IESET.
Hypotheses·growth·mena_gcc_oil_price_decoupling_2014_2024

GCC economies' GDP growth volatility correlation with oil-price changes diminished measurably from the 2014-2016 oil-price collapse onwards, reflecting the cumulative effect of fiscal-buffer institutionalisation (sovereign-wealth funds, NDC frameworks), VAT introduction (UAE/SAU/BHR 2018, OMN/QAT 2022), and progress on non-oil-sector expansion.

The pre-registered claim is that, in a panel-FE specification with GCC countries 2000-2024, the correlation between annual oil-price log-changes and annual real-GDP log-changes falls by at least 50% in the 2014-2024 sub-period vs the 2000- 2013 sub-period. The null counter-claim is that GCC economic cycles remain dominated by oil-price cycles and the apparent decoupling is a statistical artefact of the 2020 COVID outlier.

INCONCLUSIVEengine/runs/mena_gcc_oil_price_decoupling_2014_2024

INCONCLUSIVE_DATA_PENDING — treatment 'post_2014_indicator' has no cross-country variation within years under year fixed effects

confidence cueResult card produced; verdict unclassified.

policy briefCoverage too thin

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

This test cannot make a firm call yet. treatment 'post_2014_indicator' has no cross-country variation within years under year fixed effects

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 6 country or place units from 2000 to 2024, using a panel fe design, with fixed effects for country and year.

what was measured
What changed
  • Post 2014 indicator
  • Oil price change
What we checked
  • Real income growth
  • Non oil income growth
  • Fiscal balance share income
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/mena_gcc_oil_price_decoupling_2014_2024
1007550250200020122024SAUAREKWTQATOMNBHR
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show real_gdp_growth across 6 sampled countries over 2000–2024.
The shapes above are stylised — none of the lines are real data.
Placeholder for mena_gcc_oil_price_decoupling_2014_2024. Published chart will be generated from engine/runs/mena_gcc_oil_price_decoupling_2014_2024/chart_data.json.

Pre-registration

registration ordering unverified
first-spec commit 4c8ce8e · 2026-07-18T22:11:21Z
run generated · 2026-06-29T17:52:57Z
Run timestamp predates this path's first git-add commit (rebase, rename, or pre-git local run). Spec hash is still the path's first-add commit — not repository HEAD — but ordering is not a clean pre-registration proof.

GCC economies' GDP growth volatility correlation with oil-price changes diminished measurably from the 2014-2016 oil-price collapse onwards, reflecting the cumulative effect of fiscal-buffer institutionalisation (sovereign-wealth funds, NDC frameworks), VAT introduction (UAE/SAU/BHR 2018, OMN/QAT 2022), and progress on non-oil-sector expansion. The pre-registered claim is that, in a panel-FE specification with GCC countries 2000-2024, the correlation between annual oil-price log-changes and annual real-GDP log-changes falls by at least 50% in the 2014-2024 sub-period vs the 2000- 2013 sub-period. The null counter-claim is that GCC economic cycles remain dominated by oil-price cycles and the apparent decoupling is a statistical artefact of the 2020 COVID outlier.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

Not supported if the sub-period oil-sensitivity ratio (2014-2024 beta / 2000-2013 beta) on real-GDP-growth is greater than 0.50 (i.e. less than 50% reduction in sensitivity), OR if the oil_price_change × post_2014 interaction coefficient is not significantly negative at p < 0.05. Robustness check: if including 2020 COVID flips the result direction, the decoupling claim is fragile and should be described as suggestive rather than confirmed.

formal test & threshold
test:      panel_fe_sub_period_beta_ratio_test
threshold: beta_2014_2024 / beta_2000_2013 < 0.50 AND interaction_coef significant negative at p < 0.05 AND result robust to COVID inclusion/exclusion

Method

Template
panel_fe
Fixed effects
country, year
Clustering
country
Sample
6 countries · 2000 – 2024
Evidence type
causal

Panel FE with country and year fixed effects. Primary test is the oil_price_change × post_2014 interaction coefficient. Sub-period coefficient ratio test: estimate oil-sensitivity beta separately on 2000-2013 and 2014-2024 panels; test ratio < 0.5. Robustness drops Qatar (blockade-confound) and re-runs.

Data

VariableSourceTransform
real_gdp_growth
outcome
world_bank_wdi:NY.GDP.MKTP.KD.ZGtier 2
imf:NGDP_RPCHtier 2
pwt:rgdpetier 3
yoy_growth
non_oil_gdp_growth
outcome
imf:NGDP_NonOil_RPCHtier 2
yoy_growth
fiscal_balance_share_gdp
outcome
world_bank_wdi:GC.NLD.TOTL.GD.ZStier 2
level
post_2014_indicator
treatment
constructed:1 from 2014 onwardtier 5
binary
oil_price_change
treatment
fred:DCOILBRENTEUtier 1
imf:POILBREtier 2
yoy_log_change
oil_price_x_post_2014
treatment
constructed:oil_price_change × post_2014_indicatortier 5
interaction
us_policy_rate
control
fred:FEDFUNDStier 1
level
terms_of_trade
control
world_bank_wdi:TT.PRI.MRCH.XD.WDtier 2
level
vat_introduction_indicator
control
constructed:country-specific dummy from VAT-introduction yeartier 5
binary
pre_treatment_swf_size_share_gdp
control
constructed:SWF AUM / GDP, GCC SWF list (PIF, ADIA, KIA, QIA)tier 5
average_2010_2013

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — mena_gcc_oil_price_decoupling_2014_2024

Verdict: INCONCLUSIVE_DATA_PENDING — treatment 'post_2014_indicator' has no cross-country variation within years under year fixed effects

Pre-registration

  • Claim: GCC economies' GDP growth volatility correlation with oil-price changes diminished measurably from the 2014-2016 oil-price collapse onwards, reflecting the cumulative effect of fiscal-buffer institutionalisation (sovereign-wealth funds, NDC frameworks), VAT introduction (UAE/SAU/BHR 2018, OMN/QAT 2022), and progress on non-oil-sector expansion. The pre-registered claim is that, in a panel-FE specification with GCC countries 2000-2024, the correlation between annual oil-price log-changes and annual real-GDP log-changes falls by at least 50% in the 2014-2024 sub-period vs the 2000- 2013 sub-period. The null counter-claim is that GCC economic cycles remain dominated by oil-price cycles and the apparent decoupling is a statistical artefact of the 2020 COVID outlier.
  • Falsification rule: Not supported if the sub-period oil-sensitivity ratio (2014-2024 beta / 2000-2013 beta) on real-GDP-growth is greater than 0.50 (i.e. less than 50% reduction in sensitivity), OR if the oil_price_change × post_2014 interaction coefficient is not significantly negative at p < 0.05. Robustness check: if including 2020 COVID flips the result direction, the decoupling claim is fragile and should be described as suggestive rather than confirmed.
  • Falsification test: panel_fe_sub_period_beta_ratio_test

Estimate

  • Error: treatment 'post_2014_indicator' has no cross-country variation within years under year fixed effects

Variables resolved

  • world_bank_wdi:NY.GDP.MKTP.KD.ZG; imf:NGDP_RPCH; pwt:rgdpe → real_gdp_growth (outcome, publisher=world_bank_wdi, n=13897)
  • world_bank_wdi:GC.NLD.TOTL.GD.ZS → fiscal_balance_share_gdp (outcome, publisher=world_bank_wdi, n=5147)
  • constructed: 1 from 2014 onward → post_2014_indicator (treatment, publisher=constructed, n=150)
  • fred:DCOILBRENTEU; imf:POILBRE → oil_price_change (treatment, publisher=fred, n=40)
  • constructed: oil_price_change × post_2014_indicator → oil_price_x_post_2014 (treatment, publisher=constructed, n=150)
  • fred:FEDFUNDS → us_policy_rate (controls, publisher=fred, n=438)
  • world_bank_wdi:TT.PRI.MRCH.XD.WD → terms_of_trade (controls, publisher=world_bank_wdi, n=6478)

Variables missing data

  • imf:NGDP_NonOil_RPCH (outcome, name=non_oil_gdp_growth) — vintage not on disk
  • constructed: country-specific dummy from VAT-introduction year (controls, name=vat_introduction_indicator) — vintage not on disk
  • constructed: SWF AUM / GDP, GCC SWF list (PIF, ADIA, KIA, QIA) (controls, name=pre_treatment_swf_size_share_gdp) — vintage not on disk

Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:57+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

Designed as a panel-FE complement to the country-specific Saudi/UAE hypotheses. Tests the broader regional decoupling claim that motivated the country-level reform programmes.

Authored framework. Read the transparency note.