Submitted:
10 April 2025
Posted:
11 April 2025
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Abstract
Keywords:
1. Introduction
2. Literature Review and the Theoretical Framework
Theories used in the study and the development of research hypotheses.

3. Research Method and Materials
Logistic regression model 1 of an equation
4. Research Findings and Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgements
Conflicts of Interest
Appendix A
| Dependent Variable: Success | ||||
| Method: ML - Binary Logit (Newton-Raphson / Marquardt steps) | ||||
| Variable | Coefficient | Std. Error | z-Statistic | Prob. |
| SPR | -0.899021 | 0.922751 | -0.974283 | 0.3299 |
| DR | 0.555500 | 0.798641 | 0.695556 | 0.4867 |
| BCK | 0.086827 | 0.019250 | 4.510372 | 0.0000 |
| VD | 0.316703 | 0.824335 | 0.384192 | 0.7008 |
| IM | 1.320547 | 1.140280 | 1.158090 | 0.2468 |
| TA | -1.513360 | 0.399182 | -3.791155 | 0.0001 |
| C | 5.587175 | 3.315316 | 1.685262 | 0.0919 |
| McFadden R-squared | 0.674197 | Mean dependent var | 0.153488 | |
| S.D. dependent var | 0.361299 | S.E. of regression | 0.195133 | |
| Akaike info criterion | 0.344468 | Sum squared resid | 7.920018 | |
| Schwarz criterion | 0.454209 | Log likelihood | -30.03027 | |
| Hannan-Quinn criter. | 0.388808 | Deviance | 60.06054 | |
| Restr. deviance | 184.3464 | Restr. log likelihood | -92.17321 | |
| LR statistic | 124.2859 | Avg. log likelihood | -0.139676 | |
| Prob(LR statistic) | 0.000000 | |||
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| Crowdfunding success (SP) | Whether the targeted amount of the project/ campaign was reached | The binary variable of 1 if the targeted amount was obtained and 0 otherwise |
| Duration (DR) | The number of days for the project/campaign to raise funds | Transformed as log |
| Spelling errors (SPR) | Whether spelling errors appear on the project page and 0 otherwise | The binary variable of 1 if there are spelling errors on the project page and 0 otherwise |
| Targeted amount (TA) | The amount requested by the fund seeker or entrepreneur | Transformed as log |
| Backers (BCK) | The number of supporters who contributed to the project/campaign | Transformed as log |
| Videos (VD) | The presence of videos on the project/ campaign website |
Dummy variable of 1 if a video is available on the website and 0 otherwise |
| Images (IM) | The presence of images or visuals on the project/ campaign website | Dummy variable of 1 if a video is available on the website and 0 otherwise |
| SP | SPR | DR | BCK | VD | IM | TA | |
| Mean | 0.1535 | 0.1814 | 3.6217 | 1.3932 | 0.5535 | 0.7581 | 9.2926 |
| Median | 0.0000 | 0.0000 | 3.7136 | 0.6931 | 1.0000 | 1.0000 | 9.2103 |
| Maximum | 1.0000 | 1.0000 | 4.2047 | 7.7989 | 1.0000 | 1.0000 | 15.944 |
| Minimum | 0.0000 | 0.0000 | 1.0986 | 0.0000 | 0.0000 | 0.0000 | 5.8861 |
| Std. Dev. | 0.3613 | 0.3862 | 0.5414 | 1.7754 | 0.4983 | 0.4292 | 1.7965 |
| Observations | 215 | 215 | 215 | 215 | 215 | 215 | 215 |
| CS | SPR | DR | VD | IM | TA | BCK | |
| CS | 1.000 | ||||||
| SPR | -0.066 | 1.0000 | |||||
| DR | -0.1324** | 0.0369 | 1.000 | ||||
| VD | 0.1488** | 0.180*** | 0.0703 | 1.000 | |||
| IM | 0.1501** | 0.0685 | 0.1022 | 0.170*** | 1.000 | ||
| TA | -0.188*** | -0.0550 | 0.296*** | 0.235*** | 0.0054 | 1.000 | |
| BCK | 0.416*** | -0.0666 | -0.157** | 0.1582** | -0.051503 | 0.1036 | 1.0000 |
| Variables | Regression coefficient | Standard errors | P value |
| Constant | 5.5871 | 3.3153 | 0.091* |
| SPR | -0.8990 | 0.9227 | 0.329 |
| DR | 0.5555 | 0.7986 | 0.486 |
| BCK | 0.0868 | 0.0192 | 0.000*** |
| VD | 0.3167 | 0.8243 | 0.700 |
| IM | 1.3205 | 1.1402 | 0.246 |
| TA | -1.5133 | 0.3991 | 0.000*** |
| McFadden R-squared | 0.6741 | ||
| LR statistic | 124.28 | ||
| Prob(LR statistic) | 0.0000 |
| Hypothesis | Results | ||
| Spelling error Hypothesis | The presence of spelling errors on a crowdfunding page decreases the probability of success of the crowdfunding campaign. | Supported | |
| Duration Length Hypothesis | The longer duration decreases the probability of success of a crowdfunding campaign. | Not supported | |
| Targeted amount Hypothesis | A more considerable targeted amount negatively influences the success of a crowdfunding campaign. | Supported | |
| Backers Hypothesis | The large number of backers increases the probability of success of a crowdfunding campaign. | Supported | |
| Videos Hypothesis | The availability of video is positively associated with the likelihood of success of a crowdfunding project. | Supported | |
| Image Hypothesis | The availability of images is positively associated with the likelihood of success of a crowdfunding project. | Supported | |
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