
Datasets:
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in january, households’ inflation expectations slightly abated, though remaining close to six-year highs. | hawkish | not forward looking | certain | 2,022 | 705 |
with regard to the above, the impact on prices from the depreciation of the ruble since the beginning of the year can be more pronounced than expected in the baseline scenario. | hawkish | forward looking | uncertain | 2,023 | 921 |
faster growth of food prices to 5.9% (vs 5.5% in january 2019) played a significant role in the inflation rise in february. | hawkish | not forward looking | certain | 2,019 | 158 |
in january, price expectations of businesses increased on the back of the earlier weakening of the ruble and the vat increase. | hawkish | not forward looking | certain | 2,019 | 654 |
the bank of russia forcasts that, consistent with the decision, annual inflation will total less than 6% in march 2017, to reach the 4% target in late 2017. | dovish | forward looking | certain | 2,016 | 822 |
according to the updated forecast of the bank of russia, annual inflation will stay at 6.0–7.0% in 2023. | neutral | not forward looking | certain | 2,023 | 43 |
according to the bank of russia estimates, gdp growth rate in 2015 will amount to 0.9-1.1%. | neutral | forward looking | certain | 2,014 | 189 |
high-frequency estimates suggest that economic activity continued to grow in q3 albeit at a somewhat slower pace. | neutral | forward looking | certain | 2,021 | 869 |
the bank of russia will consider the necessity of further increases in the key rate, taking into account inflation and economic dynamics against the forecast, as well as risks posed by external conditions and the reaction of financial markets. | hawkish | forward looking | certain | 2,018 | 987 |
an excessive reduction in households’ propensity to save may lead to consumer demand outstripping the capacity to expand output. | hawkish | forward looking | uncertain | 2,022 | 467 |
according to companies’ surveys, the labour shortage continues to widen. | hawkish | not forward looking | uncertain | 2,023 | 257 |
the additional fiscal easing announced by the government will support economic activity in 2023. | dovish | forward looking | certain | 2,022 | 658 |
in the context of growing deposit rates since late september, credit institutions have recorded a resumed inflow of household funds, although chiefly to current accounts. | neutral | not forward looking | certain | 2,022 | 754 |
considering the decision made and persistent moderately tight monetary policy, the annual inflation, as forecast by the bank of russia, will be around 4.5% in september 2017 to reach the 4% target by late 2017. | hawkish | forward looking | certain | 2,016 | 632 |
substantial investment demand is supported by both fiscal incentives and high profits of businesses. | neutral | not forward looking | certain | 2,024 | 426 |
key rate decisions will take into account actual and expected inflation movements relative to the target and economic developments over the forecast horizon, as well as risks posed by domestic and external conditions and the reaction of financial markets. | neutral | forward looking | certain | 2,021 | 288 |
considering the change in the external and internal environment, the bank of russia’s capability to downgrade its key rate in the course of the first half of 2017 has diminished. | hawkish | not forward looking | certain | 2,017 | 70 |
in august, households’ inflation expectations somewhat decreased but still remain elevated. | hawkish | not forward looking | certain | 2,019 | 167 |
according to rosstat’s tentative estimates, the annual pace of gdp drop decreased in q3. | hawkish | not forward looking | certain | 2,015 | 102 |
moreover, the increasing complexity of production and supply chains and payments due to external restrictions could lead to both higher import prices and tighter supply-side constraints in the russian economy. | hawkish | forward looking | uncertain | 2,023 | 250 |
the bank of russia sees room for cutting the key rate in the second half of 2017. | dovish | forward looking | uncertain | 2,017 | 832 |
household consumption is on the rise alongside with the growth in investment and industrial output. | hawkish | not forward looking | certain | 2,017 | 916 |
due to a limited availability of labour resources, the labour productivity growth may lag more behind the growth in real wages. | dovish | forward looking | uncertain | 2,023 | 763 |
given this decision and considering that the moderately tight monetary policy is maintained, annual growth in consumer prices is set to total less than 4.5% for october 2017, dropping to the target level of 4% by the end of 2017. | hawkish | forward looking | certain | 2,016 | 84 |
yields on medium- and long-term ofzs are little changed. | neutral | not forward looking | certain | 2,023 | 295 |
the april weakening in the ruble against the backdrop of geopolitical tension will be a factor for consumer price growth paces to quicken as they move closer to 4%. | hawkish | forward looking | certain | 2,018 | 125 |
recent data indicate that business price expectations are growing, reaching new multi-year highs. | hawkish | not forward looking | certain | 2,022 | 845 |
its influence on price growth rates is enhanced by restrictions on foreign travel. | hawkish | not forward looking | certain | 2,021 | 191 |
the interest rate dynamics were a key contributor to easing of monetary conditions. | dovish | not forward looking | certain | 2,018 | 617 |
according to the bank of russia’s forecast, given the monetary policy stance, annual inflation will reduce to 5.0-6.0% in 2022 to return to the target in the middle of 2023. | neutral | forward looking | certain | 2,022 | 64 |
moving forward, in its key rate decision-making, the bank of russia will take into account actual and expected inflation dynamics relative to the target and economic transformation processes, as well as the risks posed by domestic and external conditions and the reaction of financial markets. | neutral | forward looking | uncertain | 2,022 | 709 |
these factors, alongside with a decrease in retail lending, will result in further decline in consumer activity. | dovish | forward looking | certain | 2,015 | 247 |
the bank of russia forecasts assume the economic downturn to slow down to 1.3%-1.5% in 2016. | dovish | forward looking | uncertain | 2,016 | 434 |
it is attested, among other things, by the on-going decline in production capacity and labour force utilisation, and a certain rise in the unemployment rate. | dovish | not forward looking | certain | 2,015 | 362 |
however, signs emerged in october of a slowdown in credit activity including in the context of the tightening in non-price bank lending conditions, particularly in the retail segment. | dovish | not forward looking | uncertain | 2,022 | 215 |
since the previous meeting of the bank of russia board of directors, interest rates in the credit and deposit market, as well as short- and medium-term ofz yields, have continued to decline. | dovish | not forward looking | certain | 2,022 | 879 |
the bank of russia maintains its 2019 gdp growth forecast in the range of 1.2-1.7%. | neutral | not forward looking | certain | 2,019 | 985 |
short-term inflation risks are also associated with intensified volatility in global markets caused by, among other factors, a range of geopolitical events, which may affect exchange rate and inflation expectations. | hawkish | not forward looking | uncertain | 2,021 | 652 |
the lower — compared to last year’s — indexation of administered prices and rates in july, as well as the expectations for good crops, will contribute to the slowdown of inflation, helping recede inflation expectations. | dovish | forward looking | certain | 2,016 | 316 |
positive trends in the economy are not accompanied by a higher inflationary pressure. | dovish | not forward looking | certain | 2,016 | 489 |
lending gained support from both the key rate reduction since spring and government-subsidised lending programmes. | dovish | not forward looking | certain | 2,022 | 89 |
taking into account gdp growth statistics for 2018 — 2019 q1 published by rosstat, the bank of russia lowered its gdp growth forecast for 2019 from 1.2-1.7% to 1.0-1.5%. | dovish | forward looking | certain | 2,019 | 977 |
this was instrumental in restoring the inflow of funds into fixed-term ruble deposits and stabilised household demand for cash. | hawkish | not forward looking | certain | 2,022 | 199 |
non-price lending conditions are gradually becoming looser for the most reliable borrowers but are still restrictive. | hawkish | not forward looking | certain | 2,017 | 277 |
based on the above specified trends and given the current key rate level, the bank of russia expects the downward trend in consumer price growth to continue with inflation rate converging to the target level of 5.0% in late 2014. | dovish | forward looking | certain | 2,014 | 878 |
this creates the necessity of further increases in the key rate at upcoming meetings. | hawkish | forward looking | certain | 2,021 | 789 |
domestic demand trends and the depreciation of the ruble since the beginning of 2023 significantly amplify proinflationary risks. | hawkish | not forward looking | certain | 2,023 | 408 |
given the current monetary policy stance, annual inflation will decline to 4.0–4.5% in 2024 and stay close to 4% further on. | neutral | forward looking | certain | 2,023 | 865 |
at the end of 2022, an increase in budget expenditures made a significant contribution to the growth of current accounts. | dovish | not forward looking | certain | 2,023 | 148 |
the economy is rising faster than the bank of russia’s february forecast assumed. | hawkish | not forward looking | certain | 2,023 | 894 |
given the monetary policy stance, annual inflation will return to the bank of russia’s target in the second half of 2022 and will remain close to 4% further on. | neutral | forward looking | certain | 2,021 | 37 |
amid a considerable reduction in real income slack consumer demand hampers consumer price growth. | dovish | not forward looking | certain | 2,015 | 776 |
at the same time, the bank of russia expects gdp growth in 2023 to outperform its october forecast and exceed 3%. | hawkish | forward looking | certain | 2,023 | 380 |
output growth continued throughout march, including industrial output, and capacity utilisation increased. | hawkish | not forward looking | certain | 2,018 | 851 |
however, they remain high, on the one hand, contributing to attractiveness of ruble savings, and, on the other hand, alongside with tighter borrower and collateral requirements, resulting in lower annual lending growth. | hawkish | not forward looking | certain | 2,015 | 697 |
its contribution to annual inflation was around 0.6-0.7 pp, which corresponds to the lower bound of the bank of russia expectations range. | neutral | not forward looking | certain | 2,019 | 814 |
the risks that inflation will not reach the target of 4% in 2017 declined, but still remain at a heightened level. | hawkish | forward looking | uncertain | 2,016 | 904 |
in its baseline scenario, the bank of russia forecasts that gdp will grow at 2.2–2.7% in 2023, 0.5–1.5% in 2024, 1.0–2.0% in 2025, 1.5%—2.5% in 2026. | neutral | forward looking | certain | 2,023 | 252 |
that risk is related to rouble exchange rate dynamics affected by, inter alia, monetary policy measures of the foreign central banks and geopolitical situation. | neutral | forward looking | certain | 2,014 | 929 |
lending and deposit rates show a downward trend under the influence of the bank of russia’s previous decisions to cut its key rate. | dovish | not forward looking | certain | 2,015 | 611 |
the inflow of funds to fixed-term ruble deposits is moderate. | neutral | not forward looking | certain | 2,022 | 500 |
the dynamics of the major macroeconomic indicators show a considerable gdp contraction in 2015 q1. | dovish | not forward looking | certain | 2,015 | 163 |
over q2 2014 the moderate recovery of economic activity has been observed. | neutral | not forward looking | certain | 2,014 | 280 |
short-term inflation expectations of analysts and long-term expectations calculated based on financial market instruments increased as well. | hawkish | forward looking | certain | 2,024 | 942 |
import substitution is advancing together with certain non-commodity exports and new lines of industrial growth, including the high-tech development. | neutral | forward looking | certain | 2,016 | 596 |
short-term proinflationary risks are also associated with the stronger volatility in global markets caused in part by various geopolitical developments, which may affect exchange rate and inflation expectations. | hawkish | not forward looking | uncertain | 2,021 | 604 |
this means that a steady rise in domestic demand is progressively exceeding the capabilities to expand the production of goods and the provision of services. | hawkish | not forward looking | certain | 2,023 | 217 |
overall lending growth remains high, despite the deceleration in the retail segment. | neutral | not forward looking | certain | 2,024 | 395 |
consumption will remain weak. | dovish | forward looking | certain | 2,014 | 997 |
hence, we see softening of monetary conditions, impacted by reduced structural deficit of liquidity even if the key rate is unchanged. | dovish | not forward looking | certain | 2,016 | 475 |
alongside with accommodative monetary conditions, lending dynamics are influenced by the preferential programmes implemented by the government as well as by regulatory relaxations. | dovish | not forward looking | certain | 2,021 | 203 |
some additional inflationary pressure has come from a temporary surge in consumer demand for non-food goods amid the rise of inflation expectations. | hawkish | not forward looking | certain | 2,014 | 850 |
interest rates in individual segments of the domestic financial market have showed mixed trends. | neutral | not forward looking | uncertain | 2,019 | 963 |
annual inflation slowdown is also influenced by the high base effect in respect of the price dynamics of principal types of motor fuel. | dovish | not forward looking | certain | 2,019 | 982 |
although survey data show some deterioration in current business sentiment, businesses’ expectations for future demand remain high. | neutral | forward looking | certain | 2,024 | 445 |
inflation remains low, driven by long-term factors including, in the first place, a moderate recovery in domestic demand. | dovish | not forward looking | certain | 2,018 | 507 |
according to the bank of russia’s forecast, given the monetary policy stance, annual inflation will slow down to 5.0–7.0% in 2023 to return to 4% in 2024. | neutral | forward looking | certain | 2,022 | 645 |
due to the long-term demographic trends labour supply decreases. | hawkish | not forward looking | certain | 2,014 | 196 |
the balance of risks remains skewed towards pro-inflationary risks, especially over a short-term horizon, driven by the vat increase and price movements in individual food products. | hawkish | forward looking | certain | 2,019 | 708 |
inflation slowdown is overshooting the forecast. | dovish | not forward looking | certain | 2,019 | 785 |
the bank of russia’s baseline scenario is based on the decisions already made regarding the expenditure path of the federal budget and the fiscal system as a whole. | neutral | not forward looking | certain | 2,023 | 423 |
seasonally adjusted core inflation rose to 8.3% in annualised terms from 7.1% (on average) in 2024 q1. | hawkish | not forward looking | certain | 2,024 | 683 |
short-term proinflationary risks have abated compared to march. | dovish | not forward looking | certain | 2,019 | 415 |
yields on medium- and long-term ofzs have also increased mainly due to elevated geopolitical tensions. | hawkish | not forward looking | certain | 2,022 | 895 |
households’ inflation expectations went up again in december to a fresh five-year high. | hawkish | not forward looking | certain | 2,021 | 693 |
the bank of russia considers that monetary policy is highly likely to shift to a neutral stance in 2019. | neutral | forward looking | certain | 2,018 | 993 |
implementation of government anti-recession measures will facilitate investments. | dovish | forward looking | certain | 2,015 | 781 |
fixed capital investments will continue to contract due to economic agents’ negative expectations with regard to the russian economic outlook and tight lending conditions. | dovish | forward looking | certain | 2,015 | 400 |
further gdp growth above 1.5-2% a year is attainable if structural reforms are put in place. | hawkish | forward looking | uncertain | 2,017 | 132 |
given the weak economic activity observed since the beginning of this year, the bank of russia has lowered its gdp growth rate forecast for 2019 from 1.0-1.5% to 0.8-1.3%. | dovish | not forward looking | certain | 2,019 | 55 |
in case of a further budget deficit expansion, tighter monetary policy may be required to return inflation to target in 2024 and keep it close to 4% further on. | hawkish | forward looking | uncertain | 2,022 | 981 |
legislative consolidation of a budget rule will contribute to mitigating this risk. | hawkish | forward looking | certain | 2,017 | 847 |
this primarily concerns energy commodities and food markets. | irrelevant | not forward looking | certain | 2,022 | 193 |
the purchases/sales of foreign currency in the fx market, which russia’s finance ministry intends to carry out under a transitional budget rule, will not bring considerable inflation risks given the bank of russia sticks to its moderately tight monetary policy. | hawkish | forward looking | certain | 2,017 | 696 |
investment activity remains low amid economic uncertainty, declining profits in the real sector and tightened non-price lending conditions. | dovish | not forward looking | certain | 2,014 | 431 |
growth in domestic demand is still outstripping the capabilities to expand the supply of goods and services. | hawkish | not forward looking | certain | 2,024 | 620 |
the consumer price index has shown diverging trends in terms of components: a notable slowdown in goods price growth came with an acceleration in services price growth. | neutral | not forward looking | certain | 2,024 | 660 |
that said, there was an increase in the heterogeneity of trends in businesses’ price expectations across industries: since the beginning of 2023, a notable drop in price expectations in agriculture has come with their increase in retail and wholesale trade. | neutral | not forward looking | certain | 2,023 | 388 |
amid persistently restricted access to the international capital markets for russian companies and relatively cheap energy resources, fixed capital investments will continue to edge lower. | dovish | forward looking | certain | 2,014 | 177 |
business activity keeps on expanding and is hardly posing any disinflationary pressure on consumer price movements. | hawkish | not forward looking | certain | 2,018 | 859 |
Dataset Summary
For dataset summary, please refer to https://huggingface.co/datasets/gtfintechlab/central_bank_of_the_russian_federation
Additional Information
This dataset is annotated across three different tasks: Stance Detection, Temporal Classification, and Uncertainty Estimation. The tasks have four, two, and two unique labels, respectively. This dataset contains 1,000 sentences taken from the meeting minutes of the Central Bank of the Russian Federation.
Label Interpretation
Stance Detection
- Hawkish: The sentence supports contractionary monetary policy.
- Dovish: The sentence supports expansionary monetary policy.
- Neutral: The sentence contains neither hawkish or dovish sentiment, or both hawkish and dovish sentiment.
- Irrelevant: The sentence is not related to monetary policy.
Temporal Classification
- Forward-looking: The sentence discusses future economic events or decisions.
- Not Forward-looking: The sentence discusses past or current economic events or decisions.
Uncertainty Estimation
- Certain: Indicates that the sentence presents information definitively.
- Uncertain: Indicates that the sentence presents information with speculation, possibility, or doubt.
Licensing Information
The central_bank_of_the_russian_federation dataset is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International. More information in the paper.
Citation Information
@article{WCBShahSukhaniPardawala,
title={Words That Unite The World: A Unified Framework for Deciphering Global Central Bank Communications},
author={Agam Shah, Siddhant Sukhani, Huzaifa Pardawala et al.},
year={2025}
}
Contact
For any central_bank_of_the_russian_federation dataset related issues and questions, please contact:
Huzaifa Pardawala: huzaifahp7[at]gatech[dot]edu
Siddhant Sukhani: ssukhani3[at]gatech[dot]edu
Agam Shah: ashah482[at]gatech[dot]edu
GitHub Link
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