Pre-registration
Ethiopia's Grand Ethiopian Renaissance Dam (construction 2011-2024, partial commissioning from 2022) was projected to raise generation capacity by ~5 GW and shift the country's electricity-supply frontier outward. The pre-registered claim is that, despite the contemporaneous Tigray war shock (covered in a separate hypothesis), Ethiopia's per capita electricity consumption rose at least 40% from 2011-2024 and electrification share of population rose by at least 25 percentage points, both at rates exceeding the Sub-Saharan African low-income peer average (Tanzania, Uganda, Kenya, Rwanda, Sudan, Mozambique). The null counter-claim is that, given GERD construction delays, Tigray war disruption, and persistent transmission-network bottlenecks, the GERD's actual delivered effect on consumption and electrification is statistically indistinguishable from the SSA-peer trajectory.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Not supported if EITHER (a) Ethiopian per-capita electricity consumption growth 2011-2024 is less than 40% AND less than the SSA donor-pool average, OR (b) electrification access rises by less than 25 percentage points 2011-2024, OR (c) the synth-DiD CATT on log(electricity_consumption_pc) is statistically indistinguishable from zero (p_perm > 0.10), indicating GERD's projected supply effect did not materialise in measured consumption due to delays and transmission bottlenecks.
formal test & threshold
test: synth_did_with_dual_threshold threshold: log(electricity_consumption_pc_2024 / electricity_consumption_pc_2011) > 0.336 AND access_2024 - access_2011 >= 25 ppts AND CATT positive at p_perm < 0.10
Method
- Template
synth_did- Clustering
country- Sample
- 7 countries · 2005 – 2024
- Evidence type
- causal
Primary: synth_did with ETH treated from 2011 and SSA peer donor pool. Secondary: panel FE with construction-intensity (cumulative MW reported) interacted with year. Robustness excludes Sudan (Nile-basin co-treated and 2023 war shock) and runs ETH pre/post-Tigray-war split.
Data
| Variable | Source | Transform |
|---|---|---|
electricity_consumption_pc outcome | world_bank_wdi:EG.USE.ELEC.KH.PCtier 2 owid:electricity_consumption_per_capitatier 2 | log_level |
electricity_access_share outcome | world_bank_wdi:EG.ELC.ACCS.ZStier 2 owid:share-of-population-with-access-to-electricitytier 2 | level |
real_gdp_pc outcome | world_bank_wdi:NY.GDP.PCAP.KDtier 2 pwt:rgdpetier 3 | log_level |
manufacturing_share_gdp outcome | world_bank_wdi:NV.IND.MANF.ZStier 2 | level |
gerd_construction_indicator treatment | constructed:1 for ETH from 2011 onward (construction); intensity scaled by reported MW commissionedtier 5 | graded_indicator |
terms_of_trade control | world_bank_wdi:TT.PRI.MRCH.XD.WDtier 2 | level |
rainfall_anomaly control | owid:rainfalltier 2 world_bank_wdi:AG.LND.PRCP.MMtier 2 | anomaly |
oil_price control | fred:DCOILBRENTEUtier 1 | log_level |
us_policy_rate control | fred:FEDFUNDStier 1 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — africa_ethiopia_gerd_economic_effect_2011_2024
Verdict: PARTIAL — mean_gap=-132.4, |gap|/pre_sd=2.7, p_perm=0.714 (gap below 0.5×pre_sd or placebo p≥0.10)
Pre-registration
- Claim: Ethiopia's Grand Ethiopian Renaissance Dam (construction 2011-2024, partial commissioning from 2022) was projected to raise generation capacity by ~5 GW and shift the country's electricity-supply frontier outward. The pre-registered claim is that, despite the contemporaneous Tigray war shock (covered in a separate hypothesis), Ethiopia's per capita electricity consumption rose at least 40% from 2011-2024 and electrification share of population rose by at least 25 percentage points, both at rates exceeding the Sub-Saharan African low-income peer average (Tanzania, Uganda, Kenya, Rwanda, Sudan, Mozambique). The null counter-claim is that, given GERD construction delays, Tigray war disruption, and persistent transmission-network bottlenecks, the GERD's actual delivered effect on consumption and electrification is statistically indistinguishable from the SSA-peer trajectory.
- Falsification rule: Not supported if EITHER (a) Ethiopian per-capita electricity consumption growth 2011-2024 is less than 40% AND less than the SSA donor-pool average, OR (b) electrification access rises by less than 25 percentage points 2011-2024, OR (c) the synth-DiD CATT on log(electricity_consumption_pc) is statistically indistinguishable from zero (p_perm > 0.10), indicating GERD's projected supply effect did not materialise in measured consumption due to delays and transmission bottlenecks.
Synthetic-control estimate
- shape: synth_did
- treated_country: ETH
- event_year: 2011
- n_donors: 6
- donor_weights (top): {'RWA': 1.0, 'TZA': 0.0, 'UGA': 0.0, 'KEN': 0.0, 'SDN': 0.0}
- pre_rmse: 163.78059497514792
- pre_period_sd: 48.18919722587078
- mean_post_gap: -132.36250940351857
- end_period_gap: -186.9914490899689
- post_period_years: [2011, 2024]
- placebo_p_value: 0.7142857142857143
- n_placebos: 6
- method: synthetic-control via NNLS, permutation inference
Variables resolved
world_bank_wdi:NY.GDP.PCAP.KD; pwt:rgdpe→ real_gdp_pc (outcome, n=14131)
Generated by scripts/run_synth_did.py at 2026-04-30T10:15:29+00:00
Strongest opposing argument
Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.
Notes
Data-gated on EEU (Ethiopian Electric Utility) reports — partial coverage. Hydropower output is rainfall-dependent; control includes rainfall anomaly. The Tigray war hypothesis covers the 2020-2022 collapse period; this hypothesis tests the long-run GERD effect through the war window.