Comparison of models' version
| Model versions | Wald statistic | Degrees of freedom | Overall significance (p-value) | Residual standard error | Adjusted R2 AIC |
|---|---|---|---|---|---|
| Model 1 – capital raised | |||||
| A. Platform features only | 5.4 | 227 | < 0.000 | 2.3 | 0.196 |
| B. Issuer features only | 8.14 | 228 | < 0.000 | 2.5 | 0.065 |
| C. Campaign features only | 3.98 | 224 | < 0.000 | 2.5 | 0.068 |
| D. All features | 4.7 | 215 | < 0.000 | 2.2 | 0.258 |
| Model 2 – relative success of campaign | |||||
| A. Platform features only | 3.21 | 205 | 0.008 | 1.8 | 0.047 |
| B. Issuer features only | 15 | 204 | < 0.000 | 1.7 | 0.189 |
| C. Campaign features only | 3.81 | 204 | 0.001 | 1.8 | 0.058 |
| D. All features | 3.36 | 195 | < 0.000 | 1.6 | 0.256 |
| Model 3 – success of campaign | |||||
| A. Platform features only | 227 | 241.91 | 4.53 | 0.001 | 253.9 |
| B. Issuer features only | 228 | 256.71 | 2.59 | 0.038 | 266.7 |
| C. Campaign features only | 224 | 241.4 | 2.85 | 0.005 | 259.4 |
| D. All features | 215 | 210.7 | 2.11 | 0.008 | 246.7 |
| Model versions | Wald statistic | Degrees of freedom | Overall significance ( | Residual standard error | Adjusted |
|---|---|---|---|---|---|
| A. Platform features only | 5.4 | 227 | < 0.000 | 2.3 | 0.196 |
| B. Issuer features only | 8.14 | 228 | < 0.000 | 2.5 | 0.065 |
| C. Campaign features only | 3.98 | 224 | < 0.000 | 2.5 | 0.068 |
| D. All features | 4.7 | 215 | < 0.000 | 2.2 | 0.258 |
| A. Platform features only | 3.21 | 205 | 0.008 | 1.8 | 0.047 |
| B. Issuer features only | 15 | 204 | < 0.000 | 1.7 | 0.189 |
| C. Campaign features only | 3.81 | 204 | 0.001 | 1.8 | 0.058 |
| D. All features | 3.36 | 195 | < 0.000 | 1.6 | 0.256 |
| A. Platform features only | 227 | 241.91 | 4.53 | 0.001 | 253.9 |
| B. Issuer features only | 228 | 256.71 | 2.59 | 0.038 | 266.7 |
| C. Campaign features only | 224 | 241.4 | 2.85 | 0.005 | 259.4 |
| D. All features | 215 | 210.7 | 2.11 | 0.008 | 246.7 |
Note(s): The table shows the comparison of models’ version. The sample size in Model 1 and 3 is 233 cases, since 9 cases were excluded because of missing values on some explanatory variables and 2 more outlying influential cases were dropped from the 244 cases original data set. In Model 2, the sample size is reduced to 211 cases when the response variable is relative success, because in this case only all-or-nothing campaigns are considered
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