VeilPoint Opportunity Exchange · Pilot preview

From fragmented data to unified economic intelligence

Opportunity Exchange brings disconnected public data together and runs it through a common engine. It goes beyond simply reporting what today's statistics show by connecting labour, skills, housing, businesses, trade, costs, and emerging signals into a clearer picture of Saskatchewan's economy.

This pilot demonstrates the public-data architecture and its human interface. It combines published datasets with clearly identified modelled scenarios and is not yet a public-production launch. Where current job links are available, applications stay with the original source.

59 upstream datasets registered · 54 approved for defined uses · 22 runtime providers: 19 published, 0 preview, 3 empty.

Explore the evidence, the community views, and the source register. Every published, modelled, preview, and unavailable value is identified in context.

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← Community GDP

Economy · Prince Albert

Marshall

Town · confidence Tier D · 2022 benchmark

Economic profile — no point estimate published

Population, 2021522Town
Occupied dwellings1982021 Census
Economic region4750Prince Albert
Confidence tierDProfile only

Confidence Tier D · Profile only

publication class C

Public evidence is insufficient for a defensible point estimate; the platform publishes only the supported profile fields. Confidence and publication class are separate: publication class controls which fields may be shown, while confidence describes the strength and local validation of the evidence behind them.

  • Official geographic identityavailable

    2021 SGC census-subdivision code 4717026.

  • Census population and dwellingsavailable

    Published 2021 population and occupied-dwelling values are available.

  • Employer-business activityavailable

    Canadian Business Counts activity is observable for this community.

  • Resident-income measureavailable

    Published Census household income supports the income side of the modeled range.

  • Audited municipal fiscal contextmissing

    No reviewed municipal financial-statement context is registered yet.

  • Model-relevant municipal administrative datamissing

    Current business licensing, non-residential assessment, permitting, facilities or equivalent governed local inputs are required for Tier B.

  • Direct municipal validationmissing

    Municipal review, reconciliation, an organizational data steward and an agreed refresh cycle are required for Tier A.

Path to Tier A

  1. 1.Register current municipality-provided business, assessment, permitting, facility or equivalent administrative evidence under approved terms.
  2. 2.Use at least one model-relevant local source and corroborate it with a second independent local evidence domain.
  3. 3.Reconcile material differences against the public-source estimate and retain the review record.
  4. 4.Complete direct municipal review and establish an organizational data steward and refresh cycle.

Tier A remains a modeled estimate unless a municipality separately publishes it as an official statistic; partnership validation does not change that claim boundary.

Measured employer-business structure

July 2025 reference, December 2025 release

Direct Statistics Canada counts of businesses with employees. These are aggregates, not named employers or a directory.

With employees26Published business count
Per 1,000 residents—2021 population denominator
Industry concentration0.120HHI across NAICS major sectors
Unclassified share15.4%Reported outside classified NAICS
  1. Administrative and support, waste management and remediation services5 · 22.7%
  2. Other services (except public administration)3 · 13.6%
  3. Agriculture, forestry, fishing and hunting2 · 9.1%
  4. Wholesale trade2 · 9.1%
  5. Retail trade2 · 9.1%
  6. Transportation and warehousing2 · 9.1%

Tier ACanadian Business Counts, with employees — Direct published count. The compact extract retains size-band totals and NAICS major-sector totals. · 2025-07-01 · Direct primary-source observation

Neighbours in Prince Albert

5
Marshall — community GDP | VeilPoint Opportunity Exchange