How Data Quality Affects Our Understanding Of The Earnings Distribution


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How Data Quality Affects our Understanding of the Earnings Distribution


How Data Quality Affects our Understanding of the Earnings Distribution

Author: Reza Che Daniels

language: en

Publisher: Springer Nature

Release Date: 2022-07-02


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This open access book demonstrates how data quality issues affect all surveys and proposes methods that can be utilised to deal with the observable components of survey error in a statistically sound manner. This book begins by profiling the post-Apartheid period in South Africa's history when the sampling frame and survey methodology for household surveys was undergoing periodic changes due to the changing geopolitical landscape in the country. This book profiles how different components of error had disproportionate magnitudes in different survey years, including coverage error, sampling error, nonresponse error, measurement error, processing error and adjustment error. The parameters of interest concern the earnings distribution, but despite this outcome of interest, the discussion is generalizable to any question in a random sample survey of households or firms. This book then investigates questionnaire design and item nonresponse by building a response propensity model for the employee income question in two South African labour market surveys: the October Household Survey (OHS, 1997-1999) and the Labour Force Survey (LFS, 2000-2003). This time period isolates a period of changing questionnaire design for the income question. Finally, this book is concerned with how to employee income data with a mixture of continuous data, bounded response data and nonresponse. A variable with this mixture of data types is called coarse data. Because the income question consists of two parts -- an initial, exact income question and a bounded income follow-up question -- the resulting statistical distribution of employee income is both continuous and discrete. The book shows researchers how to appropriately deal with coarse income data using multiple imputation. The take-home message from this book is that researchers have a responsibility to treat data quality concerns in a statistically sound manner, rather than making adjustments to public-use data in arbitrary ways, often underpinned by undefensible assumptions about an implicit unobservable loss function in the data. The demonstration of how this can be done provides a replicable concept map with applicable methods that can be utilised in any sample survey.

Economic Report of the President


Economic Report of the President

Author: United States. President

language: en

Publisher: BernanPress

Release Date: 2019


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"The Economic Report of the President provides valuable information about the present state of the U.S. economy and its future course. The Economic Report is issued by the Executive Office of the President and the Council of Economic Advisers and transmitted to Congress no later than 10 days after the submission of the Budget of the United States Government... For more than 70 years, the Economic Report has provided a nearly contemporaneous record of how administrations have interpreted economic developments, the motivation for policy actions, and the results of those interventions. Included in the Economic Report of the President is the Annual Report of the Council of Economic Advisers. Each year, the Council of Economic Advisers submits this report on its activities during the previous calendar year in accordance with the requirements of the Congress as set forth in section 10(d) of the Employment Act of 1946 as amended by the Full Employment and Balanced Growth Act of 1978." --Amazon.com.

Negotiating Our Way Up Collective Bargaining in a Changing World of Work


Negotiating Our Way Up Collective Bargaining in a Changing World of Work

Author: OECD

language: en

Publisher: OECD Publishing

Release Date: 2019-11-18


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Collective bargaining and workers’ voice are often discussed in the past rather than in the future tense, but can they play a role in the context of a rapidly changing world of work? This report provides a comprehensive assessment of the functioning of collective bargaining systems and workers’ voice arrangements across OECD countries, and new insights on their effect on labour market performance today.