Big Data for Twenty-First-Century Economic Statistics


Book Description

Introduction.Big data for twenty-first-century economic statistics: the future is now /Katharine G. Abraham, Ron S. Jarmin, Brian C. Moyer, and Matthew D. Shapiro --Toward comprehensive use of big data in economic statistics.Reengineering key national economic indicators /Gabriel Ehrlich, John Haltiwanger, Ron S. Jarmin, David Johnson, and Matthew D. Shapiro ;Big data in the US consumer price index: experiences and plans /Crystal G. Konny, Brendan K. Williams, and David M. Friedman ;Improving retail trade data products using alternative data sources /Rebecca J. Hutchinson ;From transaction data to economic statistics: constructing real-time, high-frequency, geographic measures of consumer spending /Aditya Aladangady, Shifrah Aron-Dine, Wendy Dunn, Laura Feiveson, Paul Lengermann, and Claudia Sahm ;Improving the accuracy of economic measurement with multiple data sources: the case of payroll employment data /Tomaz Cajner, Leland D. Crane, Ryan A. Decker, Adrian Hamins-Puertolas, and Christopher Kurz --Uses of big data for classification.Transforming naturally occurring text data into economic statistics: the case of online job vacancy postings /Arthur Turrell, Bradley Speigner, Jyldyz Djumalieva, David Copple, and James Thurgood ;Automating response evaluation for franchising questions on the 2017 economic census /Joseph Staudt, Yifang Wei, Lisa Singh, Shawn Klimek, J. Bradford Jensen, and Andrew Baer ;Using public data to generate industrial classification codes /John Cuffe, Sudip Bhattacharjee, Ugochukwu Etudo, Justin C. Smith, Nevada Basdeo, Nathaniel Burbank, and Shawn R. Roberts --Uses of big data for sectoral measurement.Nowcasting the local economy: using Yelp data to measure economic activity /Edward L. Glaeser, Hyunjin Kim, and Michael Luca ;Unit values for import and export price indexes: a proof of concept /Don A. Fast and Susan E. Fleck ;Quantifying productivity growth in the delivery of important episodes of care within the Medicare program using insurance claims and administrative data /John A. Romley, Abe Dunn, Dana Goldman, and Neeraj Sood ;Valuing housing services in the era of big data: a user cost approach leveraging Zillow microdata /Marina Gindelsky, Jeremy G. Moulton, and Scott A. Wentland --Methodological challenges and advances.Off to the races: a comparison of machine learning and alternative data for predicting economic indicators /Jeffrey C. Chen, Abe Dunn, Kyle Hood, Alexander Driessen, and Andrea Batch ;A machine learning analysis of seasonal and cyclical sales in weekly scanner data /Rishab Guha and Serena Ng ;Estimating the benefits of new products /W. Erwin Diewert and Robert C. Feenstra.




Differential Undercounts in the U.S. Census


Book Description

This open access book describes the differences in US census coverage, also referred to as “differential undercount”, by showing which groups have the highest net undercounts and which groups have the greatest undercount differentials, and discusses why such undercounts occur. In addition to focusing on measuring census coverage for several demographic characteristics, including age, gender, race, Hispanic origin status, and tenure, it also considers several of the main hard-to-count populations, such as immigrants, the homeless, the LBGT community, children in foster care, and the disabled. However, given the dearth of accurate undercount data for these groups, they are covered less comprehensively than those demographic groups for which there is reliable undercount data from the Census Bureau. This book is of interest to demographers, statisticians, survey methodologists, and all those interested in census coverage.




Journey to Work: 2000


Book Description

Among the 128.3 million workers in the U.S. in 2000, 76% drove alone to work. In addition, 12% carpooled, 4.7 used public transportation, 3.3% worked at home, 2.9% walked to work, and 1.2% used other means (including motorcycle or bicycle). This report, one of a series that presents population and housing data collected during Census 2000, provides information on the place-of-work and journey-to-work characteristics of workers 16 years and over who were employed and at work during the reference week. Data are shown for the U.S., regions, states, counties, and metropolitan areas. Charts and tables.




American Community Survey


Book Description




Necessity Entrepreneurs


Book Description

Necessity entrepreneurs are individuals in developing countries who start small enterprises out of necessity. While they range from street sellers to educated hopefuls with little access to formal employment, the one thing that unites them is the need




The New Race Question


Book Description

The change in the way the federal government asked for information about race in the 2000 census marked an important turning point in the way Americans measure race. By allowing respondents to choose more than one racial category for the first time, the Census Bureau challenged strongly held beliefs about the nature and definition of race in our society. The New Race Question is a wide-ranging examination of what we know about racial enumeration, the likely effects of the census change, and possible policy implications for the future. The growing incidence of interracial marriage and childrearing led to the change in the census race question. Yet this reality conflicts with the need for clear racial categories required by anti-discrimination and voting rights laws and affirmative action policies. How will racial combinations be aggregated under the Census's new race question? Who will decide how a respondent who lists more than one race will be counted? How will the change affect established policies for documenting and redressing discrimination? The New Race Question opens with an exploration of what the attempt to count multiracials has shown in previous censuses and other large surveys. Contributor Reynolds Farley reviews the way in which the census has traditionally measured race, and shows that although the numbers of people choosing more than one race are not high at the national level, they can make a real difference in population totals at the county level. The book then takes up the debate over how the change in measurement will affect national policy in areas that rely on race counts, especially in civil rights law, but also in health, education, and income reporting. How do we relate data on poverty, graduation rates, and disease collected in 2000 to the rates calculated under the old race question? A technical appendix provides a useful manual for bridging old census data to new. The book concludes with a discussion of the politics of racial enumeration. Hugh Davis Graham examines recent history to ask why some groups were determined to be worthy of special government protections and programs, while others were not. Posing the volume's ultimate question, Jennifer Hochschild asks whether the official recognition of multiracials marks the beginning of the end of federal use of race data, and whether that is a good or a bad thing for society? The New Race Question brings to light the many ways in which a seemingly small change in surveying and categorizing race can have far reaching effects and expose deep fissures in our society. A Volume in the Russell Sage Foundation Census Series Copublished with the Levy Economics Institute of Bard College










Service Annual Survey


Book Description