IESET.
Hypotheses·growth·mena_saudi_vision_2030_diversification_2016_2024

Saudi Arabia's 2016-launched Vision 2030 strategy under MBS targeted non-oil GDP share growth, female labour-force participation, tourism inflows, and PIF-led mega-project investment.

The pre-registered claim is that, in a synthetic-control design with GCC / Gulf-oil-exporter peers (UAE, Kuwait, Qatar, Oman, Bahrain), Saudi Arabia's non-oil GDP share rises by at least 5 percentage points more than the synthetic counterfactual 2016-2024 AND female labour-force participation rises by at least 12 percentage points more than counterfactual. The null counter-claim is that Saudi Vision 2030 economic outcomes track the broader GCC diversification trend without significant divergence, and the headline structural change is dominated by external oil-price effects rather than Saudi-specific policy content.

PARTIALengine/runs/mena_saudi_vision_2030_diversification_2016_2024

PARTIAL — mean_gap=+5.962e+11, |gap|/pre_sd=8, p_perm=0.167 (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=+5.962e+11, |gap|/pre_sd=8, p_perm=0.167 (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 6 country or place units from 2008 to 2024, using a synth did design.

what was measured
What changed
  • Vision 2030 indicator
What we checked
  • Non oil income share
  • Female lfp 15plus
  • 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/mena_saudi_vision_2030_diversification_2016_2024
1007550250200820162024SAUAREKWTQATOMNBHR
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show non_oil_gdp_share across 6 sampled countries over 2008–2024.
The shapes above are stylised — none of the lines are real data.
Placeholder for mena_saudi_vision_2030_diversification_2016_2024. Published chart will be generated from engine/runs/mena_saudi_vision_2030_diversification_2016_2024/chart_data.json.

Pre-registration

pre-registered
first-spec commit 098ce96 · 2026-04-30T12:57:33Z
run generated · 2026-04-30T10:15:31Z

Saudi Arabia's 2016-launched Vision 2030 strategy under MBS targeted non-oil GDP share growth, female labour-force participation, tourism inflows, and PIF-led mega-project investment. The pre-registered claim is that, in a synthetic-control design with GCC / Gulf-oil-exporter peers (UAE, Kuwait, Qatar, Oman, Bahrain), Saudi Arabia's non-oil GDP share rises by at least 5 percentage points more than the synthetic counterfactual 2016-2024 AND female labour-force participation rises by at least 12 percentage points more than counterfactual. The null counter-claim is that Saudi Vision 2030 economic outcomes track the broader GCC diversification trend without significant divergence, and the headline structural change is dominated by external oil-price effects rather than Saudi-specific policy content.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

Not supported if EITHER (a) the synth-DiD CATT on non-oil-GDP-share over 2016Q2- 2024Q4 is less than +5 ppts at p_perm < 0.10, OR (b) the female LFP gap is less than +12 ppts, OR (c) the cumulative log-GDP-pc growth gap is statistically indistinguishable from zero (suggesting non-oil structural change occurred but headline economic performance did not improve relative to GCC peers).

formal test & threshold
test:      synth_did_dual_outcome_with_growth_validation
threshold: CATT_2016_2024(non_oil_gdp_share) >= 5 ppts at p_perm < 0.10 AND CATT_2016_2024(female_lfp) >= 12 ppts at p_perm < 0.10

Method

Template
synth_did
Clustering
country
Sample
6 countries · 2008 – 2024
Evidence type
causal

Primary: synth_did with SAU treated from 2016Q2 and GCC peer donor pool. Secondary: Callaway-Sant'Anna DiD. Robustness drops Qatar (blockade-confound 2017-2021) and runs with 4-unit donor pool. The non-oil GDP share is the primary outcome; female LFP is the social-reform secondary; tourism is tertiary.

Data

VariableSourceTransform
non_oil_gdp_share
outcome
imf:NGDP_NonOil_NGDPtier 2
world_bank_wdi:NY.GDP.MKTP.KDtier 2
level
female_lfp_15plus
outcome
world_bank_wdi:SL.TLF.CACT.FE.ZStier 2
ilostat:EAP_2WAP_SEX_AGE_RTtier 2
level
real_gdp_pc
outcome
world_bank_wdi:NY.GDP.PCAP.KDtier 2
pwt:rgdpetier 3
log_level
tourism_arrivals
outcome
world_bank_wdi:ST.INT.ARVLtier 2
log_level
vision_2030_indicator
treatment
constructed:1 for SAU from 2016-04 onwardtier 5
binary
brent_oil_price
control
fred:DCOILBRENTEUtier 1
log_level
us_policy_rate
control
fred:FEDFUNDStier 1
level
terms_of_trade
control
world_bank_wdi:TT.PRI.MRCH.XD.WDtier 2
level
wgi_govt_effectiveness
control
wgi:GOV_WGI_GE.ESTtier 4
level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — mena_saudi_vision_2030_diversification_2016_2024

Verdict: PARTIAL — mean_gap=+5.962e+11, |gap|/pre_sd=8, p_perm=0.167 (gap below 0.5×pre_sd or placebo p≥0.10)

Pre-registration

  • Claim: Saudi Arabia's 2016-launched Vision 2030 strategy under MBS targeted non-oil GDP share growth, female labour-force participation, tourism inflows, and PIF-led mega-project investment. The pre-registered claim is that, in a synthetic-control design with GCC / Gulf-oil-exporter peers (UAE, Kuwait, Qatar, Oman, Bahrain), Saudi Arabia's non-oil GDP share rises by at least 5 percentage points more than the synthetic counterfactual 2016-2024 AND female labour-force participation rises by at least 12 percentage points more than counterfactual. The null counter-claim is that Saudi Vision 2030 economic outcomes track the broader GCC diversification trend without significant divergence, and the headline structural change is dominated by external oil-price effects rather than Saudi-specific policy content.
  • Falsification rule: Not supported if EITHER (a) the synth-DiD CATT on non-oil-GDP-share over 2016Q2- 2024Q4 is less than +5 ppts at p_perm < 0.10, OR (b) the female LFP gap is less than +12 ppts, OR (c) the cumulative log-GDP-pc growth gap is statistically indistinguishable from zero (suggesting non-oil structural change occurred but headline economic performance did not improve relative to GCC peers).

Synthetic-control estimate

  • shape: synth_did
  • treated_country: SAU
  • event_year: 2016
  • n_donors: 5
  • donor_weights (top): {'QAT': 0.4298, 'KWT': 0.4262, 'ARE': 0.144, 'OMN': 0.0, 'BHR': 0.0}
  • pre_rmse: 445292167229.184
  • pre_period_sd: 74917298438.6639
  • mean_post_gap: 596181319736.808
  • end_period_gap: 689222306026.0754
  • post_period_years: [2016, 2024]
  • placebo_p_value: 0.16666666666666666
  • n_placebos: 5
  • method: synthetic-control via NNLS, permutation inference

Variables resolved

  • imf:NGDP_NonOil_NGDP; world_bank_wdi:NY.GDP.MKTP.KD → non_oil_gdp_share (outcome, n=14131)
  • world_bank_wdi:NY.GDP.PCAP.KD; pwt:rgdpe → real_gdp_pc (outcome, n=14131)
  • wgi:GOV_WGI_GE.EST → wgi_govt_effectiveness (controls, n=5194)

Generated by scripts/run_synth_did.py at 2026-04-30T10:15:31+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 GASTAT (Saudi national stats), IMF Article IV non-oil GDP decomposition, and ILOSTAT/WDI labour-force series. The 2017 anti-corruption Ritz-Carlton episode and subsequent state-capital-allocation regime is a confound that the WGI control partly captures.

Authored framework. Read the transparency note.