Baseline
The recorded before-state of a task (time, frequency, quality) captured prior to AI optimization; the reference point that makes a productivity gain provable rather than felt. Objective time sources (calendar logs, task-tracker data) are more defensible than reconstructed memory.
Defined in 5 GAGE programs, which carry 10 distinct definitions of it. The wording above is taught in AI Literacy & Professional Conduct.
How each discipline defines it
The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.
The recorded before-state of a task (time, frequency, quality) captured prior to AI optimization; the reference point that makes a productivity gain provable rather than felt. Objective time sources (calendar logs, task-tracker data) are more defensible than reconstructed memory.
The validated "before" measurement an initiative aims to move, captured in the un-influenced window before the AI is live. Once the AI is running, the original baseline cannot be reconstructed, which is why capturing it first is the most-skipped, most-important step.
The measurement of a metric before an intervention, used as the starting point for comparison. A valid baseline is defined in advance, using a period genuinely comparable in season, staffing, and conditions to the period that will be measured afterward.
How a person's behavior, communication, or financial habits looked before a suspected change occurred. This topic's indicators are read against a person's own baseline, not against a general standard of how any older adult "should" behave.
The state of the world a benefit is measured against. The most manipulated part of an ROI claim, because whoever chooses the baseline controls the apparent size of the gain.
Where it is taught
The exact lessons this term appears in. The first 7 topics of every program are free with a free account.
- Integrating AI into Existing Workflows · Practical AI Workflow Design and Prompt Engineering, AI Literacy & Professional Conduct
- The 3-Stage AI Productivity System: BLOCK, SCALE, RESULTS · Practical AI Workflow Design and Prompt Engineering, AI Literacy & Professional Conduct
- Measuring AI ROI: Productivity Gains That Matter · AI in the Workplace and Team Leadership, AI Literacy & Professional Conduct
- Fixing the model, breaking it again: why fixes are never free · Build Before You Govern, AI Governance: Applied Mastery
- The honest ROI: measuring what the AI actually changed at your organization, not what the vendor promised · The Money: Budgets, ROI, and Risk, AI Governance: Applied Mastery
- The AI Value Office and Experimentation Discipline · Implementation from Pilot to Scale, Business AI Transformation
- Capstone Phase 3 - The Execution Plan · Capstone: Your Transformation Blueprint, Business AI Transformation
- What it looks like when the person is known · The Trusted Person, Senior AI Scam Defense
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.