Pipeline Reporting Practical (DOI)
Module 2 · Cleaning without hiding problems
Demo CRM export
The demo dataset the assignment uses.
Resource ~2 minLesson 5 of 7
DOI-native
About this resource
A fictional 180-row CRM export used only for this course. It contains deliberate duplicates, four past-dated close dates, blank amounts and inconsistent stage labels. No real company or person appears in it.
What to do
- In this prototype the file is not attached yet — recreate it by hand or use any export you already have access to
- If you use your own export, redact client names and amounts before submitting anything
Preview · Sample data — Demo course content authored by DOI for this prototype. Signed in, progress is saved to your DOI account; otherwise it stays on this device. Finishing lessons records learning; it does not prove competence — that comes from reviewed practical evidence and DOI assessment. DOI claims no accreditation for this course.