Pre-registration
German sectoral co-determination (Mitbestimmung) and workers-on-boards has coexisted with competitive export-manufacturing performance 1976-present, refuting the claim that worker voice necessarily reduces firm competitiveness.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
The hypothesis is considered falsified if the pre-registered empirical test shows the opposite direction of the claim at conventional significance (p > 0.10), or if the primary outcome measure moves less than 10% in the claimed direction across the sample. Exact thresholds will be pinned in the variables and estimator blocks when this stub is promoted from draft.
formal test & threshold
test: Time-series of DEU export-share, manufacturing TFP, and current-account 1976-2023 vs OECD average; no >10% relative-deterioration in DEU manufacturing competitiveness with p<0.10 supports coexistence.
Method
- Template
panel_fe- Fixed effects
country, year- Clustering
country- Sample
- 11 countries · 1976 – 2023
- Evidence type
- associational
Cross-country panel-FE 1976-2023 of manufacturing VA, export share, and TFP with DEU-Mitbestimmung indicator as treatment. Country and year FE; country-clustered SEs. Caveat: skill-stock and supply-chain channel confounds — German export competitiveness is over-determined by apprenticeship system, supplier-network density, and Mittelstand structure; panel-FE shows coexistence (joint observation), not causal contribution of codetermination.
Data
| Variable | Source | Transform |
|---|---|---|
log_manufacturing_value_added outcome | world_bank_wdi:NV.IND.MANF.KDtier 2 | log |
export_share_gdp outcome | world_bank_wdi:NE.EXP.GNFS.ZStier 2 | level |
log_tfp_pwt outcome | pwt:rtfpnatier 3 | log |
current_account_pct_gdp outcome | world_bank_wdi:BN.CAB.XOKA.GD.ZStier 2 | level |
mitbestimmung_indicator treatment | constructed:indicator = 1 for DEU years >= 1976 (Mitbestimmungsgesetz extension); 0 for OECD comparator pool without similar codetertier 5 | indicator |
log_gdp_per_capita control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
log_population control | world_bank_wdi:SP.POP.TOTLtier 2 | log |
real_effective_exchange_rate control | imf:REERtier 2 | log |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — german_codetermination_competitiveness
Verdict: INCONCLUSIVE_DATA_PENDING — treatment 'mitbestimmung_indicator' has no within-country variation under country fixed effects
Pre-registration
- Claim: German sectoral co-determination (Mitbestimmung) and workers-on-boards has coexisted with competitive export-manufacturing performance 1976-present, refuting the claim that worker voice necessarily reduces firm competitiveness.
- Falsification rule: The hypothesis is considered falsified if the pre-registered empirical test shows the opposite direction of the claim at conventional significance (p > 0.10), or if the primary outcome measure moves less than 10% in the claimed direction across the sample. Exact thresholds will be pinned in the variables and estimator blocks when this stub is promoted from draft.
- Falsification test: Time-series of DEU export-share, manufacturing TFP, and current-account 1976-2023 vs OECD average; no >10% relative-deterioration in DEU manufacturing competitiveness with p<0.10 supports coexistence.
Estimate
- Error: treatment 'mitbestimmung_indicator' has no within-country variation under country fixed effects
Variables resolved
world_bank_wdi:NV.IND.MANF.KD→ log_manufacturing_value_added (outcome, publisher=world_bank_wdi, n=8624)world_bank_wdi:NE.EXP.GNFS.ZS→ export_share_gdp (outcome, publisher=world_bank_wdi, n=10904)pwt:rtfpna→ log_tfp_pwt (outcome, publisher=pwt, n=6407)world_bank_wdi:BN.CAB.XOKA.GD.ZS→ current_account_pct_gdp (outcome, publisher=world_bank_wdi, n=7621)constructed: indicator = 1 for DEU years >= 1976 (Mitbestimmungsgesetz extension); 0 for OECD comparator pool without similar codetermination.→ mitbestimmung_indicator (treatment, publisher=constructed, n=528)world_bank_wdi:NY.GDP.PCAP.KD→ log_gdp_per_capita (controls, publisher=world_bank_wdi, n=12104)world_bank_wdi:SP.POP.TOTL→ log_population (controls, publisher=world_bank_wdi, n=14447)
Variables missing data
imf:REER(controls, name=real_effective_exchange_rate) — vintage not on disk
Generated by scripts/run_panel_fe.py at 2026-06-29T17:54:39+00:00
Notes
Origin is auto-generated coverage-gap stub seeded from democratic-socialist claim that German Mitbestimmung coexists with strong export competitiveness. Human review required before promotion.