IESET.
Hypotheses·fiscal·pension_forced_saving_capital_deepening

Forced-saving pension systems (mandatory defined-contribution or provident funds with significant asset accumulation) raise capital deepening (capital per worker) and support catch-up real GDP per worker growth in developing and emerging economies, but do not guarantee frontier total factor productivity growth, in a broad-country panel 1980-2020.

The directional claim is that a 10-percentage-point increase in pension-fund assets under management as a share of GDP predicts a 5-15% increase in capital per worker over the following decade, with the effect on TFP growth insignificant or smaller than the capital-deepening effect.

PARTIALengine/runs/pension_forced_saving_capital_deepening

PARTIAL — coef=+0.00205, p=0.152 (above α=0.1); direction inconclusive

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. coef=+0.00205, p=0.152 (above α=0.1); direction inconclusive

why it matters

This matters because fiscal claims should change belief only when they survive a pre-declared empirical test.

how the test works

It compares 66 country or place units from 1980 to 2020, using a panel fe decomposition design, with fixed effects for country and year.

what was measured
What changed
  • Pension fund assets pct income
  • Forced saving mandatory contribution rate
Possible pathway
  • Domestic investment share
  • Stock market capitalisation
What we checked
  • Capital per worker growth
  • Total factor productivity growth
  • Real income per worker growth
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

8 input datasets, 5 unresolved missing series, provenance status: incomplete.

Results

engine/runs/pension_forced_saving_capital_deepening
1007550250198020002020ARGAUSAUTBELBGDBOLBRA
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show capital_per_worker_growth across 66 sampled countries over 1980–2020.
The shapes above are stylised — none of the lines are real data.
Placeholder for pension_forced_saving_capital_deepening. Published chart will be generated from engine/runs/pension_forced_saving_capital_deepening/chart_data.json.

Pre-registration

pre-registered
first-spec commit 5ce4495 · 2026-05-02T19:11:20Z
run generated · 2026-06-29T17:52:30Z

Forced-saving pension systems (mandatory defined-contribution or provident funds with significant asset accumulation) raise capital deepening (capital per worker) and support catch-up real GDP per worker growth in developing and emerging economies, but do not guarantee frontier total factor productivity growth, in a broad-country panel 1980-2020. The directional claim is that a 10-percentage-point increase in pension-fund assets under management as a share of GDP predicts a 5-15% increase in capital per worker over the following decade, with the effect on TFP growth insignificant or smaller than the capital-deepening effect.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

SUPPORTED if β1 (pension assets) is positive and significant at p<0.10 for capital-per-worker growth, AND is insignificant or materially smaller for TFP growth. PARTIAL if positive and significant for both but the capital-deepening coefficient is at least twice the TFP coefficient. REFUTED if β1 is negative and significant for capital per worker, or if β1 is positive and significant for TFP growth with no capital-deepening effect (suggesting a spurious correlation). INFORMATIVE: the result should survive excluding Singapore and Chile; if not, it is a two-country story.

formal test & threshold
test:      panel_fe_decomposition_pension_assets_capital_deepening_vs_tfp
threshold: β_pension_assets (capital per worker) > 0 at p<=0.10  AND β_pension_assets (TFP) p >= 0.10 or |β_tfp| < 0.5 × |β_capital|  AND Ex-Singapore-Chile robustness retains sign of β_pension_assets for capital.

Method

Template
panel_fe_decomposition
Fixed effects
country, year
Clustering
country
Sample
66 countries · 1980 – 2020
Evidence type
associational

Two-way FE panel with decomposition: capital per worker growth = β0 + β1*pension_assets + controls + FE. TFP growth regressed separately. Mechanism decomposition via domestic investment and stock-market capitalisation channels. Robustness: (1) IV for pension assets using year-of-pension-reform indicators (major DC reforms: Chile 1981, Australia 1992, etc.); (2) subsample by income level (catch-up vs frontier); (3) exclude Singapore and Chile (dominant forced-saving cases).

Data

VariableSourceTransform
capital_per_worker_growth
outcome
pwt:rnnatier 3
annual_log_change_per_worker
total_factor_productivity_growth
outcome
pwt:rtfpnatier 3
annual_log_change
real_gdp_per_worker_growth
outcome
pwt:rgdpotier 3
annual_log_change_per_worker
pension_fund_assets_pct_gdp
treatment
oecd:pension_fund_assetstier 2
level
forced_saving_mandatory_contribution_rate
treatment
ilo:social_security_contribution_ratetier 2
level
domestic_investment_share
channel
world_bank_wdi:NE.GDI.TOTL.ZStier 2
level
stock_market_capitalisation
channel
world_bank_wdi:GFDD.DM.02tier 2
pct_gdp
initial_log_gdp_per_worker
control
pwt:rgdpotier 3
log
institutional_quality
control
wgi:RL.ESTtier 4
level
financial_depth
control
world_bank_wdi:GFDD.DI.14tier 2
level
trade_openness
control
world_bank_wdi:NE.TRD.GNFS.ZStier 2
level
population_growth
control
world_bank_wdi:SP.POP.GROWtier 2
level
old_age_dependency_ratio
control
world_bank_wdi:SP.POP.65UP.TO.ZStier 2
level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — pension_forced_saving_capital_deepening

Verdict: PARTIAL — coef=+0.00205, p=0.152 (above α=0.1); direction inconclusive

Pre-registration

  • Claim: Forced-saving pension systems (mandatory defined-contribution or provident funds with significant asset accumulation) raise capital deepening (capital per worker) and support catch-up real GDP per worker growth in developing and emerging economies, but do not guarantee frontier total factor productivity growth, in a broad-country panel 1980-2020. The directional claim is that a 10-percentage-point increase in pension-fund assets under management as a share of GDP predicts a 5-15% increase in capital per worker over the following decade, with the effect on TFP growth insignificant or smaller than the capital-deepening effect.
  • Falsification rule: SUPPORTED if β1 (pension assets) is positive and significant at p<0.10 for capital-per-worker growth, AND is insignificant or materially smaller for TFP growth. PARTIAL if positive and significant for both but the capital-deepening coefficient is at least twice the TFP coefficient. REFUTED if β1 is negative and significant for capital per worker, or if β1 is positive and significant for TFP growth with no capital-deepening effect (suggesting a spurious correlation). INFORMATIVE: the result should survive excluding Singapore and Chile; if not, it is a two-country story.
  • Falsification test: panel_fe_decomposition_pension_assets_capital_deepening_vs_tfp

Estimate

  • Method: linearmodels.PanelOLS
  • Coefficient (treatment): +0.00205
  • Std error: 0.00143
  • p-value: 0.152
  • Observations: 1060, countries: 60
  • Within R²: 0.267
  • Fixed effects: entity=True, time=True
  • Clustering: country

Variables resolved

  • pwt:rtfpna → total_factor_productivity_growth (outcome, publisher=pwt, n=6407)
  • pwt:rgdpo → real_gdp_per_worker_growth (outcome, publisher=pwt, n=10399)
  • world_bank_wdi:NE.GDI.TOTL.ZS → domestic_investment_share (decomposition_channels, publisher=world_bank_wdi, n=10428)
  • pwt:rgdpo → initial_log_gdp_per_worker (controls, publisher=pwt, n=10399)
  • wgi:RL.EST → institutional_quality (controls, publisher=wgi, n=5296)
  • world_bank_wdi:GFDD.DI.14 → financial_depth (controls, publisher=world_bank_wdi, n=6564)
  • world_bank_wdi:NE.TRD.GNFS.ZS → trade_openness (controls, publisher=world_bank_wdi, n=10714)
  • world_bank_wdi:SP.POP.GROW → population_growth (controls, publisher=world_bank_wdi, n=16672)

Variables missing data

  • pwt:rnna (outcome, name=capital_per_worker_growth) — vintage not on disk
  • oecd_pension_statistics:pension_fund_assets (treatment, name=pension_fund_assets_pct_gdp) — vintage not on disk
  • ilo:social_security_contribution_rate (treatment, name=forced_saving_mandatory_contribution_rate) — vintage not on disk
  • world_bank_wdi:GFDD.DM.02 (decomposition_channels, name=stock_market_capitalisation) — vintage not on disk
  • world_bank_wdi:SP.POP.65UP.TO.ZS (controls, name=old_age_dependency_ratio) — vintage not on disk

Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:30+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 readiness: - OECD Pension Statistics fund assets (ready) - ILO Social Security contribution rates (pending) - PWT rnna, rtfpna, rgdpo, persons engaged (ready) - WDI financial depth, trade openness, population, old-age dependency (ready) - WGI RL.EST (ready)

Authored framework. Read the transparency note.