IESET.
Hypotheses·growth·singapore_lky_high_tech_export_digital_upgrade_1990_2024

Singapore's LKY-era human-capital and investment-promotion base was followed by a high-tech export and digital adoption profile: internet diffusion became near-universal and high-tech manufactures remained a majority of manufactured exports by the 2020s.

SUPPORTEDengine/runs/singapore_lky_high_tech_export_digital_upgrade_1990_2024

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 1990 to 2024, using a multi metric checklist design.

what was measured
What we checked
  • Internet users
  • High tech exports share
  • Services value added share
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_high_tech_export_digital_upgrade_1990_2024
1007550250199020072024SGPHKGKORMYSTHAIDNPHL
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show internet_users across 7 sampled countries over 1990–2024.
The shapes above are stylised — none of the lines are real data.
Placeholder for singapore_lky_high_tech_export_digital_upgrade_1990_2024. Published chart will be generated from engine/runs/singapore_lky_high_tech_export_digital_upgrade_1990_2024/chart_data.json.

Pre-registration

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

Singapore's LKY-era human-capital and investment-promotion base was followed by a high-tech export and digital adoption profile: internet diffusion became near-universal and high-tech manufactures remained a majority of manufactured exports by the 2020s.

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_high_tech_export_digital_upgrade_1990_2024_local_multimetric_checklist
threshold: MET >= 3 of 4; REFUTE when MET <= 1

Method

Template
multi_metric_checklist
Clustering
none
Sample
7 countries · 1990 – 2024
Evidence type
canonical_case_multi_metric

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

Data

VariableSourceTransform
internet_users
outcome
world_bank_wdi:IT.NET.USER.ZStier 2
endpoint_change
high_tech_exports_share
outcome
world_bank_wdi:TX.VAL.TECH.MF.ZStier 2
endpoint_level
services_value_added_share
outcome
world_bank_wdi:NV.SRV.TOTL.ZStier 2
endpoint_level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card - singapore_lky_high_tech_export_digital_upgrade_1990_2024

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

Pre-registration

  • Claim: Singapore's LKY-era human-capital and investment-promotion base was followed by a high-tech export and digital adoption profile: internet diffusion became near-universal and high-tech manufactures remained a majority of manufactured exports by the 2020s.
  • 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_high_tech_export_digital_upgrade_1990_2024_local_multimetric_checklist

Metric Results

| metric | observed | threshold | status | note | |---|---:|---|---|---| | internet_diffusion_gain | 94.378 | >= 85pp increase | MET | SGP internet-users share change = 94.378; threshold >= 85 | | internet_users_2024 | 94.378 | >= 90% | MET | SGP internet users 2024 = 94.378; threshold >= 90 | | hightech_exports_2024 | 59.430 | >= 50% | MET | SGP high-tech exports share 2024 = 59.430; threshold >= 50 | | services_share_2024 | 73.029 | >= 70% of GDP | MET | SGP services value-added share 2024 = 73.029; threshold >= 70 |

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:IT.NET.USER.ZS -> data/vintages/world_bank_wdi/IT.NET.USER.ZS@2026-05-03T053916Z.parquet
  • world_bank_wdi:TX.VAL.TECH.MF.ZS -> data/vintages/world_bank_wdi/TX.VAL.TECH.MF.ZS@2026-04-30T115221Z.parquet
  • world_bank_wdi:NV.SRV.TOTL.ZS -> data/vintages/world_bank_wdi/NV.SRV.TOTL.ZS@2026-04-30T140038Z.parquet

Steelman

See hypotheses/steelman/singapore_lky_high_tech_export_digital_upgrade_1990_2024.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

Post-1990 legacy test pinned to WDI digital/export series.

Authored framework. Read the transparency note.