Market Demand CSV exports
Download one market need or a privacy-safe statement for a selected period.
The Admin Dashboard can export released Market Demand as a CSV statement. Exports use the same selected period and filters as the Demand ledger and never include raw customer input.
Open the statement
- Sign in to the Admin Dashboard.
- Open Demand from the overview.
- Choose a period under Evidence released.
- Optionally filter the ledger by risk, evidence class, business segment, geography or status.
- Select Export CSV.
Available periods are Last 7 days, Last 30 days, This month, Previous month, Quarter to date, Year to date, All available or a custom date range. Dates are inclusive and evaluated in UTC.
Export one market need
Use the spreadsheet action at the end of a ledger row, or expand the row and select Download this record. The file contains one normalized market-need record and uses a filename such as market-demand-record-0d64da3d.csv.
The record includes the requested business outcome, risk and evidence classifications, released support, lifecycle status, coarse business and geographic groupings, why no current market fits, the proposed contract shape and the closest reviewed series.
Export all matching records
Select Detailed records in the export dialog to download one row per normalized market need. The selected dates and active ledger filters are applied. The filename records the inclusive period:
market-demand-records-2026-07-01-to-2026-07-31.csvText entered only in the on-page search box narrows the displayed ledger. Use the structured filters when the downloaded statement must match a subset exactly.
Export period totals
Select Period totals to group released support by week, month or quarter. Each row contains:
| Column | Meaning |
|---|---|
period | UTC reporting bucket. |
risk_type | Normalized demand risk. |
evidence_class | Explicit request or observed gap. |
market_needs | Distinct normalized needs in the bucket. |
released_support | Privacy-released supporting requests. |
The filename identifies the grouping and selected period, for example market-demand-monthly-totals-2026-01-01-to-2026-07-31.csv.
Privacy and reconciliation
CSV statements are partner-safe by default. They exclude raw user language, business notes, direct identifiers, exact at-risk amounts and unreleased small cohorts. Released support is therefore a privacy-bounded lower bound, not a count of every request received.
When reconciling a file with the dashboard, use the same UTC date range and structured filters. A recent request may not appear until its cohort meets the publication threshold. See privacy and release and Demand freshness for the governing rules.