The primary specification compares sunshine with consumer confidence, within each country, after accounting for month-of-year and a linear trend.
No causal claim
Weather observations, aggregated cities and revised economic series support an observational study. HAC uncertainty and multiple-testing adjustment improve inference; they do not identify a causal effect.
Estimated CCI-index-point difference per additional 100 sunshine hours, controlling for calendar month and linear trend. HAC covariance with 12 lags; intervals are pointwise 95%, not simultaneous. Download SVG ↗
The primary estimates
Country
N
CCI points / 100h
95% lower
95% upper
HAC p
BH q (12 tests)
Germany
120
-0.750
-1.723
0.222
0.131
0.313
Spain
120
0.655
-0.696
2.005
0.342
0.456
Turkey
120
-0.121
-2.411
2.169
0.918
0.918
UK
120
-1.494
-3.349
0.361
0.114
0.313
All q-values exceed 0.05. A non-significant result is not proof of no effect; the intervals show the uncertainty compatible with this design.
Geography and trend sensitivity
One adjustment family: 4 countries × 3 predeclared specifications = 12 tests.
Country
Specification
Effect / 100h
HAC p
BH q
Germany
Weighted cities
-0.750
0.131
0.313
Germany
Capital city
-0.445
0.308
0.456
Germany
First differences
-0.040
0.186
0.371
Spain
Weighted cities
0.655
0.342
0.456
Spain
Capital city
0.948
0.088
0.313
Spain
First differences
0.237
0.074
0.313
Turkey
Weighted cities
-0.121
0.918
0.918
Turkey
Capital city
0.873
0.285
0.456
Turkey
First differences
-0.082
0.680
0.785
UK
Weighted cities
-1.494
0.114
0.313
UK
Capital city
-1.569
0.103
0.313
UK
First differences
-0.024
0.720
0.785
Weighted cities vs. capitals
The main weather measure averages five cities per country with fixed population weights. The capital-city series provides an alternative geographic measure. Divergent estimates warn against treating a country as a single weather station.
First differences
The sensitivity specification relates month-to-month changes, with seasonal controls and HAC(12) covariance. It reduces level/trend confounding but does not resolve omitted variables or establish causality.