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Journal articles on the topic 'Bureau of Economics'

Author: Grafiati

Published: 4 June 2021

Last updated: 27 July 2025

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1

Chancellier, Éric. "Les débuts du Bureau of Agricultural Economics." Histoire & Sociétés Rurales 42, no. 2 (2014): 113. http://dx.doi.org/10.3917/hsr.042.0113.

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2

Herzog, John P., and David A. Wise. "The Economics of Aging (A National Bureau of Economic Research Project Report)." Canadian Journal of Economics 22, no. 3 (1989): 709. http://dx.doi.org/10.2307/135554.

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3

Ruhl, Kim J. "How Well is US Intrafirm Trade Measured?" American Economic Review 105, no. 5 (2015): 524–29. http://dx.doi.org/10.1257/aer.p20151045.

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Using two independent data sources—the intrafirm trade data from the US Bureau of Economic Analysis and the related party trade data from the US Census Bureau—I construct and compare measures of US intrafirm exports and imports. I find that, in general, the two datasets provide similar measures of US intrafirm trade, particularly for exports. Understanding the differences that do exist in measurement will likely require study of the confidential micro data at both the Bureau of Economic Analysis and the Census Bureau.

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4

Bowker, Geoffrey C. "Schlumberger's bureau d'études." Entreprises et histoire 58, no. 1 (2010): 165. http://dx.doi.org/10.3917/eh.058.0165.

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5

Gao, Yuan. "A Legal Economics Analysis of Dental Implant Pooling." International Journal of Global Economics and Management 3, no. 3 (2024): 324–32. http://dx.doi.org/10.62051/ijgem.v3n3.37.

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With the improvement of living standards and the deepening of population aging, China's demand for dental implants has continuously shown double-digit high-speed growth, while the field of charging irregularities, the heavy burden of costs and other issues are also increasingly prominent. In 2022, the National Health Insurance Bureau issued a notice stating that it will carry out a set of procurement of dental implant consumables, and determined that the price of the whole process of regulating the price of medical services for a single conventional implant in a three-tier public hospital is t

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6

Stapleford, Thomas A. "Engineering the “Statistical Control of Business”." History of Political Economy 52, S1 (2020): 59–84. http://dx.doi.org/10.1215/00182702-8717924.

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Malcolm Rorty is best known to historians of economics as the primary organizer and founder of the National Bureau of Economic Research. This article situates Rorty’s interest in economics against the backdrop of his early career in telephone engineering at American Telephone & Telegraph. I argue that distinct structural features of telephone engineering in general, and AT&T in particular, created overlaps between the practices of engineering and economics, and also opened space for Rorty to craft a broader vision for the “statistical control of business” through quantitatively informe

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7

Glazov, Aleksandr A. "European Comecon Members in Search of Oil Shortage Solutions: The Establishment of the Petroleum Bureau in 1973." Izvestia of the Ural federal university. Series 2. Humanities and Arts 23, no. 4 (2021): 194–210. http://dx.doi.org/10.15826/izv2.2021.23.4.074.

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This article examines attempts at multilateral cooperation between the USSR and European Comecon members which experienced a shortage of primary energy resources, in the acquisition and transportation of large volumes of oil from the developing world in the early 1970s. The paper focuses on the creation of the so-called Bureau of Petroleum, a new Comecon working body as part of the Standing Commission on Foreign Trade. This Bureau carried out its activities, which were of a closed nature, in 1973–1978. The Petroleum Bureau was created to fulfill the functions of an effective focal point of the

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8

Manski, Charles F. "Communicating Uncertainty in Official Economic Statistics: An Appraisal Fifty Years after Morgenstern." Journal of Economic Literature 53, no. 3 (2015): 631–53. http://dx.doi.org/10.1257/jel.53.3.631.

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Federal statistical agencies in the United States and analogous agencies elsewhere commonly report official economic statistics as point estimates, without accompanying measures of error. Users of the statistics may incorrectly view them as error free or may incorrectly conjecture error magnitudes. This paper discusses strategies to mitigate misinterpretation of official statistics by communicating uncertainty to the public. Sampling error can be measured using established statistical principles. The challenge is to satisfactorily measure the various forms of nonsampling error. I find it usefu

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9

Carson, Carol S. "ELECTRONIC DISSEMINATION EXPERIENCES OF THE U.S. BUREAU OF ECONOMIC ANALYSIS." Review of Income and Wealth 39, no. 3 (1993): 319–30. http://dx.doi.org/10.1111/j.1475-4991.1993.tb00463.x.

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10

Flew, Terry. "Review: Bureau of Transport and Communications Economics, Australian Content on Pay TV." Media International Australia 87, no. 1 (1998): 157. http://dx.doi.org/10.1177/1329878x9808700127.

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11

Burke, Tom, Idaira Rodriguez Santana, Pratima Chowdary, et al. "Examination and Validation of a Patient-Centric Joint Metric: "Problem Joint"; Empirical Evidence from the CHESS US Dataset." Blood 136, Supplement 1 (2020): 25–26. http://dx.doi.org/10.1182/blood-2020-140950.

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Introduction Severe hemophilia (FVIII/FIX level &lt;1%) is characterized by spontaneous hemarthrosis leading to progressive joint deterioration and chronic pain in the affected individual. Unless these recurrent hemarthroses can be prevented, e.g. with the use of prophylactic factor replacement therapy, these patients will develop chronic synovitis, pain, and eventually destruction of the joint. Current metrics such as 'Target joint' and other clinical measures of joint morbidity are prevalent and widely accepted. Measures focused solely on bleeding activity, such as the 'Target joint' met

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12

Oliver, F. R. "Book Review: Statistical Yearbook of China 1986." Journal of Interdisciplinary Economics 3, no. 1 (1989): 75. http://dx.doi.org/10.1177/02601079x8900300112.

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13

McLaughlin, Paul, Cedric Hermans, Sohaib Asghar, et al. "Problem Joints and Their Clinical and Humanistic Burden in Children and Adults with Moderate and Severe Hemophilia a: CHESS Paediatrics and CHESS II." Blood 136, Supplement 1 (2020): 33–34. http://dx.doi.org/10.1182/blood-2020-140306.

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Introduction Severe hemophilia A (SHA) is characterized by spontaneous (non-trauma related) bleeding episodes into the joint space and muscle tissue, leading to progressive joint deterioration and chronic pain. Chronic joint damage is most often associated with severe hemophilia, however more recent research has illustrated that people with moderate hemophilia A (MHA) also experience hemophilic arthropathy and functional impairment. The need to measure joint health in children as well as adults, is underscored by findings from the Joint Outcome Continuation Study, which found that FVIII prophy

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14

van Walbeek, C., and M. Sessions. "A Directional Analysis of the Bureau for Economic Research's Quarterly Forecasts." Studies in Economics and Econometrics 31, no. 3 (2007): 119–38. http://dx.doi.org/10.1080/10800379.2007.12106439.

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15

Siegfried, John J. "Report of the Representative to the National Bureau of Economic Research." American Economic Review 90, no. 2 (2000): 532–33. http://dx.doi.org/10.1257/aer.90.2.532.

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16

Aldrich, Mark. "Running Out of Steam: Federal Inspection and Locomotive Safety, 1912–1940." Journal of Economic History 67, no. 4 (2007): 884–916. http://dx.doi.org/10.1017/s0022050707000435.

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Locomotive inspection was among the most important Progressive Era federal workplace regulations. Inspection rules were enforced by a new Bureau of Locomotive Inspection, which claimed credit for subsequent safety improvements. Relying on published and unpublished data this article assesses these claims. Literary sources suggest that the bureau achieved compliance by emphasizing regulatory benefits and that its activities sharply reduced locomotive defects through the 1920s, in part by reducing agency problems. A model for 1923–1932 reinforces this conclusion, but suggests that the safety gain

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17

Selby, George. "Branding at the U.S. Census Bureau: A Case Study." Social Marketing Quarterly 6, no. 3 (2000): 121–23. http://dx.doi.org/10.1080/15245004.2000.9961136.

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18

Smith, L. Douglas, Michael Staten, Thomas Eyssell, Maureen Karig, Jeffrey Feinstein, and Cathleen Johnson. "Credit usage, payment behavior, and the accuracy of consumer credit files." Financial Services Review 27, no. 1 (2023): 1–28. http://dx.doi.org/10.61190/fsr.v27i1.3378.

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Through intensive interviews, examination of credit reports, and rescoring of corrected credit files, the researchers consider household characteristics, major life events, financial resources, and payment habits as they study the integrity of credit-bureau data, vulnerability to error, and results of disputes filed with the major credit bureaus. Credit usage and management are found to vary widely within demographic groups. Vulnerability to error and outcomes of disputes depend primarily on the credit record itself. Consumers with moderate credit scores are more likely than those with very hi

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19

Kuanshaliev, B. K. "DEVELOPMENT OF CROSS-BORDER TRADE BETWEEN KAZAKHSTAN AND KYRGYZSTAN BASED ON THE CREATION OF CROSS-BORDER HUBS." Bulletin of Dulaty University 17, no. 1 (2025): 297–310. https://doi.org/10.55956/wmey7616.

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The article presents studies of cross-border processes of neighboring states, mutual influence and methods of interaction between the economies of Kazakhstan and Kyrgyzstan. The paper attempts to identify new vectors of interaction between border territories. The premise of the research is scientific works, their generalization, which allowed us to form modern realities and established patterns of interaction between neighboring countries in the field of economics, economic security, and the formation of infrastructure projects. The paper presents the comparative development of border territor

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20

Kanazawa, Mark. "Pricing Subsidies and Economic Efficiency: The U. S. Bureau of Reclamation." Journal of Law and Economics 36, no. 1, Part 1 (1993): 205–34. http://dx.doi.org/10.1086/467271.

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21

Glazov, Alexandr. "The COMECON Internal Analysis of the Prospects for the Development of Oil Cooperation with Iraq in the 1970s." ISTORIYA 14, no. 10 (132) (2023): 0. http://dx.doi.org/10.18254/s207987840028563-8.

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October 2023 marks the 50th anniversary of the moment when the world faced the first oil shock of 1973—1974. As time has shown, its influence (along with the influence of the second oil shock of 1979—1980) turned out to be significant not only for the “Capitalist Bloc”, but also for the “Socialist Camp”. On the eve of the first oil shock, in the spring and summer of 1973, a new working body was created within the framework of the Comecon (its Standing Commission on Foreign Trade), the so-called Petroleum Bureau. It was the Petroleum Bureau that in 1973—1978 represented the main coordinating an

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22

Hamada, Robert S. "Report of the Representative to the National Bureau of Economic Research*." Journal of Finance 53, no. 4 (1998): 1435–36. http://dx.doi.org/10.1111/0022-1082.00061.

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23

Hamada, Robert S. "Report of the Representative to the National Bureau of Economic Research." Journal of Finance 54, no. 4 (1999): 1547–48. http://dx.doi.org/10.1111/0022-1082.00158.

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24

Dix, Guus. "Microeconomic forecasting: Constructing commensurable futures of educational reforms." Social Studies of Science 49, no. 2 (2019): 180–207. http://dx.doi.org/10.1177/0306312719837364.

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According to economists from the Netherlands Bureau for Economic Policy Analysis, the introduction of performance pay for primary and secondary school teachers would lead to an increase in Dutch GDP of one-and-a-half percent in 2070. A new epistemic practice of microeconomic forecasting undergirded this attempt to make the distant future part of the political present. Taking the construction of the economic growth potential of performance pay as a starting point, this article analyzes how microeconomic forecasting emerged in one of the world’s oldest forecasting bureaus – and to what consequen

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25

Newton, H. Joseph. "A Conversation with William Gould." Stata Journal: Promoting communications on statistics and Stata 5, no. 1 (2005): 19–31. http://dx.doi.org/10.1177/1536867x0500500103.

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William Gould is President of StataCorp. He was born in Burbank, California, on January 21, 1952. He received a B.A. in economics from UCLA in 1974 and a C. Phil. in economics from UCLA in 1977, after initially majoring in physics and then engineering. He studied economics in the Ph.D. program at UCLA and was simultaneously a Research Fellow at The Rand Corporation. He did not turn in his dissertation in labor economics before becoming a Senior Research Associate at the National Bureau of Economic Research in Stanford, California, in 1977. In 1979, he become a Senior Economist at Unicon Resear

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26

Gittleman, Maury, and Brooks Pierce. "Compensation for State and Local Government Workers." Journal of Economic Perspectives 26, no. 1 (2012): 217–42. http://dx.doi.org/10.1257/jep.26.1.217.

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Are state and local government workers overcompensated? In this paper, we step back from the highly charged rhetoric and address this question with the two primary data sources for looking at compensation of state and local government workers: the Current Population Survey conducted by the Bureau of the Census for the Bureau of Labor Statistics, and the Employer Costs for Employee Compensation microdata collected as part of the National Compensation Survey of the Bureau of Labor Statistics. In both data sets, the workers being hired in the public sector have higher skill levels than those in t

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27

Berg, Tobias, Valentin Burg, Ana Gombović, and Manju Puri. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints." Review of Financial Studies 33, no. 7 (2019): 2845–97. http://dx.doi.org/10.1093/rfs/hhz099.

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Abstract We analyze the information content of a digital footprint—that is, information that users leave online simply by accessing or registering on a Web site—for predicting consumer default. We show that even simple, easily accessible variables from a digital footprint match the information content of credit bureau scores. A digital footprint complements rather than substitutes for credit bureau information and affects access to credit and reduces default rates. We discuss the implications for financial intermediaries’ business models, access to credit for the unbanked, and the behavior of

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28

Kenneth, Obasi K., and Osah O. Sarah. "The Economics of Educational Planning: The Nigerian Challenge." European Journal of Education and Pedagogy 2, no. 5 (2021): 17–24. http://dx.doi.org/10.24018/ejedu.2021.2.5.145.

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    An increase in demand for educational services and the rising cost of satisfying the demand with the scarce resources available is a major justification for introducing economics in educational planning. This paper examined the economics of educational planning and the challenges faced by Nigerian educational planners. It looked at the concept of educational planning and the basis for introducing economics into educational planning. It also discussed economic concepts like demand for educational services, cost-benefit analysis, cost-effectiveness and the budgeting p

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29

Rahman, Yozi Aulia, and Affandi Dwi Prasetyo. "Economics and Crime Rates in Indonesia." JEJAK 11, no. 2 (2018): 401–12. http://dx.doi.org/10.15294/jejak.v11i2.16060.

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The Indonesian economy indicates good performance but it is not followed by the decrease in crime rates. The aim of research is to find out and analyze the effects of unemployment, education, wages, and case completion rates on the crime rates in Indonesia in 2012 – 2016. This research uses the panel data using the Fixed Effect Model (FEM) with Generalized Least Square (GLS) method. The data used in this research is the secondary data collected from the Central Bureau of Statistics and the Indonesian National Police since 2012 until 2016. The data includes the open unemployment rate, the schoo

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30

Dasgupta, Kabir, Fatimah Shaalan, and Mike Zabek. "Shedding Light on Survey Accuracy—A Comparison between SHED and Census Bureau Survey Results." Finance and Economics Discussion Series, no. 2025-010 (February 2025): 1. https://doi.org/10.17016/feds.2025.010.

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The annual Survey of Household Economics and Decisionmaking (SHED) receives substantial research attention for topics related to household finances and economic well-being. To assess the reliability of data from the SHED, we compare aggregate statistics from the SHED with prominent, nationally representative surveys that use different survey designs, sample methodologies, and interview modes. Specifically, we compare recent statistics from the SHED with similar questions in U.S. Census Bureau surveys, including the Current Population Survey (CPS) and the American Community Survey (ACS). Overal

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31

Groshen, Erica L., Brian C. Moyer, Ana M. Aizcorbe, Ralph Bradley, and David M. Friedman. "How Government Statistics Adjust for Potential Biases from Quality Change and New Goods in an Age of Digital Technologies: A View from the Trenches." Journal of Economic Perspectives 31, no. 2 (2017): 187–210. http://dx.doi.org/10.1257/jep.31.2.187.

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A key economic indicator is real output. To get this right, we need to measure accurately both the value of nominal GDP (done by Bureau of Economic Analaysis) and key price indexes (done mostly by Bureau of Labor Statisticcs). All of us have worked on these measurements while at the BLS and the BEA. In this article, we explore some of the thorny statistical and conceptual issues related to measuring a dynamic economy. An often-stated concern is that the national economic accounts miss some of the value of some goods and services arising from the growing digital economy. We agree that measureme

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32

Pautler, Paul A. "A Brief History of the FTC’s Bureau of Economics: Reports, Mergers, and Information Regulation." Review of Industrial Organization 46, no. 1 (2014): 59–94. http://dx.doi.org/10.1007/s11151-014-9430-3.

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33

Biddle, Jeff. "Statistical Inference in Economics in the 1920s and 1930s." History of Political Economy 53, no. 6 (2021): 53–80. http://dx.doi.org/10.1215/00182702-9414775.

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Statistical inference is the process of drawing conclusions from samples of statistical data about things not fully described or recorded in those samples. During the 1920s, economists in the United States articulated a general approach to statistical inference that downplayed the value of the inferential measures derived from probability theory that later came to be central to the idea of statistical inference in economics. This approach is illustrated by the practices of economists of the Bureau of Economic Analysis of the US Department of Agriculture, who regularly analyzed statistical samp

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34

Bilorus, Oleh H. "THE REAL VALUE IS TO ALWAYS REMAIN ONESELF To the 70th anniversary of Academician of NAS of Ukraine T.I. Iefimenko." Visnik Nacional'noi' academii' nauk Ukrai'ni, no. 12 (December 20, 2020): 76–86. http://dx.doi.org/10.15407/visn2020.12.076.

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December 2020 marks the 70th anniversary of the famous scientist-economist, public figure, initiator and organizer of many innovations in public finance management, Honored Economist of Ukraine (2000), Doctor of Economics (2003), Professor (2005), member of the Bureau of the Department of Economics of the NAS of Ukraine (2015), winner of the M.I. Tuhan-Baranovskyi Prize of the NAS of Ukraine (2016), Academician of the NAS of Ukraine (2018) Tetyana I. Iefimenko.

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35

Wei-qi, Cheng. "State Assets Management Bureau: A Right Strategy?" Journal of Comparative Asian Development 7, no. 1 (2008): 47–79. http://dx.doi.org/10.1080/15339114.2008.9678454.

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36

Gander, James P. "Deregulation and Interdependence in the Asia-Pacific Region. National Bureau of Economic Research East Asia Seminar on Economics, Volume 8." Journal of Asian Economics 11, no. 4 (2000): 477–78. http://dx.doi.org/10.1016/s1049-0078(00)00073-7.

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37

Craft, Erik D. "Private Weather Organizations and the Founding of the United States Weather Bureau." Journal of Economic History 59, no. 4 (1999): 1063–71. http://dx.doi.org/10.1017/s0022050700024141.

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38

M. Abowd, John, Ian M. Schmutte, William N. Sexton, and Lars Vilhuber. "Why the Economics Profession Must Actively Participate in the Privacy Protection Debate." AEA Papers and Proceedings 109 (May 1, 2019): 397–402. http://dx.doi.org/10.1257/pandp.20191106.

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When Google or the US Census Bureau publishes detailed statistics on browsing habits or neighborhood characteristics, some privacy is lost for everybody while supplying public information. To date, economists have not focused on the privacy loss inherent in data publication. In their stead, these issues have been advanced almost exclusively by computer scientists who are primarily interested in technical problems associated with protecting privacy. Economists should join the discussion, first to determine where to balance privacy protection against data quality--a social choice problem. Furthe

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39

Vaillant, Nicolas G. "Discrimination in matchmaking: evidence from the price policy of a French marriage bureau." Applied Economics 36, no. 7 (2004): 723–29. http://dx.doi.org/10.1080/0003684042000222098.

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40

Gusmini, Gabriele, and Todd C. Wehner. "Fifty-five Years of Yield Improvement for Cucumber, Melon, and Watermelon in the United States." HortTechnology 18, no. 1 (2008): 9–12. http://dx.doi.org/10.21273/horttech.18.1.9.

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Yield data for the major cucurbit crops in the United States have been collected and summarized. Yield trends are presented for cucumber (Cucumis sativus; processing and fresh-market), melon (Cucumis melo; muskmelon and honeydew), and watermelon (Citrullus lanatus) for the period 1951–2005. Data have been obtained from the U.S. Department of Agriculture, as originally reported by six of its units: Agricultural Marketing Service, Agricultural Research Service, Bureau of Agricultural Economics, Economic Statistics Service, National Agricultural Statistics Service, and Statistical Reporting Servi

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41

Rees, Hedley, K. F. Wallis, and M. F. Andrews. "Models of the UK Economy: A Third Review by the ESRC Macroeconomic Modelling Bureau." Economic Journal 97, no. 387 (1987): 758. http://dx.doi.org/10.2307/2232941.

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42

Barker, Terry, K. F. Wallis, P. G. Fisher, J. A. Longbottom, D. S. Turner, and J. D. Whitley. "Models of the UK Economy: A Fourth Review of the ESRC Macroeconomic Modelling Bureau." Economica 56, no. 224 (1989): 533. http://dx.doi.org/10.2307/2554332.

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43

Holden, Kenneth, K. F. Wallis, P. G. Fisher, J. A. Longbottom, D. S. Turner, and J. D. Whitley. "Models of the UK Economy: A Fourth Review by the ESRC Macroeconomic Modelling Bureau." Economic Journal 98, no. 392 (1988): 879. http://dx.doi.org/10.2307/2233939.

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44

Craven, B. M., B. Dick, and B. Wood. "The behaviour of a resource reducing bureau. A case study of an English polytechnic." Applied Economics 18, no. 1 (1986): 87–99. http://dx.doi.org/10.1080/00036848600000016.

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45

Claar, Victor V. "An Incentive-Compatibility Approach To the Problem of Monitoring a Bureau." Public Finance Review 26, no. 6 (1998): 599–610. http://dx.doi.org/10.1177/109114219802600605.

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46

Davis, Steven J., R. Jason Faberman, and John Haltiwanger. "The Flow Approach to Labor Markets: New Data Sources and Micro–Macro Links." Journal of Economic Perspectives 20, no. 3 (2006): 3–26. http://dx.doi.org/10.1257/jep.20.3.3.

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New data sources and products developed by the Bureau of Labor Statistics and the Bureau of the Census highlight the fluid character of U.S. labor markets. Private sector job creation and destruction rates average nearly 8 percent of employment per quarter. Worker flows in the form of hires and separations are more than twice as large. The data also underscores the lumpy nature of micro-level employment adjustments. More than two-thirds of job destruction occurs at establishments that shrink by more than 10 percent within the quarter, and more than one-fifth occurs at those that shut down. Our

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47

Betancourt, Roger R. "How the U.S. Census Bureau e-commerce figures overestimate output and online sales." Economics Letters 172 (November 2018): 157–59. http://dx.doi.org/10.1016/j.econlet.2018.09.004.

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48

POSNER, RICHARD A. "From the new institutional economics to organization economics: with applications to corporate governance, government agencies, and legal institutions." Journal of Institutional Economics 6, no. 1 (2010): 1–37. http://dx.doi.org/10.1017/s1744137409990270.

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Abstract:This paper applies the principles of organization economics (an offshoot of organization theory and a cousin of the New Institutional Economics) to a variety of organizations, mainly public ones. Organization economics seeks to understand and improve the ways in which organizations overcome agency costs, information costs, and other obstacles to efficiency. The private organization discussed in the paper is the modern publicly held (that is, dispersed ownership) business corporation, and the particular problem on which I focus is excessive executive compensation as a symptom of weakne

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49

Turkeeva, K. A., N. Zh Brimbetova, A. Sh Suleimenova, and Sh Zh Tuyebekova. "New Opportunities and Prerequisites for Cross-Border Cooperation between Kazakhstan and Uzbekistan." Economics: the strategy and practice 18, no. 3 (2023): 140–56. http://dx.doi.org/10.51176/1997-9967-2023-3-140-156.

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The purpose of this article is to explore the cross-border processes of neighbouring countries based on the interaction and mutual influence of the economies of Kazakhstan and Uzbekistan and to identify new opportunities in the development of border areas. Scientific research has been studied and a review of literary sources reflecting not only the processes of interaction between Kazakhstan and Uzbekistan in the field of economics, politics, economic security, education and the formation of infrastructure projects has been conducted. Research and compare the economic development of the two co

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50

Swierzewski, Kathryn. "Educational assortative mating in the United States and the effect on income inequality by household from 1960 to 2005." SURG Journal 6, no. 1 (2013): 42–51. http://dx.doi.org/10.21083/surg.v6i1.1826.

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This study examines the effect assortative mating by education has on income inequality by household. In contrast to the majority of other literature in this field which focus on the United States (U.S.) as a whole, this study makes use of state-level data to examine the marriage mating market with respect to education attainment. It also examines how homogamous partnerships increase income inequality across households by analyzing changes in the Gini coefficient over time. Panel data for this analysis is from the U.S. Bureau of Economic Analysis and the Integrated Public Use Microdata Series

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