IESET.
Hypotheses·growth·austrian_savings_rate_investment_quality_link

In a long-run cross-country panel 1960-2019, economies with persistently high gross domestic savings rates (Germany, Japan, Switzerland, Korea, Taiwan, Singapore) generate more TFP growth per unit of investment than economies whose investment is predominantly financed by foreign credit inflows or domestic credit expansion.

The Austrian-Hayekian prediction is that genuine savings represent forgone present consumption and therefore signal authentic inter-temporal preferences, while credit-financed investment is prone to malinvestment because the underlying inter-temporal price signal (the loan rate) is distorted. The pre-registered claim is that the cross-country elasticity of TFP growth with respect to savings-financed investment exceeds the elasticity with respect to credit-financed investment by a factor of at least 1.5.

PARTIALengine/runs/austrian_savings_rate_investment_quality_link

PARTIAL — coef=-0.0008113, p=0.412 (above α=0.05); 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=-0.0008113, p=0.412 (above α=0.05); direction inconclusive

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 24 country or place units from 1960 to 2019, using a panel fe design, with fixed effects for country and year.

what was measured
What changed
  • Gross domestic savings pct income
  • Gross capital formation pct income
What we checked
  • Productivity growth 5y
  • Capital productivity 5y
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

11 input datasets, 0 unresolved missing series, provenance status: reproducible hash verified.

Results

engine/runs/austrian_savings_rate_investment_quality_link
1007550250196019902019USAGBRDEUFRAITAESPNLD
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show tfp_growth_5y across 24 sampled countries over 1960–2019.
The shapes above are stylised — none of the lines are real data.
Placeholder for austrian_savings_rate_investment_quality_link. Published chart will be generated from engine/runs/austrian_savings_rate_investment_quality_link/chart_data.json.

Pre-registration

registration ordering unverified
first-spec commit 4c8ce8e · 2026-07-18T22:11:21Z
run generated · 2026-06-29T17:52:40Z
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.

In a long-run cross-country panel 1960-2019, economies with persistently high gross domestic savings rates (Germany, Japan, Switzerland, Korea, Taiwan, Singapore) generate more TFP growth per unit of investment than economies whose investment is predominantly financed by foreign credit inflows or domestic credit expansion. The Austrian-Hayekian prediction is that genuine savings represent forgone present consumption and therefore signal authentic inter-temporal preferences, while credit-financed investment is prone to malinvestment because the underlying inter-temporal price signal (the loan rate) is distorted. The pre-registered claim is that the cross-country elasticity of TFP growth with respect to savings-financed investment exceeds the elasticity with respect to credit-financed investment by a factor of at least 1.5.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

The hypothesis is falsified if the elasticity-ratio of TFP growth to savings-financed vs credit-financed investment is below 1.5, OR if the savings-financed-investment coefficient is not significantly positive at p<0.05.

formal test & threshold
test:      panel_fe_savings_vs_credit_investment_quality_ratio
threshold: elasticity(savings_financed_inv → tfp_growth) / elasticity(credit_financed_inv → tfp_growth) >= 1.5 AND savings_financed_inv coefficient significant at p<0.05

Method

Template
panel_fe
Fixed effects
country, year
Clustering
country
Sample
24 countries · 1960 – 2019
Evidence type
associational

Panel-FE regression of 5-year-forward TFP growth on savings-financed investment (proxied by gross capital formation minus current-account deficit) and credit-financed investment (proxied by private-credit growth), plus controls. Wald test on the ratio of the two coefficients. Mainstream growth-economics null treats the source of investment finance as irrelevant — the Modigliani-Miller-style assumption is that capital is fungible. A significant differential coefficient supports the Austrian view.

Data

VariableSourceTransform
tfp_growth_5y
outcome
pwt:rtfpnatier 3
log_diff_5y
capital_productivity_5y
outcome
pwt:rknatier 3
pwt:rgdpnatier 3
ratio_log_diff_5y
gross_domestic_savings_pct_gdp
treatment
world_bank_wdi:NY.GDS.TOTL.ZStier 2
level
gross_capital_formation_pct_gdp
treatment
world_bank_wdi:NE.GDI.TOTL.ZStier 2
level
private_credit_pct_gdp
treatment
bis:WS_CREDIT_GAPtier 2
level
current_account_pct_gdp
treatment
world_bank_wdi:BN.CAB.XOKA.GD.ZStier 2
level
log_gdp_pc_ppp_initial
control
world_bank_wdi:NY.GDP.PCAP.PP.KDtier 2
log
human_capital_index
control
pwt:hctier 3
level
trade_openness
control
world_bank_wdi:NE.TRD.GNFS.ZStier 2
level
rule_of_law
control
wgi:RL.ESTtier 4
level

● ready  · ● pending  · ● reconstruct-needed

Detailed result card

Result card — austrian_savings_rate_investment_quality_link

Verdict: PARTIAL — coef=-0.0008113, p=0.412 (above α=0.05); direction inconclusive

Pre-registration

  • Claim: In a long-run cross-country panel 1960-2019, economies with persistently high gross domestic savings rates (Germany, Japan, Switzerland, Korea, Taiwan, Singapore) generate more TFP growth per unit of investment than economies whose investment is predominantly financed by foreign credit inflows or domestic credit expansion. The Austrian-Hayekian prediction is that genuine savings represent forgone present consumption and therefore signal authentic inter-temporal preferences, while credit-financed investment is prone to malinvestment because the underlying inter-temporal price signal (the loan rate) is distorted. The pre-registered claim is that the cross-country elasticity of TFP growth with respect to savings-financed investment exceeds the elasticity with respect to credit-financed investment by a factor of at least 1.5.
  • Falsification rule: The hypothesis is falsified if the elasticity-ratio of TFP growth to savings-financed vs credit-financed investment is below 1.5, OR if the savings-financed-investment coefficient is not significantly positive at p<0.05.
  • Falsification test: panel_fe_savings_vs_credit_investment_quality_ratio

Estimate

  • Method: linearmodels.PanelOLS
  • Coefficient (treatment): -0.0008113
  • Std error: 0.0009876
  • p-value: 0.412
  • Observations: 483, countries: 23
  • Within R²: 0.579
  • Fixed effects: entity=True, time=True
  • Clustering: country

Variables resolved

  • pwt:rtfpna → tfp_growth_5y (outcome, publisher=pwt, n=6407)
  • pwt:rkna; pwt:rgdpna → capital_productivity_5y (outcome, publisher=pwt, n=7095)
  • world_bank_wdi:NY.GDS.TOTL.ZS → gross_domestic_savings_pct_gdp (treatment, publisher=world_bank_wdi, n=10633)
  • world_bank_wdi:NE.GDI.TOTL.ZS → gross_capital_formation_pct_gdp (treatment, publisher=world_bank_wdi, n=10428)
  • bis:WS_CREDIT_GAP → private_credit_pct_gdp (treatment, publisher=bis, n=1914)
  • world_bank_wdi:BN.CAB.XOKA.GD.ZS → current_account_pct_gdp (treatment, publisher=world_bank_wdi, n=7621)
  • world_bank_wdi:NY.GDP.PCAP.PP.KD → log_gdp_pc_ppp_initial (controls, publisher=world_bank_wdi, n=8325)
  • pwt:hc → human_capital_index (controls, publisher=pwt, n=8637)
  • world_bank_wdi:NE.TRD.GNFS.ZS → trade_openness (controls, publisher=world_bank_wdi, n=10714)
  • wgi:RL.EST → rule_of_law (controls, publisher=wgi, n=5296)

Generated by scripts/run_panel_fe.py at 2026-06-29T17:52:40+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

Hayek (1931 Prices and Production), Mises (1949 Human Action ch.18-20) on the role of genuine savings in coordinating the inter-temporal capital structure. Modern adjacents: Lucas (1990) "Why doesn't capital flow from rich to poor countries?" — the puzzle the Austrians would say is dissolved once you recognise that not all "investment" is alike.

Authored framework. Read the transparency note.