Aperture Market Intelligence

3Active definitions

20Components

0-100Score scale

1.0.0Version

Active definition

MERI-Opportunity Dashboard

MERI_OPPORTUNITY v1.0.0

MERI-Core v1.0.0 separate growth and demand upside dashboard. Does not feed the readiness composite.

Aggregation

arithmetic_mean

Ranking

descending_score

Confidence

Min rank confidence 50

Missing Data

Peer imputation rules persisted

Model metadata

{
  "model": "MERI-Core",
  "tiers": [],
  "pillars": [
    {
      "name": "opportunity",
      "aggregation": "weighted_average",
      "display_name": "Growth and Demand Opportunity"
    }
  ],
  "ranking": {
    "mode": "descending_score",
    "rank_type": "competition",
    "peer_ranks": [
      "global",
      "income_group",
      "region"
    ],
    "percentile_formula": "(N - rank + 1) / N * 100",
    "exclude_when_data_confidence_below": 50
  },
  "version": "1.0.0",
  "pipeline": "opportunity",
  "composite": {
    "formula": "mean(GDP_GROWTH, DEMOGRAPHICS, PURCHASING_POWER, IMPORT_DEMAND)",
    "aggregation": "arithmetic_mean",
    "display_only": true,
    "required_pillars": "all"
  },
  "components": [
    "GDP_GROWTH",
    "DEMOGRAPHICS",
    "PURCHASING_POWER",
    "IMPORT_DEMAND"
  ],
  "confidence": {
    "default_weight": 1,
    "critical_weight": 2,
    "critical_components": [],
    "min_rank_confidence": 50,
    "critical_missing_cap": {
      "missing_count": 2,
      "max_confidence": 49
    }
  },
  "score_scale": {
    "maximum": 100,
    "minimum": 0,
    "higher_is_better": true
  },
  "missing_data": {
    "peer_groups": [
      "region",
      "income_group"
    ],
    "peer_impute_when_missing_ratio_gt": 0.25,
    "exclude_rank_when_missing_ratio_gt": 0.5,
    "peer_impute_when_missing_ratio_lte": 0.5
  },
  "source_document": "MERI-Computational-Model.md",
  "component_details": {
    "GDP_GROWTH": {
      "pillar": "opportunity",
      "weight": 1,
      "formula": "linear clamp score from trailing 5-year GDP growth and 2-year IMF WEO forecast",
      "primary_sources": [
        "WDI",
        "IMF_WEO"
      ]
    },
    "DEMOGRAPHICS": {
      "pillar": "opportunity",
      "weight": 1,
      "formula": "mean of population growth, urbanization, and working-age share normalized scores",
      "primary_sources": [
        "WDI"
      ]
    },
    "IMPORT_DEMAND": {
      "pillar": "opportunity",
      "weight": 1,
      "formula": "mean of merchandise and services import growth normalized scores",
      "primary_sources": [
        "WDI"
      ]
    },
    "PURCHASING_POWER": {
      "pillar": "opportunity",
      "weight": 1,
      "formula": "min-max score from GDP per capita PPP growth",
      "primary_sources": [
        "WDI"
      ]
    }
  },
  "required_components": [
    "GDP_GROWTH",
    "DEMOGRAPHICS",
    "PURCHASING_POWER",
    "IMPORT_DEMAND"
  ],
  "feeds_readiness_composite": false
}

Pillar	Component	Weight	Direction	Normalization	Imputation
opportunity	Demographic and Urbanization Momentum DEMOGRAPHICS	1	higher is better	percentile	source fallback then peer mean
opportunity	GDP Growth Trajectory GDP_GROWTH	1	higher is better	percentile	source fallback then peer mean
opportunity	Import Demand IMPORT_DEMAND	1	higher is better	percentile	source fallback then peer mean
opportunity	Purchasing Power Growth PURCHASING_POWER	1	higher is better	percentile	source fallback then peer mean
market infrastructure	Basic Digital Infrastructure DIGITAL_INFRA	1	higher is better	min max	peer mean allowed
market infrastructure	Financial System Accessibility FIN_ACCESS	1	higher is better	min max	peer mean allowed
market infrastructure	Logistics Performance LPI	1	higher is better	min max	peer mean allowed
market infrastructure	Trade Openness TRADE_OPEN	1	lower is better	min max	peer mean allowed
regulatory institutional	General Business Entry Friction BIZ_ENTRY	1	higher is better	percentile	source fallback then peer mean
regulatory institutional	Contract Enforcement Reliability CONTRACT_ENF	1	higher is better	percentile	source fallback then peer mean
regulatory institutional	Foreign Ownership Restrictions FDIRRI	1	lower is better	min max	no peer imputation
regulatory institutional	Intellectual Property Protection IP_PROTECT	0.5	higher is better	percentile	peer mean allowed
talent operating	Corruption Risk CORRUPTION	1	higher is better	percentile	peer mean allowed
talent operating	Human Capital Quality HUMAN_CAP	1	higher is better	min max	peer mean allowed
talent operating	Hiring and Workforce Availability LABOR	1	higher is better	min max	peer mean allowed
talent operating	Personal Security and Rule of Law SECURITY_ROL	1	higher is better	min max	source fallback then peer mean
risk	Exchange Rate Volatility FX_VOL	1	higher is better	percentile	source fallback then peer mean
risk	Inflation Stability INFL_STAB	1	higher is better	percentile	source fallback then peer mean
risk	Political and Security Risk POLITICAL_RISK	1	higher is better	percentile	source fallback then peer mean
risk	Sovereign Credit Risk SOV_CREDIT	1	higher is better	percentile	source fallback then peer mean

Transparent market readiness scoring.

Active definition

MERI-Opportunity Dashboard

Model metadata

Component rules