This skill should be used when the user asks about GSIM, GSBPM, SDMX, statistical processes, data collection methodology, dissemination standards, statistical variables, classifications, code lists, or UN statistical frameworks. Triggers: GSIM, GSBPM, SDMX, statistical process, data collection, dissemination, statistical variable, classification, code list, UN statistics.
The IPAD Framework aligns with three core UNECE/UN statistical standards: GSIM (Generic Statistical Information Model), GSBPM (Generic Statistical Business Process Model), and SDMX (Statistical Data and Metadata Exchange). These ensure IPA data outputs meet international statistical rigor requirements and can be exchanged across agencies and borders.
GSBPM: Statistical Business Process Model (8 Phases)
The GSBPM defines the standard phases for producing official statistics. Each phase maps to specific IPAD layers and activities.
Quality monitoring, process review, methodology assessment
Cross-cutting
Phase Details for IPA Context
Phase 1 -- Specify Needs: Define what investment data is required, for whom, and at what frequency. Map to IPA outcome areas (Information, Policies, Promotions, Stimulation, Relations) and stakeholder tiers. Identify statistical variables and populations.
Phase 2 -- Design: Design the entity model and data architecture. Select classifications (ISIC for sectors, ISO 3166 for countries, HS for trade). Define data structure definitions that align with SDMX standards.
Phase 3 -- Build: Develop data pipelines implementing the designed architecture. Build quality gates aligned with 6 DAMA-DMBOK dimensions. Configure automated validation rules.
Phase 4 -- Collect: Integrate data from Layer 1 (FDI Investment Drivers) and Layer 2 (Raw Sources). Sources include government registries, central banks, international databases (UNCTAD, World Bank, OECD), investor self-reporting, and IPA operational systems.
Phase 5 -- Process: Transform raw data through the Data Fabric (Layer 3). Apply cleansing, deduplication, entity resolution, reference data standardisation, and quality scoring. Enforce data contracts (ODCS v3).
Phase 6 -- Analyse: Produce analytics outputs ranging from descriptive (L1-L2 maturity), through diagnostic (L3), to predictive/prescriptive (L4) and cognitive (L5). Analytics sophistication is gated by maturity level.
Phase 7 -- Disseminate: Deliver insights through Layer 6 (Insight Delivery) and Layer 7 (Stakeholder Engagement). Respect data classification at delivery. Support multiple formats including SDMX for cross-IPA exchange.
Phase 8 -- Evaluate: Continuous quality monitoring against thresholds. Annual reassessment of processes and methodology. Feed improvements back into Phase 1.
GSIM: Statistical Information Model
The GSIM provides a standardised information model for statistical concepts. IPAD maps its entities and structures to GSIM equivalents.
GSIM Concept
IPAD Equivalent
Description
Statistical Activity
Investment promotion lifecycle stage
Funnel stages (Outreach through Loyalty) are the statistical activities
Unit Type
Entity (E-001 to E-049)
IPAD's 49 entities serve as the unit types for statistical observation
Variable
Entity attribute
Measurable data elements (e.g., FDI value, job count, investor sentiment)
Population
Jurisdiction / sector / investor cohort
Defined by domain context -- may be all investors in a sector, all FDI in a country
Dataset
Data mart / data product
Domain-specific data stores (Attract, Leads, Facilitation, Expansion, Advocacy)
Classification
Sector (ISIC), Country (ISO 3166), Trade (HS)
Reference data standards used as statistical classifications
GSIM Variable Categories in IPAD
Category
Examples
Typical Source
Flow variables
FDI inflows, exports, capital deployed
Central bank, UNCTAD, customs
Stock variables
Active investors, established projects, jobs
IPA operational systems
Rate variables
Conversion rate, retention rate, GDP growth
Calculated from flow/stock
Index variables
Ease of doing business, quality of life, brand perception
International indices, surveys
Categorical variables
Sector (ISIC), country (ISO 3166), investor status
Reference data, classifications
Statistical Classifications Used
Classification
Standard
Application
Sector
ISIC Rev.4 (UN)
Classify investment by economic sector
Country
ISO 3166-1
Classify FDI by source/destination country
Trade
Harmonised System (HS)
Classify trade flows associated with investment
Currency
ISO 4217
Standardise financial values
Region
UN M49
Aggregate data by geographic region
SDMX: Statistical Data and Metadata Exchange
SDMX is the standard for exchanging statistical data used by two-thirds of central banks globally. The IPAD Framework supports SDMX for cross-IPA statistical data sharing.
SDMX Concepts Mapped to IPAD
SDMX Concept
IPAD Equivalent
Mapping
Data Structure Definition (DSD)
Entity model schema
Defines structure of statistical datasets
Data Flow
Data pipeline / data contract
Defines how data moves between producers and consumers
Provision Agreement
Data contract (ODCS v3)
Formalises producer-consumer obligations
Code List
Reference data (sectors, countries)
Enumerated value sets for dimensions
Concept Scheme
Entity attribute definitions
Defines measurement concepts
Category Scheme
Domain classification (5 domains)
Organises data by business domain
Content Constraint
Quality rules / validation
Defines valid value ranges and rules
SDMX Data Exchange Use Cases
Use Case
Data
SDMX Structure
FDI flow reporting
Aggregate FDI by country, sector, year
Time-series with country/sector dimensions
IPA benchmarking
Maturity scores across IPAs
Cross-sectional with IPA/dimension dimensions
Economic indicators
GDP, trade, employment by country
Time-series with indicator/country dimensions
Investor pipeline
Anonymised pipeline statistics
Period-over-period with stage dimensions
Regional Alternatives to SDMX
Region
Standard
SDMX Interoperability
Global (OECD, central banks)
SDMX
Native
China
MOFCOM-defined formats
Mapping required
EAEU (5 states)
EABR regional database
Mapping required
GCC
Dhaman protocols
Mapping required
OHADA (17 states)
Legal harmonisation formats
Mapping required
The IPAD Framework MUST provide mapping guidance where regional standards differ from SDMX.