Pre-registration
The 2017 Macron ordonnances (CDI flexibilisation, dismissal-cost ceilings, branch-vs-firm bargaining inversion) raised the French private-sector employment-to-population ratio by at least 1.0 pp over the 2017-2019 pre-COVID window relative to a synthetic control of non-reforming euro-area peers, with no offsetting rise in headline poverty rate at 60% of median income.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED if synthetic-control gap on employment-to-population > +1.0 pp at 2019 horizon AND headline poverty rate at 60% median is not statistically distinguishable from donor pool at p<0.10. REFUTED if employment gap is wrong-signed at p<0.10 OR poverty rate worsens by >+1.0 pp vs donor pool. PARTIAL if employment gap is +1.0 pp but poverty also rises by +0.5 to +1.0 pp.
formal test & threshold
test: Synth-DiD on French employment-to-population trajectory and headline poverty rate 2017-2019 against euro-area donor pool; placebo-permutation inference at p<0.10.
Method
- Template
synth_did- Fixed effects
country, year- Clustering
country- Sample
- 8 countries · 2010 – 2019
- Evidence type
- associational
Data
| Variable | Source | Transform |
|---|---|---|
employment_to_population_ratio outcome | world_bank_wdi:SL.EMP.TOTL.SP.ZStier 2 | level |
poverty_rate_at_60_median outcome | eurostat:ilc_li02tier 1 | level |
long_term_unemployment_share outcome | oecd:DSD_LFStier 2 | level |
macron_ordonnances_event treatment | constructed:indicator for 2017-Q4 ordonnances enactmenttier 5 | indicator |
gdp_per_capita_real control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
ecb_policy_rate control | ecb:FMtier 1 | level |
trade_openness control | world_bank_wdi:NE.TRD.GNFS.ZStier 2 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — labour_reform_macron_2017_ordonnances_employment_effect
Verdict: PARTIAL — mean_gap=-1.801, |gap|/pre_sd=3.6, p_perm=0.75 (gap below 0.5×pre_sd or placebo p≥0.10)
Pre-registration
- Claim: The 2017 Macron ordonnances (CDI flexibilisation, dismissal-cost ceilings, branch-vs-firm bargaining inversion) raised the French private-sector employment-to-population ratio by at least 1.0 pp over the 2017-2019 pre-COVID window relative to a synthetic control of non-reforming euro-area peers, with no offsetting rise in headline poverty rate at 60% of median income.
- Falsification rule: SUPPORTED if synthetic-control gap on employment-to-population > +1.0 pp at 2019 horizon AND headline poverty rate at 60% median is not statistically distinguishable from donor pool at p<0.10. REFUTED if employment gap is wrong-signed at p<0.10 OR poverty rate worsens by >+1.0 pp vs donor pool. PARTIAL if employment gap is +1.0 pp but poverty also rises by +0.5 to +1.0 pp.
Synthetic-control estimate
- shape: synth_did
- treated_country: FRA
- event_year: 2017
- n_donors: 7
- donor_weights (top): {'BEL': 0.6031, 'FIN': 0.3969, 'DEU': 0.0, 'NLD': 0.0, 'AUT': 0.0}
- pre_rmse: 0.779555353852723
- pre_period_sd: 0.4966234081512963
- mean_post_gap: -1.800559908857096
- end_period_gap: -2.3625040653273004
- post_period_years: [2017, 2019]
- placebo_p_value: 0.75
- n_placebos: 7
- method: synthetic-control via NNLS, permutation inference
Variables resolved
world_bank_wdi:SL.EMP.TOTL.SP.ZS→ employment_to_population_ratio (outcome, n=8071)world_bank_wdi:NY.GDP.PCAP.KD→ gdp_per_capita_real (controls, n=14066)world_bank_wdi:NE.TRD.GNFS.ZS→ trade_openness (controls, n=10714)
Generated by scripts/run_synth_did.py at 2026-04-30T10:51:39+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
Treatment is dated 2017-Q4 (signing of the five ordonnances). Sample window pre-COVID to isolate the Macron effect from the pandemic shock; 2020-2022 reserved for robustness. The pairing of an employment outcome with a poverty outcome is the steelman-driven design — heterodox readers can win cleanly if employment moves but poverty also rises.