01
Observe
Resolve geography, periods and measure
District D-07, manufacturing employment and the two requested reporting periods are bound to controlled IDs.
Operational proof · Statistical analysis
A district employment decline is traced to sectors and accepted source records
The agent prepares a reproducible sector contribution analysis using compatible classifications and accepted reporting versions.
Live request
Which manufacturing sectors explain the employment decline in District D-07 between 2023-24 and 2025-26?
Tool / answer mode
compare_industrial_periods + validate_aggregation_lineageReturned evidence
What the system actually returned
- Geography
District D-07- Comparison
2023-24 → 2025-26- Textiles
18,420 → 15,960 (-2,460)- Fabricated metals
12,310 → 11,540 (-770)- Food products
9,870 → 10,240 (+370)- Machinery
7,940 → 8,160 (+220)- Excluded records
Unresolved submissions excluded and disclosed
Agent workflow
What changed from request to operational outcome
02
Investigate
Select compatible accepted records
The agent retrieves accepted observations, applicable classification metadata and unresolved-return exclusions for both periods.
03
Validate
Check comparability before calculating
Units, geography level and classification mapping pass compatibility checks; unresolved submissions are excluded and counted in the evidence note.
04
Explain
Calculate sector contribution
Textiles (-2,460) and fabricated metals (-770) are the largest negative contributors, partly offset by food products (+370) and machinery (+220).
05
Assist
Prepare the analytical table and narrative
The agent produces a reviewable table with calculation trace, exclusions and source references for the statistical officer.
The officer receives a reproducible explanation rather than an unsupported narrative
Every sector value and derived change can be traced back to accepted version-qualified records used in the comparison.
Control boundary
What the agent was not allowed to do
Accepted records only
Compatible classifications required
Exclusions disclosed
No official publication action
Calculation trace retained
Evidence artifact
Inspect the interaction behind this case
District D-07 sector trend trace
Synthetic accepted-record comparison identifying sector contributions to manufacturing-employment change across two periods.
Primewayz industrial statistical intelligence