From Noise to Turning Points: A New Framework for Seasonal Adjustment in Armenia
This paper evaluates the transition to the X13-ARIMA-SEATS framework for the seasonal adjustment of Armenia’s quarterly national accounts, highlighting its role in detecting economic turning points.
Timely identification of turning points in key macroeconomic variables like quarterly national accounts requires the removal of seasonal and calendar effects from time series data. This paper looks at the use of autoregressive integrated moving average (ARIMA) approaches. It evaluates Armenia’s transition from the X12-ARIMA to the X13-ARIMA-SEATS framework, which includes the signal extraction in ARIMA time series (SEATS) method. The authors analyze the methodological advancements and their impact, focusing on the precision and reliability of seasonally adjusted data.
Contents
- Introduction
- Literature Review
- Methodology
- Findings
- Quality Diagnostics
- Pre-adjustment of QNA During the COVID-19 Crisis
- Conclusion
Additional Details
- Economics
- Armenia
- 32
- 8.5 x 11
- WPS250242-2
- 2789-0619 (print)
- 2789-0627 (electronic)
Related
Also in this Series
- Learning materials Guidelines, toolkits, and other "how-to" development resources
- Books Substantial publications assigned ISBNs
- Papers and Briefs ADB-researched working papers
- Conference Proceedings Papers or presentations at ADB and development events
- Policies, Strategies, and Plans Rules and strategies for ADB operations
- Board Documents Documents produced by, or submitted to, the ADB Board of Directors
- Financing Documents Describes funds and financing arrangements
- Reports Highlights of ADB's sector or thematic work
- Serials Magazines and journals exploring development issues
- Brochures and Flyers Brief topical policy issues, Country Fact sheets and statistics
- Statutory Reports and Official Records ADB records and annual reports
- Country Planning Documents Describes country operations or strategies in ADB members
- Contracts and Agreements Memoranda between ADB and other organizations