Rahul Tak
Research Subjects
Rahul Tak has a total of 5 co-authors. Here are the top co-authors by number of shared publications:
- Daniel Traian Pele
Bucharest University of Economic Studies , Bucharest , Romania
3 shared publications - Antoaneta Amza2 shared publications
Caliman Stefan-Daniel
2 shared publications- Joerg Osterrieder
University of Twente, Enschede, Netherlands
1 shared publication - Stefan Schlamp
Institute of Fluid Dynamics
1 shared publication
Latest Publications
- Open Access
- 29 July 2026
- Published by Elsevier in SSRN Electronic Journal
AI Listening to Central Banks: From Words to Markets and Macroeconomic Outcomes
Central banks play a crucial role in maintaining economic stability and ensuring the proper functioning of financial markets. Their communication can significantly influence the economy by shaping market participants' perceptions and expectations. While most existing research on this topic focuses on the Federal Reserve or the European Central Bank, this paper provides a novel perspective by applying large language models to analyze the minutes of monetary policy meetings from Central and Eastern European central banks and their impact on key macroeconomic and financial indicators. The results show that, even for these economies, the informational content embedded in official communication has explanatory power, offering valuable insights for a region that remains relatively underexplored in the literature. The impact is particularly evident on the interbank money market, while the responses of other market segments are mixed, reflecting the predominantly bank-based structure of these financial systems. Furthermore, the analysis conducted through a Bayesian structural vector autoregression model (BSVAR) highlights a close link between central bank communication and macroeconomic developments in the studied economies. In particular, communication appears to be interpreted in a dual manner, reflecting both expectations of future monetary policy actions and information about underlying economic conditions. By documenting the relevance of communication shocks in Central and Eastern Europe, this paper extends the literature on monetary policy transmission and emphasizes the importance of considering communication as a complementary tool to conventional policy instruments.
- 29 July 2026
- Published by Elsevier in SSRN Electronic Journal
Open AccessAI Listening to Central Banks: From Words to Markets and Macroeconomic Outcomes
Central banks play a crucial role in maintaining economic stability and ensuring the proper functioning of financial markets. Their communication can significantly influence the economy by shaping market participants' perceptions and expectations. While most existing research on this topic focuses on the Federal Reserve or the European Central Bank, this paper provides a novel perspective by applying large language models to analyze the minutes of monetary policy meetings from Central and Eastern European central banks and their impact on key macroeconomic and financial indicators. The results show that, even for these economies, the informational content embedded in official communication has explanatory power, offering valuable insights for a region that remains relatively underexplored in the literature. The impact is particularly evident on the interbank money market, while the responses of other market segments are mixed, reflecting the predominantly bank-based structure of these financial systems. Furthermore, the analysis conducted through a Bayesian structural vector autoregression model (BSVAR) highlights a close link between central bank communication and macroeconomic developments in the studied economies. In particular, communication appears to be interpreted in a dual manner, reflecting both expectations of future monetary policy actions and information about underlying economic conditions. By documenting the relevance of communication shocks in Central and Eastern Europe, this paper extends the literature on monetary policy transmission and emphasizes the importance of considering communication as a complementary tool to conventional policy instruments.
- Open Access
- 21 July 2026
- Published by Elsevier in SSRN Electronic Journal
Racing the News: Nanosecond Market Efficiency at Eurex and CME
We propose a Hybrid Piecewise Intensity model linking point-process econometrics to the physical architecture of electronic exchanges, decomposing trade arrivals in the 100 ms around macroeconomic announcements into four latency-aligned phases. Calibrated on nanosecond Eurex and CME data (2019--2025), modal Phase~1 peaks occur at 1.16 μs (Eurex) and 6.64 μs (CME), tracking each venue's network transmission floor. Comparing private embargo-based (PMI) and government-led (NFP, FOMC) releases, we find reaction-speed differences consistent with protocol-induced latency advantages, though confounds remain. The CME concentrates profitability within 200 μs with deteriorating risk-adjusted returns thereafter; Eurex sustains stable Sharpe ratios across longer horizons.
- 21 July 2026
- Published by Elsevier in SSRN Electronic Journal
Open AccessRacing the News: Nanosecond Market Efficiency at Eurex and CME
We propose a Hybrid Piecewise Intensity model linking point-process econometrics to the physical architecture of electronic exchanges, decomposing trade arrivals in the 100 ms around macroeconomic announcements into four latency-aligned phases. Calibrated on nanosecond Eurex and CME data (2019--2025), modal Phase~1 peaks occur at 1.16 μs (Eurex) and 6.64 μs (CME), tracking each venue's network transmission floor. Comparing private embargo-based (PMI) and government-led (NFP, FOMC) releases, we find reaction-speed differences consistent with protocol-induced latency advantages, though confounds remain. The CME concentrates profitability within 200 μs with deteriorating risk-adjusted returns thereafter; Eurex sustains stable Sharpe ratios across longer horizons.
- Open Access
- 16 June 2026
- Published by Elsevier in SSRN Electronic Journal
AI Listening to Central Banks: From Words to Markets and Macroeconomic Outcomes
Central banks play a crucial role in maintaining economic stability and ensuring the proper functioning of financial markets. Their communication can significantly influence the economy by shaping market participants’ perceptions and expectations. While most existing research on this topic focuses on the U.S. Federal Reserve or the European Central Bank, this paper provides a novel perspective by applying large language models to analyze the minutes of monetary policy meetings from Central and Eastern European central banks and their impact on key macroeconomic and financial indicators. The results show that, even for these economies, the informational content embedded in official communication has explanatory power, offering valuable insights for a region that remains relatively underexplored in the literature. The impact is particularly evident on the interbank money market, while the responses of other market segments are mixed, reflecting the predominantly bank-based structure of these financial systems. Furthermore, the analysis conducted through a Bayesian structural VAR model highlights a close link between central bank communication and macroeconomic developments in the studied economies. In particular, communication appears to be interpreted in a dual manner, reflecting both expectations of future monetary policy actions and information about underlying economic conditions. By documenting the relevance of communication shocks in Central and Eastern Europe, this paper extends the literature on monetary policy transmission and emphasizes the importance of considering communication as a complementary tool to conventional policy instruments.
- 16 June 2026
- Published by Elsevier in SSRN Electronic Journal
Open AccessAI Listening to Central Banks: From Words to Markets and Macroeconomic Outcomes
Central banks play a crucial role in maintaining economic stability and ensuring the proper functioning of financial markets. Their communication can significantly influence the economy by shaping market participants’ perceptions and expectations. While most existing research on this topic focuses on the U.S. Federal Reserve or the European Central Bank, this paper provides a novel perspective by applying large language models to analyze the minutes of monetary policy meetings from Central and Eastern European central banks and their impact on key macroeconomic and financial indicators. The results show that, even for these economies, the informational content embedded in official communication has explanatory power, offering valuable insights for a region that remains relatively underexplored in the literature. The impact is particularly evident on the interbank money market, while the responses of other market segments are mixed, reflecting the predominantly bank-based structure of these financial systems. Furthermore, the analysis conducted through a Bayesian structural VAR model highlights a close link between central bank communication and macroeconomic developments in the studied economies. In particular, communication appears to be interpreted in a dual manner, reflecting both expectations of future monetary policy actions and information about underlying economic conditions. By documenting the relevance of communication shocks in Central and Eastern Europe, this paper extends the literature on monetary policy transmission and emphasizes the importance of considering communication as a complementary tool to conventional policy instruments.