Étienne Saint-Pierre and Serge Godbout, Statistics Canada

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Presentation transcript:

Étienne Saint-Pierre and Serge Godbout, Statistics Canada Rolling Estimates and the Dynamic Assessment of Quality: A Generic Approach and a Source of Efficiencies EESW 2013 - Work Session on Process Design Étienne Saint-Pierre and Serge Godbout, Statistics Canada Nuremberg, Germany, September 9, 2013

Statistics Canada’s Integrated Business Statistics Program Major transformational project for business surveys aimed at: Enhancing quality assurance Achieving efficiencies Improving responsiveness in the delivery of new programs Covers all aspects of the business surveys 150 surveys in 10 different programs integrated by 2017 Annuals, sub-annuals, industry specific, economy wide Key feature to achieve the goals: Rolling Estimates Statistics Canada • Statistique Canada 18/11/2018

Rolling Estimates Overview of the IBSP Rolling Estimates Approach Sampling Multi-Mode Collection Automated Processing Active Management Editing Follow-Up Rolling Estimates Imputation Manual Editing Estimation Quality Indicators and Scores Interpretation & Dissemination Statistics Canada • Statistique Canada 18/11/2018

Active Management – Strategy Settings A subset of all Key Estimates is selected All Key Estimates are: Ranked from the most to the least important Weighted relatively using an importance factor Assigned a Quality Target Targets are set in line with the importance factor. Active Collection ends for a Key Estimate when the Quality Indicator meets the Quality Target. Active management and sampling strategies are coherent by design. Statistics Canada • Statistique Canada 18/11/2018

Active Management – Definitions Quality Indicator (QI) QI= Sampling CV & Imputation CV & Pseudo Relative Bias Measure of Impact (MI) Score Impact of a unit on the QI for a given estimate Units imputed from a poor model or with reported/imputed values far from their predicted values will have high MIs. Statistics Canada • Statistique Canada 18/11/2018

Active Management– Example for a Key Estimate Measure of Impact Score Active Management– Example for a Key Estimate Quality Indicator: 17.9% Quality Target: 4.6% After the first iteration: 37 units with a Score>0 Bottom 35 units cumulatively generate a Total CV of 2.7% We will reach the target if and only if we get units 1 and 2 The remaining 35 units are negligible to this estimate’s quality Units Statistics Canada • Statistique Canada 18/11/2018

Empirical Study – RY2011 Prototype Parallel run for 47 Business Surveys Four Rolling Estimates iterations Total CV calculated for all key estimates (8,600) at each iteration Statistics Canada • Statistique Canada 18/11/2018

Statistics Canada • Statistique Canada 18/11/2018

Questions from the EESW Scientific Committee Administrative data and the Active Management approach The IBSP will maximize the use of administrative data. An alternative to collected data To impute non-response within a good imputation model Considered in the Adaptive Collection Design Used as a key component to produce the early estimates The Active Management design and the Social Statistics Principles could be exported Use adaptive collection design Minimize non-response variance and bias as quality indicator Early stage Methods would have to be adapted to Social Statistics CATI, Re-weighting, Non-Mandatory Survey Statistics Canada • Statistique Canada 18/11/2018

Statistics Canada • Statistique Canada References Godbout, Serge, Yanick Beaucage and Claude Turmelle (2011). Quality and Efficiency using a Top-Down Approach in the Canadian’s Integrated Business Statistics Program. Conference of European Statisticians, Work Session on Statistical Data Editing. Ljubljana, Slovenia (9-11 May 2011). Mills, Fraser, Serge Godbout, Keven Bosa, Claude Turmelle (2013), Multivariate Selective Editing in the Integrated Business Statistics Program, Proceedings of the Joint Statistical Meeting (JSM) Conference. Montreal, Canada. Ravindra, Daniela (2012). The Integrated Business Statistics Program: An Overview. Proceedings of the ICES-IV Conference, Montreal, June 2012. Turmelle, Claude, Serge Godbout, Keven Bosa (2012), Methodological Challenges in the Development of Statistics Canada’s New Integrated Business Statistics Program, Proceedings of the International Conference on Establishment Surveys (ICES) IV Conference. Montreal, Canada. Statistics Canada • Statistique Canada 18/11/2018

For more information,  Pour plus d’information, please contact: veuillez contacter : Étienne Saint-Pierre (613) 951-2025 Etienne.Saint-Pierre@statcan.gc.ca Statistics Canada • Statistique Canada 30/08/2013