Signals

Before consensus

Where the data is moving first — series breaking from their own trend, and countries sitting far from the global norm. Method, not noise: every signal is a z-score over real observations.

Ranked across countries with ≥1 M people or ≥$10 bn GDP so micro-territories don't crowd the board.

1Dominican Republic — Population is moving sharply against its own recent trendmomentumPopulation0.01B−4.73%
2Paraguay — Population is moving sharply against its own recent trendmomentumPopulation0.01B−7.89%
3Haiti — Population is moving sharply against its own recent trendmomentumPopulation0.01B+6.88%
4Nicaragua — Population is moving sharply against its own recent trendmomentumPopulation0.01B−2.85%
5Egypt — Population is moving sharply against its own recent trendmomentumPopulation0.12B−7.02%
6Argentina — Population is moving sharply against its own recent trendmomentumPopulation0.05B+4.57%
7Malaysia — Population is moving sharply against its own recent trendmomentumPopulation0.04B−4.85%
8Morocco — Population is moving sharply against its own recent trendmomentumPopulation0.04B−0.99%
9Gabon — Population is moving sharply against its own recent trendmomentumPopulation0.00B−9.14%
10Kenya — Population is moving sharply against its own recent trendmomentumPopulation0.06B−5.67%
11Uzbekistan — Population is moving sharply against its own recent trendmomentumPopulation0.04B+5.1%
12Iran — Population is moving sharply against its own recent trendmomentumPopulation0.09B−4.85%
13Costa Rica — Population is moving sharply against its own recent trendmomentumPopulation0.01B+5.1%
14Guinea-Bissau — Population is moving sharply against its own recent trendmomentumPopulation0.00B−8.42%
15Djibouti — Population is moving sharply against its own recent trendmomentumPopulation0.00B−9.72%
16Pakistan — Population is moving sharply against its own recent trendmomentumPopulation0.26B−3.96%
17Jamaica — Population is moving sharply against its own recent trendmomentumPopulation0.00B−2.86%
18United States — FX reserves is moving sharply against its own recent trendmomentumFX reserves1,385.4B+52.24%
19Germany — FX reserves is moving sharply against its own recent trendmomentumFX reserves572.2B+51.4%
20France — FX reserves is moving sharply against its own recent trendmomentumFX reserves428.2B+51.39%
21China — FX reserves ex-gold is well above the global normpeerFX reserves ex-gold3,424.9B+10.78σ
22Italy — FX reserves is moving sharply against its own recent trendmomentumFX reserves434.0B+49.38%
23Eswatini — Population is moving sharply against its own recent trendmomentumPopulation0.00B−6.38%
24Kyrgyz Republic — FX reserves is moving sharply against its own recent trendmomentumFX reserves5.1B+57.21%
25United States — GDP is well above the global normpeerGDP$30.8T+10.46σ
26Venezuela — Inflation is well above the global normpeerInflation252.0%+10.34σ
27China — FX reserves is well above the global normpeerFX reserves3,748.7B+10.1σ
28Guatemala — FX reserves is moving sharply against its own recent trendmomentumFX reserves32.8B+34.17%
29Uruguay — Population is moving sharply against its own recent trendmomentumPopulation0.00B+2.85%
30Guinea — Population is moving sharply against its own recent trendmomentumPopulation0.02B+7.27%
31Portugal — FX reserves is moving sharply against its own recent trendmomentumFX reserves68.8B+62.23%
32South Sudan — Real GDP growth is well above the global normpeerReal GDP growth46.10%+9.42σ
33Nicaragua — FX reserves ex-gold is moving sharply against its own recent trendmomentumFX reserves ex-gold8.3B+36.36%
34India — Population is well above the global normpeerPopulation1.46B+8.81σ
35Nicaragua — FX reserves is moving sharply against its own recent trendmomentumFX reserves8.3B+36.36%
36Guatemala — FX reserves ex-gold is moving sharply against its own recent trendmomentumFX reserves ex-gold30.9B+29.75%
37China — Population is well above the global normpeerPopulation1.41B+8.46σ
38Philippines — Population is moving sharply against its own recent trendmomentumPopulation0.12B−1.27%
39Chad — Population is moving sharply against its own recent trendmomentumPopulation0.02B−7.2%
40Mauritania — GDP per capita is moving sharply against its own recent trendmomentumGDP per capita$2.2K+38.03%
41Tajikistan — Population is moving sharply against its own recent trendmomentumPopulation0.01B−2.38%
42Ethiopia — Exports is moving sharply against its own recent trendmomentumExports13.3%+139.81%
43Monaco — GDP per capita is well above the global normpeerGDP per capita$288.0K+7.74σ
44Iceland — Electricity use is well above the global normpeerElectricity use48,998+7.73σ
45Netherlands — FX reserves is moving sharply against its own recent trendmomentumFX reserves118.1B+49.19%
46Niger — Population is moving sharply against its own recent trendmomentumPopulation0.03B+8.19%
47Sudan — Unemployment is well above the global normpeerUnemployment60.6%+7.54σ
48DR Congo — GDP is moving sharply against its own recent trendmomentumGDP$0.1T+35.57%
49Trinidad and Tobago — Population is moving sharply against its own recent trendmomentumPopulation0.00B+5.43%
50Zimbabwe — Population is moving sharply against its own recent trendmomentumPopulation0.02B+4.59%

Method

Momentum — the latest period-over-period change is ≥1.5 standard deviations from the series’ own prior changes. Flags a break from trend before it’s obvious.

Peer — the country’s latest reading is ≥2σ from the cross-country norm for that indicator. Flags genuine outliers, not the pack.

Signals describe movement in the data; they are not forecasts or recommendations.