IESET.
Hypotheses·growth·singapore_lky_financial_deepening_market_hub_1970_2020

Singapore's LKY-era market-rule and financial-hub trajectory produced deep private credit, large FDI intensity, and high market-rule scores by the modern endpoint, consistent with an open financial-services hub rather than a closed developmental state.

SUPPORTEDengine/runs/singapore_lky_financial_deepening_market_hub_1970_2020

SUPPORTED - 4 of 4 metrics met threshold (support threshold 3)

confidence cueThis is a clear pass for the claim as written. It still applies only to this sample, period, and method.

policy briefNeeds review

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 data clearly moved in the predicted direction. 4 of 4 metrics met threshold (support threshold 3)

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 1970 to 2020, using a multi metric checklist design.

what was measured
What we checked
  • Private credit depth
  • Foreign investment inflows share income
  • Efw summary index
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

3 input datasets, 0 unresolved missing series, provenance status: partial provenance.

Results

engine/runs/singapore_lky_financial_deepening_market_hub_1970_2020
1007550250197019952020SGPHKGKORMYSTHAIDNPHL
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show private_credit_depth across 7 sampled countries over 1970–2020.
The shapes above are stylised — none of the lines are real data.
Placeholder for singapore_lky_financial_deepening_market_hub_1970_2020. Published chart will be generated from engine/runs/singapore_lky_financial_deepening_market_hub_1970_2020/chart_data.json.

Pre-registration

pre-registered
first-spec commit 4c8ce8e · 2026-07-18T22:11:21Z

Singapore's LKY-era market-rule and financial-hub trajectory produced deep private credit, large FDI intensity, and high market-rule scores by the modern endpoint, consistent with an open financial-services hub rather than a closed developmental state.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

SUPPORTED if at least 3 of 4 pre-registered metrics meet their thresholds. REFUTED if at most 1 metrics meet after available data are evaluated. Otherwise PARTIAL or INCONCLUSIVE_DATA_PENDING.

formal test & threshold
test:      singapore_lky_financial_deepening_market_hub_1970_2020_local_multimetric_checklist
threshold: MET >= 3 of 4; REFUTE when MET <= 1

Method

Template
multi_metric_checklist
Clustering
none
Sample
7 countries · 1970 – 2020
Evidence type
canonical_case_multi_metric

Custom Singapore/UAE case checklist using local WDI, WGI, and Fraser EFW vintages.

Data

VariableSourceTransform
private_credit_depth
outcome
world_bank_wdi:FS.AST.PRVT.GD.ZStier 2
endpoint_change
fdi_inflows_share_gdp
outcome
world_bank_wdi:BX.KLT.DINV.WD.GD.ZStier 2
annual_mean
efw_summary_index
outcome
fraser_efw:summary_indextier 4
endpoint_level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card - singapore_lky_financial_deepening_market_hub_1970_2020

Verdict: SUPPORTED - 4 of 4 metrics met threshold (support threshold 3)

Pre-registration

  • Claim: Singapore's LKY-era market-rule and financial-hub trajectory produced deep private credit, large FDI intensity, and high market-rule scores by the modern endpoint, consistent with an open financial-services hub rather than a closed developmental state.
  • Falsification rule: SUPPORTED if at least 3 of 4 metrics meet their thresholds; REFUTED if at most 1 meet after available data are evaluated.
  • Falsification test: singapore_lky_financial_deepening_market_hub_1970_2020_local_multimetric_checklist

Metric Results

| metric | observed | threshold | status | note | |---|---:|---|---|---| | private_credit_depth_gain | 83.879 | >= 70pp increase | MET | SGP private credit/GDP change = 83.879; threshold >= 70 | | private_credit_depth_2020 | 129.191 | >= 100% of GDP | MET | SGP private credit/GDP 2020 = 129.191; threshold >= 100 | | fdi_intensity_1990_2024 | 18.455 | >= 15% of GDP mean | MET | SGP FDI/GDP mean 1990-2024 = 18.455; threshold >= 15 | | efw_market_rules_2023 | 8.500 | >= 8.0 | MET | SGP EFW summary 2023 = 8.500; threshold >= 8 |

Interpretation

This is a pre-registered descriptive checklist over local vintages. It grades whether the observed case pattern clears the stated thresholds; it does not identify a single causal lever inside the policy bundle.

Sources

  • world_bank_wdi:FS.AST.PRVT.GD.ZS -> data/vintages/world_bank_wdi/FS.AST.PRVT.GD.ZS@2026-04-30T140120Z.parquet
  • world_bank_wdi:BX.KLT.DINV.WD.GD.ZS -> data/vintages/world_bank_wdi/BX.KLT.DINV.WD.GD.ZS@2026-04-30T140100Z.parquet
  • fraser_efw:summary_index -> data/vintages/fraser_efw/summary_index@2026-05-02T220000Z.parquet

Steelman

See hypotheses/steelman/singapore_lky_financial_deepening_market_hub_1970_2020.md.

Strongest opposing argument

Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.

Notes

Modern endpoint captures institutional legacy and financial-hub maturation.

Authored framework. Read the transparency note.