 | 0.012 | 0.010 | 0.251 | |
Women entrepreneurs | −0.024 | 0.015 | 0.113 | −0.024 | 0.015 | 0.107 | −0.025 | 0.015 | 0.103 | |
Prior entrepreneurship experience | 0.004 | 0.022 | 0.841 | −0.004 | 0.022 | 0.848 | −0.002 | 0.022 | 0.899 | |
Video | −0.001 | 0.020 | 0.973 | 0.002 | 0.020 | 0.914 | 0.002 | 0.020 | 0.990 | |
Number of gift options | 0.001 | 0.001 | 0.895 | 0.001 | 0.001 | 0.765 | 0.001 | 0.001 | 0.982 | |
Geographic location | Abroad | |||||||||
North | 0.039 | 0.053 | 0.455 | 0.047 | 0.053 | 0.370 | 0.040 | 0.053 | 0.450 | |
South | 0.021 | 0.058 | 0.708 | 0.032 | 0.058 | 0.580 | 0.025 | 0.058 | 0.64 | |
Center dummy | 0.047 | 0.050 | 0.344 | 0.053 | 0.050 | 0.290 | 0.046 | 0.050 | 0.352 | |
Jerusalem and surrounding | 0.027 | 0.052 | 0.591 | 0.034 | 0.052 | 0.506 | 0.027 | 0.052 | 0.591 | |
Categories (fixed effect) | ||||||||||
Founding year (fixed effect) | ||||||||||
Constant | 0.894 | 0.332 | 0.007 | 0.279 | 0.333 | 0.008 | 0.863 | 0.332 | 0.010 | |
n | 2582 | 2582 | 2582 | |||||||
R2 | 0.129 | 0.128 | 0.129 |
Dependent Variable: Ln (Funds Raised) | Model 4 | Model 5 | Model 6 | |||||||
---|---|---|---|---|---|---|---|---|---|---|
B | SE | p | B | SE | p | B | SE | p | ||
Number of updates | 0.043 | 0.005 | 0.000 | 0.021 | 0.002 | 0.000 | 0.042 | 0.004 | 0.000 | |
Number of updates2 | −0.001 | 0.001 | 0.000 | −0.001 | 0.001 | 0.000 | ||||
Number of words per update | 0.003 | 0.001 | 0.000 | 0.007 | 0.001 | 0.000 | 0.007 | 0.001 | 0.000 | |
Number of words per update2 | −3.59 × 10−4 | −3.59 × 10−4 | 0.000 | −3.21 × 10−5 | 7.39 × 10−6 | 0.000 | ||||
Target amount | −0.001 | 0.001 | 0.000 | −0.001 | 0.001 | 0.000 | −0.001 | 0.001 | 0.000 | |
Men entrepreneurs | 0.012 | 0.013 | 0.344 | 0.009 | 0.013 | 0.470 | 0.009 | 0.013 | 0.455 | |
Women entrepreneurs | −0.025 | 0.019 | 0.192 | −0.026 | 0.019 | 0.171 | −0.026 | 0.019 | 0.160 | |
Prior entrepreneurship experience | 0.092 | 0.027 | 0.000 | −0.291 | 0.027 | 0.000 | −0.288 | 0.027 | 0.000 | |
Video | 0.080 | 0.025 | 0.002 | 0.087 | 0.025 | 0.001 | 0.083 | 0.025 | 0.001 | |
Number of gift options | 0.001 | 0.001 | 0.533 | 0.001 | 0.001 | 0.414 | 0.001 | 0.001 | 0.695 | |
Geographic location | Abroad | |||||||||
North | −0.021 | 0.065 | 0.740 | −0.004 | 0.065 | 0.948 | −0.02 | 0.065 | 0.754 | |
South | 0.033 | 0.071 | 0.640 | 0.058 | 0.071 | 0.416 | 0.043 | 0.071 | 0.547 | |
Center | 0.007 | 0.062 | 0.911 | 0.004 | 0.062 | 0.938 | −0.009 | 0.062 | 0.880 | |
Jerusalem and surrounding | −0.079 | 0.064 | 0.218 | −0.064 | 0.064 | 0.351 | −0.079 | 0.064 | 0.217 | |
Categories (fixed effect) | included | included | included | |||||||
Founding year (fixed effect) | included | included | included | |||||||
Constant | 9.754 | 0.412 | 0.000 | 9.701 | 0.412 | 0.000 | 9.668 | 0.411 | 0.000 | |
n | 2852 | 2852 | 2852 | |||||||
Adj R2 | 0.587 | 0.570 | 0.590 |
Supported Amount Percentage | Ln (Funds Raised) | |||||||
---|---|---|---|---|---|---|---|---|
Model 7A | Model 7B | Model 8A | Model 8B | |||||
Number of updates | Average words to update | Number of updates | Average words to update | |||||
Bounds | Lower bound | Upper bound | Lower bound | Upper bound | Lower bound | Upper bound | Lower bound | Upper bound |
Interval | 0 | 44 | 0 | 244 | 0 | 44 | 0 | 244 |
Slope | 0.017 | −0.021 | 0.002 | −0.003 | 0.042 | −0.041 | 0.007 | −0.008 |
t-value | 4.116 | −2.982 | 2.868 | −2.273 | 7.762 | −3.193 | 6.455 | −2.519 |
p > |t| | 0.000 | 0.001 | 0.002 | 0.0115 | 0.000 | 0.000 | 0.000 | 0.005 |
Extremum point: | 19.520 | 103.201 | 22.235 | 114.600 | ||||
Overall test of: | Inverted U-shape | Inverted U-shape | Inverted U-shape | Inverted U-shape | ||||
T value | 2.98 | 2.27 | 3.19 | 2.52 | ||||
p > T | 0.001 | 0.011 | 0.000 | 0.006 |
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Solodoha, E. How Much Is Too Much? The Impact of Update Frequency on Crowdfunding Success. Adm. Sci. 2024, 14, 324. https://doi.org/10.3390/admsci14120324
Solodoha E. How Much Is Too Much? The Impact of Update Frequency on Crowdfunding Success. Administrative Sciences. 2024; 14(12):324. https://doi.org/10.3390/admsci14120324
Chicago/Turabian StyleSolodoha, Eliran. 2024. "How Much Is Too Much? The Impact of Update Frequency on Crowdfunding Success" Administrative Sciences 14, no. 12: 324. https://doi.org/10.3390/admsci14120324
APA StyleSolodoha, E. (2024). How Much Is Too Much? The Impact of Update Frequency on Crowdfunding Success. Administrative Sciences, 14(12), 324. https://doi.org/10.3390/admsci14120324