# ethiopia-fi-forecast
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## Task 1: Data Exploration & Enrichment
### Objective
Understand the unified financial inclusion dataset for Ethiopia and enrich it with relevant indicators and events to support forecasting of **Access** and **Usage**.
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### Dataset Overview
* **Source:** Global Findex, operators, policy reports
* **Total records:** **57**
* **30** observations
* **10** events
* **14** impact links
* **3** policy targets
* **Time coverage:** **2011 – 2024**
* **Core pillars:**
* **Access** – Account Ownership
* **Usage** – Digital Payments
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### Schema Understanding
All records follow a **unified schema**, differentiated by `record_type`:
* `observation` → measured indicators
* `event` → policies, product launches, infrastructure milestones
* `impact_link` → modeled relationships between events and indicators
* `target` → official national goals
**Key design principle:**
Events are **not pre-assigned** to pillars to avoid bias; their effects are captured via `impact_link`.
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### Data Enrichment Performed
* Added **infrastructure and ecosystem indicators** (e.g., mobile money users, interoperability milestones)
* Added **missing national events** relevant to financial inclusion
* Created additional **impact_link records** to model event–indicator relationships
Each new record includes:
* **Source URL**
* **Original text**
* **Confidence level (High / Medium / Low)**
* **Collection date & notes**
All changes are documented in **`data_enrichment_log.md`**
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### Key Outcomes
* Dataset cleaned and validated
* Schema fully understood and documented
* Enriched dataset ready for exploratory analysis and modeling
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## Task 2: Exploratory Data Analysis (EDA)
### Objective
Analyze trends, patterns, and constraints in Ethiopia’s financial inclusion journey and identify drivers of **Access** and **Usage**.
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### Dataset Summary
* **Account Ownership (Access):**
* **2011:** 14%
* **2014:** 22% (**+8pp**)
* **2017:** …