| training-solution bias | The requested course or certification is treated as the demand. | Recover the human holder and representative later Work before considering any learning product. |
| role-average bias | A job-family profile is assigned to one person or one population average is reified as a person’s demand. | Keep holder-specific accounts and report population distributions separately. |
| current-arrangement bias | Today’s Method, tool, or division of labour is assumed to be the only future demand. | Name the effective horizon, alternatives, supports, and configuration; preserve prospective uncertainty. |
| technology bias | AI-assisted or tool-supported output is attributed to the human holder. | Separate human, tool, specialist, team, and organization contributions and test material support conditions. |
| evidence-convenience bias | Completion, self-report, platform prediction, MethodDescription, or visible document substitutes for later-Work evidence. | Trace each demand claim to representative cases, observations, inference, uncertainty, and remaining evidence. |
| human-deficit bias | Missing access, authority, assignment, Method, environment, specialist result, or nonhuman capability is called a skill gap. | Return the value under its actual kind and direct owner. |
| occurrence maximalism | No future question is allowed until the exact Work occurs. | Return a prospective demand hypothesis with observations-to-obtain, while blocking only the stronger current conclusion. |