Article summary
Evaluate a Bolivia +591 WhatsApp Activity task through queue waiting, completion and expiry outcomes rather than return rate alone.
After a Bolivia +591 WhatsApp Activity task, the real question is not how many rows returned; it is whether the queue became faster and produced fewer inappropriate contacts. Without a before-and-after comparison, activity is merely another Excel column.
Begin the retrospective with three operating measures
| Measure | Before/after comparison | Misreading to avoid |
|---|---|---|
| Waiting time | Queue median | Do not show only the fastest case |
| Completion rate | Same permitted cohort | Do not mix new lists |
| Complaint/opt-out | By provenance and batch | Activity cannot explain permission |
Create a control without activity ordering
Select an authorised comparison cohort with the same provenance, purpose and a similar period. If the groups have different compositions, an outcome difference cannot be attributed to the Activity task.
Remove +591 format exceptions from the experiment
Preserve phone_raw and country_evidence. Duplicated code, conflicting length or unsupported national notation enters format_exception and remains visible for both groups. Deleting difficult rows is not improvement.
How activity fields enter the queue
The task may return phone, activity time, active days, business-account observation, avatar and mapped phone. Order only with the time field chosen in advance; do not select the column with the most attractive outcome afterward.
Recent activity is not purchase intent
It is a platform-profile observation, not a promise of reply, income or intent. A retrospective may describe an association between queue design and an operating measure; it cannot become a rule about people in Bolivia.
Keep region and language independent
+591 does not automatically establish location or language. Region comes from an order or self-report, while language comes from user choice. Neither may be completed from checker output.
Expired results leave production
Record checked_at and valid_until in the task ticket. An expired row becomes expired, not inactive. Another use requires a current purpose and an explicit recheck decision.
Place opt-out before the ordering rule
Suppression, refusal and insufficient permission are excluded before activity ordering. A confirmed mapped phone should inherit applicable suppression; a conflict receives human review.
When to stop using Activity
If waiting time, completion or service quality does not improve consistently while access and retention costs increase, return to Registration or the original queue. Removing an ineffective field is a successful retrospective.
The distinct value of this Bolivia page
It moves beyond another upload tutorial and answers the most important post-task question: did activity data change a measurable process, and was the change worth continuing?
