What are central banks really saying?
Central bankers hint at where interest rates are going in their speeches. This project reads thirty years of them from every central bank, scores each sentence as hawkish or dovish, and tests whether the tone tells you what the bank will do next.
20,744 speeches · 79 central banks · 1996 to Oct 23, 2026
- Sentences scored
- 671,603
- about policy, prices, rates or the economy
- Agrees with people
- 65.3%
- on 496 human-labeled Fed sentences
- Tone moves with rates
- 19 of 21
- central banks tested
- Predicts the next move
- No
- no better than shuffled tone (p = 0.94)
How hawkish central banks sound, month by month
What tone means
Dovish −1
Points to easier policy: weak growth, rising unemployment, inflation below target, the case for lower rates.
Balanced 0
Neither way, or both at once: facts without a direction, or risks weighed evenly.
Hawkish +1
Points to tighter policy: inflation too high, an overheating economy, the case for higher rates.
In practice most speeches sit between −0.2 and +0.2: central bankers mix descriptions of the economy with policy signals, so averages move by small amounts and a shift of 0.1 is large.
Who sounds most hawkish
- Norges Bank+0.32
- Reserve Bank of Australia+0.23
- Bank of Canada+0.12
- Bank of Japan+0.12
- Reserve Bank of India+0.11
- Bank of Albania+0.07
- South African Reserve Bank+0.05
- Federal Reserve+0.04
- National Bank of Serbia+0.03
- Sveriges Riksbank+0.03
- Bank of England+0.02
- Bank Negara Malaysia+0.01
- European Central Bank−0.01
From raw speeches to a tested answer
Collect
20,744 speeches from the BIS archive and five central banks' live feeds, matched to each speaker's central bank, split into 671,603 sentences about policy.
Label
A language model labels 8,001 sampled sentences hawkish, dovish or neutral. Checked against people, it agrees 65% of the time on Federal Reserve sentences.
Score
A small model that runs on a laptop learns from those labels and scores every sentence, so the archive is scored once for free and new speeches in seconds.
Test
Tone is tested against every rate decision of 21 central banks, with a placebo test so that chance improvements are not mistaken for a signal.