IESET.
Hypotheses·growth·africa_ethiopia_gerd_economic_effect_2011_2024

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.

PARTIALengine/runs/africa_ethiopia_gerd_economic_effect_2011_2024

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)

confidence cueThe result is useful, but not decisive. Treat it as a clue, not a settled conclusion.

policy briefMixed or noisy

In ordinary language

Over a long period, do more market-oriented institutions translate into higher income or productivity, once the comparison looks beyond a single success story?

plain answer

The evidence is suggestive but not decisive. mean_gap=-132.4, |gap|/pre_sd=2.7, p_perm=0.714 (gap below 0.5×pre_sd or placebo p≥0.10)

why it matters

Growth claims can look convincing in single success stories. This test asks whether the pattern survives a broader comparison.

how the test works

It compares 7 country or place units from 2005 to 2024, using a synth did design.

what was measured
What changed
  • Gerd construction indicator
What we checked
  • Electricity consumption pc
  • Electricity access share
  • Real income pc
what this does not prove

A single test is not the whole truth. It narrows the claim under a specific sample, time period, and method. Strong policy conclusions need the pattern to survive nearby tests, alternative data, and serious objections.

verification

No evidence packet has been generated yet.

Results

engine/runs/africa_ethiopia_gerd_economic_effect_2011_2024
1007550250200520152024ETHTZAUGAKENRWASDNMOZ
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show electricity_consumption_pc across 7 sampled countries over 20052024.
The shapes above are stylised — none of the lines are real data.
Placeholder for africa_ethiopia_gerd_economic_effect_2011_2024. Published chart will be generated from engine/runs/africa_ethiopia_gerd_economic_effect_2011_2024/chart_data.json.

Who has skin in the game — schools predicting on this

2 schools list this hypothesis as a test of their position. The chips below are school-level scoreboard outcomes, not a second hypothesis verdict.

hypothesis verdict vs scoreboard outcome

The banner verdict judges this hypothesis as written. The scoreboard asks whether each school's polarity-corrected prediction was right. Raw status is not a school win: SUPPORTED supports schools that needed SUPPORTED, but refutes schools that needed REFUTED.

Pre-registration

pre-registered
first-spec commit 098ce96 · 2026-04-30T12:57:33Z
run generated · 2026-04-30T10:15:29Z

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

set before the run · honoured after

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 · 20052024
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

VariableSourceTransform
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.

Authored framework. Read the transparency note.