Robustness checks by alternative dependent variables
| Estimators: OLS | Inverted U-shaped relationship | Moderating effect | ||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| DVs | LogFulfillment | LogSupport | LogBackers | LogAverage | LogFulfillment | LogSupport | LogBackers | LogAverage |
| LogText | 0.265*** (0.031) | 0.394*** (0.053) | 0.139*** (0.024) | 0.249*** (0.038) | 0.264*** (0.032) | 0.416*** (0.053) | 0.164*** (0.024) | 0.246*** (0.038) |
| LogVideos | 0.372*** (0.062) | 0.586*** (0.105) | 0.235*** (0.048) | 0.369*** (0.076) | 0.371*** (0.062) | 0.578*** (0.105) | 0.230*** (0.047) | 0.367*** (0.076) |
| LogPricerange | 0.049*** (0.014) | −0.028 (0.023) | −0.078*** (0.011) | 0.047** (0.017) | 0.048** (0.017) | −0.136*** (0.029) | −0.197*** (0.013) | 0.056** (0.021) |
| LogTarget | −0.421*** (0.016) | 0.189*** (0.027) | 0.061*** (0.012) | 0.109*** (0.019) | −0.421*** (0.016) | 0.220*** (0.027) | 0.096*** (0.012) | 0.106*** (0.020) |
| LogDuration | −0.504*** (0.037) | −0.779*** (0.062) | −0.357*** (0.028) | −0.350*** (0.045) | −0.506*** (0.037) | −0.804*** (0.062) | −0.383*** (0.028) | −0.350*** (0.045) |
| Experience | 0.000*** (0.000) | 0.000 (0.000) | 0.001*** (0.000) | −0.001*** (0.000) | 0.000*** (0.000) | 0.000 (0.000) | 0.001*** (0.000) | −0.000*** (0.000) |
| SocialNetwork | 0.179** (0.061) | 0.231* (0.102) | 0.035 (0.046) | 0.138 (0.074) | 0.181** (0.061) | 0.229* (0.102) | 0.033 (0.046) | 0.138 (0.074) |
| Locations | √ | √ | √ | √ | √ | √ | √ | √ |
| IDs | √ | √ | √ | √ | √ | √ | √ | √ |
| ProjectType | √ | √ | √ | √ | √ | √ | √ | √ |
| BeginMonth | √ | √ | √ | √ | √ | √ | √ | √ |
| EndMonth | √ | √ | √ | √ | √ | √ | √ | √ |
| Options | 0.520*** (0.051) | 1.104*** (0.086) | 0.447*** (0.039) | 0.656*** (0.062) | 0.922*** (0.165) | 1.682*** (0.278) | 0.776*** (0.125) | 1.004*** (0.201) |
| Options2 | −0.029*** (0.004) | −0.059*** (0.006) | −0.019*** (0.003) | −0.040*** (0.005) | −0.059*** (0.012) | −0.105*** (0.021) | −0.043*** (0.009) | −0.068*** (0.015) |
| PriceDifferentiation | – | – | – | – | 0.908* (0.388) | 1.691** (0.654) | 1.367*** (0.293) | 0.621 (0.472) |
| Options* PriceDifferentiation | – | – | – | – | −0.285* (0.114) | −0.364+ (0.193) | −0.204* (0.087) | −0.238+ (0.139) |
| Options2* PriceDifferentiation | – | – | – | – | 0.021** (0.008) | 0.028* (0.014) | 0.014* (0.006) | 0.019+ (0.010) |
| Constant | −1.594*** (0.375) | −1.406* (0.633) | −0.083 (0.287) | −1.106* (0.456) | −2.822*** (0.631) | −3.510*** (1.065) | −1.661*** (0.478) | −2.008** (0.768) |
| R-squared | 0.202 | 0.138 | 0.176 | 0.089 | 0.203 | 0.143 | 0.196 | 0.089 |
| Observations | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 |
| Estimators: OLS | Inverted U-shaped relationship | Moderating effect | ||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| DVs | LogFulfillment | LogSupport | LogBackers | LogAverage | LogFulfillment | LogSupport | LogBackers | LogAverage |
| LogText | 0.265*** (0.031) | 0.394*** (0.053) | 0.139*** (0.024) | 0.249*** (0.038) | 0.264*** (0.032) | 0.416*** (0.053) | 0.164*** (0.024) | 0.246*** (0.038) |
| LogVideos | 0.372*** (0.062) | 0.586*** (0.105) | 0.235*** (0.048) | 0.369*** (0.076) | 0.371*** (0.062) | 0.578*** (0.105) | 0.230*** (0.047) | 0.367*** (0.076) |
| LogPricerange | 0.049*** (0.014) | −0.028 (0.023) | −0.078*** (0.011) | 0.047** (0.017) | 0.048** (0.017) | −0.136*** (0.029) | −0.197*** (0.013) | 0.056** (0.021) |
| LogTarget | −0.421*** (0.016) | 0.189*** (0.027) | 0.061*** (0.012) | 0.109*** (0.019) | −0.421*** (0.016) | 0.220*** (0.027) | 0.096*** (0.012) | 0.106*** (0.020) |
| LogDuration | −0.504*** (0.037) | −0.779*** (0.062) | −0.357*** (0.028) | −0.350*** (0.045) | −0.506*** (0.037) | −0.804*** (0.062) | −0.383*** (0.028) | −0.350*** (0.045) |
| Experience | 0.000*** (0.000) | 0.000 (0.000) | 0.001*** (0.000) | −0.001*** (0.000) | 0.000*** (0.000) | 0.000 (0.000) | 0.001*** (0.000) | −0.000*** (0.000) |
| SocialNetwork | 0.179** (0.061) | 0.231* (0.102) | 0.035 (0.046) | 0.138 (0.074) | 0.181** (0.061) | 0.229* (0.102) | 0.033 (0.046) | 0.138 (0.074) |
| Locations | √ | √ | √ | √ | √ | √ | √ | √ |
| IDs | √ | √ | √ | √ | √ | √ | √ | √ |
| ProjectType | √ | √ | √ | √ | √ | √ | √ | √ |
| BeginMonth | √ | √ | √ | √ | √ | √ | √ | √ |
| EndMonth | √ | √ | √ | √ | √ | √ | √ | √ |
| Constant | −1.594*** (0.375) | −1.406* (0.633) | −0.083 (0.287) | −1.106* (0.456) | −2.822*** (0.631) | −3.510*** (1.065) | −1.661*** (0.478) | −2.008** (0.768) |
| 0.202 | 0.138 | 0.176 | 0.089 | 0.203 | 0.143 | 0.196 | 0.089 | |
| Observations | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 | 9,179 |
Notes(s): + p < 0.1, *p < 0.05, **p < 0.01, ***p < 0.001
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