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This paper examines the drivers of CPI inflation through the lens of a simple, but computationally intensive machine learning technique. More specifically, it predicts inflation across 20 advanced countries between 2000 and 2021, relying on…

综合经济学 · 经济学 2023-01-03 Emanuel Kohlscheen

Assessing the contribution of various risk factors to future inflation risks was crucial for guiding monetary policy during the recent high inflation period. However, existing methodologies often provide limited insights by focusing solely…

计量经济学 · 经济学 2024-05-29 Maximilian Schröder

With present and future observations becoming of higher and higher quality, it is timely and necessary to investigate the most significant theoretical uncertainties in the predictions of inflation. We show that our ignorance of the entire…

天体物理学 · 物理学 2013-03-19 William H. Kinney , Antonio Riotto

We compare forecasts of United States inflation from the Survey of Professional Forecasters (SPF) to predictions made by simple statistical techniques. In nowcasting, economic expertise is persuasive. When projecting beyond the current…

应用统计 · 统计学 2010-10-13 Tilmann Gneiting , Thordis L. Thorarinsdottir

The relationship between inflation and predictors such as unemployment is potentially nonlinear with a strength that varies over time, and prediction errors error may be subject to large, asymmetric shocks. Inspired by these concerns, we…

计量经济学 · 经济学 2022-03-01 Todd E. Clark , Florian Huber , Gary Koop , Massimiliano Marcellino

The empirical literature provides mixed results on the relationship between inflation and unemployment, therefore, there is no consensus on validity and stability of the Phillips Curve. It also seems to be closely related with…

综合经济学 · 经济学 2025-12-01 Yhlas Sovbetov , Muhittin Kaplan

Using the latest observational data, we constrain the inflationary dynamics and the subsequent reheating epoch. Predictions for both phases can be significantly improved by employing numerically computed results compared to the slow-roll…

广义相对论与量子宇宙学 · 物理学 2026-01-29 Ying-Ying Ye , Bao-Min Gu

Forecasting inflation in small open economies is difficult because limited time series and strong external exposures create an imbalance between few observations and many potential predictors. We study this challenge using Thailand as a…

应用统计 · 统计学 2025-09-19 Paponpat Taveeapiradeecharoen , Nattapol Aunsri

At the outbreak of the recent inflation surge, the public's attention to inflation was low but increased quickly once inflation started to rise. In this paper, I quantify when and by how much the public's attention to inflation changes, and…

综合经济学 · 经济学 2024-08-06 Oliver Pfäuti

This paper surveys the empirical literature of inflation targeting. The main findings from our review are the following: there is robust empirical evidence that larger and more developed countries are more likely to adopt the IT regime; the…

综合经济学 · 经济学 2023-05-30 Goran Petrevski

I discuss the current status of inflationary cosmology in light of the recent WMAP 3-year data release. The basic predictions of inflation are all supported by the data. Inflation also makes predictions which have not been well tested by…

天体物理学 · 物理学 2009-06-23 William H. Kinney

This paper investigates the ability of Large Language Models (LLMs), specifically GPT-3.5-turbo (GPT), to form inflation perceptions and expectations based on macroeconomic price signals. We compare the LLM's output to household survey data…

计算与语言 · 计算机科学 2025-12-17 Nikoleta Anesti , Edward Hill , Andreas Joseph

Inflation is a major determinant for allocation decisions and its forecast is a fundamental aim of governments and central banks. However, forecasting inflation is not a trivial task, as its prediction relies on low frequency, highly…

计量经济学 · 经济学 2023-03-30 Maximilian Tschuchnig , Petra Tschuchnig , Cornelia Ferner , Michael Gadermayr

Timely monetary policy decision-making requires timely core inflation measures. We create a new core inflation series that is explicitly designed to succeed at that goal. Precisely, we introduce the Assemblage Regression, a generalized…

计量经济学 · 经济学 2024-04-09 Philippe Goulet Coulombe , Karin Klieber , Christophe Barrette , Maximilian Goebel

This paper examines the effectiveness of several forecasting methods for predicting inflation, focusing on aggregating disaggregated forecasts - also known in the literature as the bottom-up approach. Taking the Brazilian case as an…

计量经济学 · 经济学 2023-08-23 Gilberto Boaretto , Marcelo C. Medeiros

This paper demonstrates how reinforcement learning can explain two puzzling empirical patterns in household consumption behavior during economic downturns. I develop a model where agents use Q-learning with neural network approximation to…

综合经济学 · 经济学 2025-10-24 Brandon Kaplowitz

Monthly disaggregated US data from 1978 to 2016 reveals that exposure to news on inflation and monetary policy helps to explain inflation expectations. This remains true when controlling for household personal characteristics, perceptions…

综合金融 · 定量金融 2020-09-25 Ben Zhe Wang , Jeffrey Sheen , Stefan Trück , Shih-Kang Chao , Wolfgang Karl Härdle

Inflation exhibits state-dependent, skewed, and fat-tailed dynamics that make risk a central concern for monetary policy. Accordingly, inflation risks are distributional and cannot be fully captured by mean-based models. We propose a…

计量经济学 · 经济学 2026-01-29 Yunyun Wang , Tatsushi Oka , Dan Zhu

We propose a test to detect a forecast accuracy breakdown in a long memory time series and provide theoretical and simulation evidence on the memory transfer from the time series to the forecast residuals. The proposed method uses a double…

计量经济学 · 经济学 2024-09-12 Jannik Kreye , Philipp Sibbertsen

There has been much recent discussion, and some confusion, regarding the use of existing observational data to estimate the likelihood that next-generation cosmic microwave background (CMB) polarization experiments might detect a nonzero…

天体物理学 · 物理学 2024-03-13 Wessel Valkenburg , Lawrence M. Krauss , Jan Hamann
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