Table 1.
Raw Distributions of Key Analytic Variables among N = 1,701 Respondents
| M / % | SD | α | |
|---|---|---|---|
| Female | 35.2% | ||
| Racial or Ethnic Minority | 14.5% | ||
| Years since doctorate | 21.2 | 12.1 | |
| Field of study | |||
| Biology | 23.7% | ||
| Chemistry | 18.1% | ||
| Allied health sciences | 22.3% | ||
| Medicine | 15.7% | ||
| Social Sciences | 20.3% | ||
| Predictors | |||
| Organizational Justice | |||
| Department | 4.62 | 1.53 | .95 |
| University | 3.78 | 1.43 | .95 |
| IRB/IACUC | 5.19 | 1.56 | .94 |
| Manuscript review | 5.24 | 1.48 | .96 |
| Grant funding review | 4.57 | 1.63 | .96 |
| Procedural Injustice | 4.99 | 0.93 | .73 |
| Intrinsic Drive | 4.28 | 0.91 | .76 |
| Misbehaviors | |||
| Neglect or carelessness | 60.4% | ||
| Misappropriation | 25.1% | ||
| “Top ten” misbehaviors | 23.4% | ||
| Circumventing federal requirements | 17.5% | ||
| Misconduct (FFP) | 8.0% | ||
| Careless, inappropriate peer review | 8.2% | ||
| Ideal Behaviors | |||
| Compliance with regulations | 88.9% | ||
| Confidentiality and data integrity | 73.9% | ||
| Good authorship practice | 53.3% | ||
| Collegial agreements | 23.4% |