Virji — planning, learning-measurement boundary and inclusion

Use outcome-first planning while separating marketing response, learning and economic value. Relevant figures242/255/257 checked; matrix347 cropped.

Analytical paraphrase across221–269 and354–395; no verbatim excerpt.

Virji links business and audience needs to a capacity-aware content plan, then advocates inclusive production and repeated distribution. Her examples sometimes substitute clicks or subscriptions for demonstrated understanding; the Academy should evaluate learner performance separately.

395

221

Strategy and measurement; ideation; inclusion (PDF sheets)

All516 supplied sheets read and27 visual/table/metadata pages inspected. Verified against supplied text, not a universal causal finding.