A current job count becomes a trend only when there is a comparable previous observation. The first successful check cannot establish growth by itself. A monitoring integration should make that first snapshot visible and keep incomplete collections from quietly replacing the comparison point.

Hiring Trend Index watches explicit company or board slices. Company slices can name a provider and token; board slices describe a bounded market sample. These are different observation scopes, even when both eventually produce counts of engineering roles.

Name the experiment before collecting it

The following input is the installed public example with an explicit watch name. The listed organizations and keywords identify collection targets, not freshly verified vacancy totals.…