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Future Impact Assessment

Future Impact Assessment

Identifying which products each African country should prioritize for export under the AfCFTA — and quantifying the economic opportunity if they do.

6
Countries Assessed
14
Priority Products Identified
$4.1K
Export Potential Identified

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The Core Question
What Should Your Country Export Under the AfCFTA?
The African Continental Free Trade Area creates a single market of 1.4 billion people. But for any individual country, the question is not whether to participate — it's where to focus. Not all products have equal potential. Not all markets are equally accessible. Tool A answers the fundamental question: Given your country's productive capacity, trade history, and the new tariff landscape, which products represent the highest-value opportunity for intra-African export?
“The AfCFTA is not just about removing tariffs. It's about helping each country identify where it has a real competitive advantage and then building the strategy to capture that market.”
— AIDA Assessment Framework, AUDA-NEPAD
Why Countries Use the Future Impact Assessment
From Guesswork to Evidence-Based Trade Strategy
Before AIDA, most African countries made trade policy decisions based on incomplete data, political priorities, or legacy colonial trade patterns. Tool A changes this by providing a rigorous, data-driven framework.

Focus Limited Resources

Most African countries cannot invest in developing export capacity for hundreds of products simultaneously. The Future Impact Assessment identifies the top 10–20 products where investment will yield the highest return under AfCFTA conditions, so trade ministries can allocate budgets, infrastructure spending, and technical assistance where they matter most.

Quantify the Opportunity

Saying “we should export more cocoa” is different from saying “refined cocoa products to Nigeria, Kenya, and South Africa represent a $240M annual opportunity with AfCFTA tariff reductions of 35%.” Tool A provides the numbers that justify investment and policy decisions.

Prepare for Competition

The AfCFTA is not just about exports — it also means increased imports from other African countries. Tool A's import sensitivity analysis identifies which domestic industries face competition risk, allowing governments to design safeguards, transition support, and worker retraining programs before disruption hits.

Negotiate from Strength

Countries engaged in AfCFTA tariff schedule negotiations need to know which concessions benefit them and which ones hurt. Tool A provides the product-level tariff impact modelling that turns abstract trade negotiations into concrete economic projections.

Real-World Example

Consider a country like Ghana conducting a Future Impact assessment. The analysis might reveal:

This is the kind of strategic intelligence that transforms a generic “export more” policy into a targeted action plan.

How It Works
The Six-Stage Assessment Process
Each Future Impact assessment follows a structured methodology that combines trade data analysis, tariff modelling, stakeholder input, and expert validation.
1

Trade Data Collection & Baseline

We begin by collecting 5 years of the country's trade data at the HS 6-digit level: what does the country currently export, to whom, in what volumes, and at what value? This establishes the baseline trade profile.

Data sources: UN COMTRADE, national customs databases, ITC Trade Map, World Bank WITS. We cross-reference multiple sources to ensure data quality and fill gaps for countries with incomplete reporting.
2

Multi-Criteria Product Scoring

Every tradeable product is scored across five dimensions using a weighted scoring model. Products are ranked to identify those with the highest strategic potential for AfCFTA trade.

Scoring CriterionWhat It MeasuresWeight
Export PotentialSize and growth trajectory of the addressable African market for this product, factoring in demand trends across AfCFTA member states25%
Supply ReadinessDoes the country currently produce this product? What is the capacity utilization? Can production scale to meet export demand within 3–5 years?20%
Market CompetitivenessHow does the country's cost structure compare to other AfCFTA suppliers? Transport costs, quality standards, and existing trade relationships20%
Employment ImpactHow many jobs would increased production create? Emphasis on youth and women employment in line with AU Agenda 2063 priorities15%
Value Chain PotentialCan this product anchor a broader value chain? Does it create demand for upstream inputs and downstream processing within the country?20%
3

AfCFTA Tariff Impact Modelling

For each priority product, we model the specific tariff reductions under the AfCFTA schedule. This includes baseline tariff rates, AfCFTA preferential rates, the percentage reduction, and the resulting price advantage over non-AfCFTA competitors.

Key output: For each product-market pair, we calculate the expected price impact. For example, if Kenya's current tariff on processed food from Ghana is 25%, and the AfCFTA rate will be 5%, that's a 20 percentage point advantage that makes Ghanaian products significantly more competitive versus imports from Asia or Europe.
4

Rules of Origin Compliance Check

Having a tariff advantage means nothing if the product doesn't qualify for AfCFTA preferential treatment. We assess each product against the specific Rules of Origin criteria: local value content thresholds, change-of-tariff-heading requirements, and specific processing rules.

Why this matters: A country might have strong production of a product but rely heavily on imported raw materials. If the imported input content exceeds the Rules of Origin threshold (typically 60% of FOB value), the product won't qualify for AfCFTA tariff preferences. This assessment highlights which products need domestic value chain development.
5

Import Sensitivity Analysis

We flip the analysis: which of this country's domestic industries are vulnerable to increased imports from other AfCFTA members? Products are scored for sensitivity based on domestic employment, market share at risk, and the expected tariff reduction on incoming goods.

6

Stakeholder Validation & Final Prioritization

The data-driven rankings are presented to in-country stakeholders — trade ministry officials, private sector representatives, sector experts — for validation and refinement. Local knowledge corrects for data limitations and incorporates strategic priorities that quantitative models may miss.

Assessment Outputs
What Countries Receive
Every Future Impact assessment produces a comprehensive set of deliverables designed for immediate policy action.
Priority Product List

Ranked list of 10–20 export products with detailed scoring across all five criteria, including HS codes, current trade flows, and growth projections

Tariff Impact Models

Product-by-product analysis of how AfCFTA tariff reductions change the competitive landscape, with dollar-value estimates of the opportunity

Target Market Maps

For each priority product, which AfCFTA member states represent the best target markets based on demand size, tariff advantage, and logistics feasibility

Sensitivity Report

List of domestic industries at risk from increased AfCFTA imports, with recommended safeguard measures and transition timelines

RoO Compliance Matrix

Product-level assessment of Rules of Origin readiness, identifying gaps in local value content and specific processing requirements

Action Roadmap

Prioritized recommendations for policy interventions, infrastructure investments, and capacity building to capture identified opportunities

Back to Overview Next: Enabling Environment Assessment

See Future Impact Results in Action

Explore the interactive map to see which countries have completed Future Impact assessments and their priority product findings.

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