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“Big Data” in Economic History

  • Myron P. Gutmann (a1), Emily Klancher Merchant (a2) and Evan Roberts (a3)
Abstract

Big data is an exciting prospect for the field of economic history, which has long depended on the acquisition, keying, and cleaning of scarce numerical information about the past. This article examines two areas in which economic historians are already using big data – population and environment – discussing ways in which increased frequency of observation, denser samples, and smaller geographic units allow us to analyze the past with greater precision and often to track individuals, places, and phenomena across time. We also explore promising new sources of big data: organically created economic data, high resolution images, and textual corpora.

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We thank the editors of the Journal for the opportunity to undertake this review, and for their comments and feedback throughout the writing of the paper. Jeremy Mikecz provided assistance in the research on agriculture and environment data. Evan Roberts gratefully acknowledges support from the Minnesota Population Center (Project 5R24HD041023), funded through grants from the Eunice Kennedy Shriver National Institute for Child Health and Human Development. Myron Gutmann acknowledges support from the University of Colorado Population Center funded through a grant from the Eunice Kennedy Shriver National Institute for Child Health and Human Development (Project 2P2CHD066613-06) for research and administrative support.

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Aaronson, Daniel, Dehejia, Rajeev, Jordan, Andrew, et al. “The Effect of Fertility on Mothers' Labor Supply over the Last Two Centuries.” NBER Working Paper No. 23717, Cambridge, MA, 2017.
Abowd, John M., Stephens, Bryce E., Vilhuber, Lars, et al. “The LEHD Infrastructure Files and the Creation of the Quarterly Workforce Indicators.” In Producer Dynamics: New Evidence from Micro Data, 149230. Chicago: University of Chicago Press.
Abramitzky, Ran, Boustan, Leah Platt, and Eriksson, Katherine. “Europe's Tired, Poor, Huddled Masses: Self-Selection and Economic Outcomes in the Age of Mass Migration.” American Economic Review 102, no. 5 (2012): 1832–56.
Abramitzky, Ran, Boustan, Leah Platt. “Have the Poor Always Been Less Likely to Migrate? Evidence from Inheritance Practices During the Age of Mass Migration.” Journal of Development Economics 102 (2013): 214.
Abramitzky, Ran, Boustan, Leah Platt. “A Nation of Immigrants: Assimilation and Economic Outcomes in the Age of Mass Migration.” Journal of Political Economy 122, no. 3 (2014): 467506.
Anderson, Albert F.Statistics and Massive Data Sets: One View from the Social Sciences.” In Massive Datasets: Proceedings of a Workshop, Committee on Applied and Theoretical Statistics, National Research Council, 33–38. Washington, DC: National Academies Press, 1997.
Antenucci, Dolan, Cafarella, Michael J., Levenstein, Margaret C., et al. “Using Social Media to Measure Labor Market Flows.” NBER Working Paper No. 20010, Cambridge, MA, 2014.
Ashplant, T.G., and Wilson, Adrian. “Present-Centred History and the Problem of Historical Knowledge.” Historical Journal 31, no. 2 (1988): 253–74.
Atack, Jeremy, Bateman, Fred, and Gregson, Mary Eschelbach. “‘Matchmaker, Matchmaker, Make Me a Match’ a General Personal Computer-Based Matching Program for Historical Research.” Historical Methods 25, no. 2 (1992): 5365.
Atkinson, Anthony B., Piketty, Thomas, and Saez, Emmanuel. “Top Incomes in the Long Run of History.” Journal of Economic Literature 49, no. 1 (2011): 371.
Bagger, Jesper, and Seltzer, Andrew. “Administrative and Survey Data in Personnel Economics.” Australian Economic Review 47, no. 1 (2014): 137–46.
Bailey, Martha. “Longitudinal, Intergenerational Family Electronic Micro-Database Project.” Ann Arbor: University of Michigan, 2017. Available at http://sites.lsa.umich.edu/life-m/.
Bandiera, Oriana, Rasul, Imran, and Viarengo, Martina. “The Making of Modern America: Migratory Flows in the Age of Mass Migration.” Journal of Development Economics 102 (2013): 2347.
Bankoff, Greg. “Comparing Vulnerabilities: Toward Charting an Historical Trajectory of Disasters.” Historical Social Research/Historische Sozialforschung (2007): 103–14.
Barclay, Kieron, Keenan, Katherine, Grundy, Emily, et al. “Reproductive History and Post-Reproductive Mortality: A Sibling Comparison Analysis Using Swedish Register Data.” Social Science & Medicine 155 (2016): 8292.
Barclay, Kieron, and Kolk, Martin. “Birth Order and Mortality: A Population-Based Cohort Study.” Demography 52, no. 2 (2015): 613–39.
Bates, David W., Saria, Suchi, Ohno-Machado, Lucila, et al. “Big Data in Health Care: Using Analytics to Identify and Manage High-Risk and High-Cost Patients.” Health Affairs 33, no. 7 (2014): 1123–31.
Bauer, Thomas K., Bender, Stefan, Heining, Jörg, et al. “The Lunar Cycle, Sunspots and the Frequency of Births in Germany, 1920–1989.” Economics & Human Biology 11, no. 4 (2013): 545–50.
Beach, Brian, Ferrie, Joseph, Saavedra, Martin, et al. “Typhoid Fever, Water Quality, and Human Capital Formation.” Journal of Economic History 76, no. 1 (2016): 4175.
Bearman, Peter. “Big Data and Historical Social Science.” Big Data & Society 2, no. 2 (2015).
Becker, Sascha O., and Woessmann, Ludger. “Was Weber Wrong? A Human Capital Theory of Protestant Economic History.” Quarterly Journal of Economics 124, no. 2 (2009): 531–96.
Bengtsson, Tommy, Campbell, Cameron, Lee, James Z., et al. Life Under Pressure: Mortality and Living Standards in Europe and Asia, 1700–1900. Cambridge: MIT Press 2004.
Bengtsson, Tommy, Dribe, Martin, Quaranta, Luciana, et al. “The Scanian Economic Demographic Database, Version 4.0 (Machine-Readable Database).” Lund: University of Lund, 2014. http://www.ed.lu.se/databases/sedd.
Bholat, David. “Big Data and Central Banks.” Big Data & Society 2, no. 1 (2015).
Black, Sandra E., Devereux, Paul J., and Salvanes, Kjell G.. “Under Pressure? The Effect of Peers on Outcomes of Young Adults.” Journal of Labor Economics 31, no. 1 (2013): 119–53.
Blake, Kellee. “‘First in the Path of the Firemen’: The Fate of the 1890 Population Census.” Prologue Magazine 28, no. 1 (1996): 6481.
Blaser, Lucinda. “Old Weather: Approaching Collections from a Different Angle.” In Crowdsourcing Our Cultural Heritage, edited by Ridge, Mia, 4556. London: Routledge, 2014.
Bleakley, Hoyt, and Ferrie, Joseph. “Shocking Behavior: Random Wealth in Antebellum Georgia and Human Capital across Generations.” Quarterly Journal of Economics 131, no. 3 (2016): 1455–95.
Boberg-Fazlic, Nina, Sharp, Paul, and Weisdorf, Jacob. “Survival of the Richest? Social Status, Fertility and Social Mobility in England 1541–1824.” European Review of Economic History 15, no. 3 (2011): 365–92.
Boustan, Leah Platt. “Competition in the Promised Land: Black Migration and Racial Wage Convergence in the North, 1940–1970.” Journal of Economic History 69, no. 3 (2009): 755–82.
Bowyer, Alex, Lintott, Chris, Hines, Greg, et al. “Panoptes, a Project Building Tool for Citizen Science.” Proceedings of the Association for the Advancement of Artificial Intelligence (AAAI) Conference on Human Computation and Crowdsourcing (HCOMP 15). San Diego: AAAI Press, 2015.
Broeckel, Ulrich, Hengstenberg, Christian, Mayer, Bjoern, et al. “A Locus on Chromosome 10 Influences C-Reactive Protein Levels in Two Independent Populations.” Human Genetics 122, no. 1 (2007): 95102.
Burrows, Roger, and Savage, Mike. “After the Crisis? Big Data and the Methodological Challenges of Empirical Sociology.” Big Data & Society 1, no. 1 (2014). doi: 10.1177/2053951714540280.
Candido dos Reis, Francisco J., Lynn, Stuart, Raza Ali, H., et al. “Crowdsourcing the General Public for Large Scale Molecular Pathology Studies in Cancer.” EBioMedicine 2, no. 7 (2015): 681–89.
Cantoni, Davide. “The Economic Effects of the Protestant Reformation: Testing the Weber Hypothesis in the German Lands.” Journal of the European Economic Association 13, no. 4 (2015): 561–98.
Cavallo, Alberto, and Rigobon, Roberto. “The Billion Prices Project: Using Online Prices for Measurement and Research.” Journal of Economic Perspectives 30, no. 2 (2016): 151–78.
Chen, Qiang. “Climate Shocks, Dynastic Cycles and Nomadic Conquests: Evidence from Historical China.” Oxford Economic Papers 67, no. 2 (2015): 185204.
Chetty, Raj, Hendren, Nathaniel, Kline, Patrick, et al. “Is the United States Still a Land of Opportunity? Recent Trends in Intergenerational Mobility.” American Economic Review 104, no. 5 (2014): 141–47.
Chetty, Raj, Stepner, Michael, Abraham, Sarah, et al. “The Association between Income and Life Expectancy in the United States, 2001–2014.” JAMA 315, no. 16 (2016): 1750–66.
Claus, Iris, Creedy, John, and Teng, Josh. “The Elasticity of Taxable Income in New Zealand.” Fiscal Studies 33, no. 3 (2012): 287303.
Clotfelter, Charles T.Tax Evasion and Tax Rates: An Analysis of Individual Returns.” Review of Economics and Statistics 65, no. 3 (1983): 363–73.
Collins, William J.Looking Forward: Positive and Normative Views of Economic History's Future.” Journal of Economic History 75, no. 4 (2015): 1228–33.
Collins, William J., and Wanamaker, Marianne H.. “The Great Migration in Black and White: New Evidence on the Selection and Sorting of Southern Migrants.” Journal of Economic History 75, no. 4 (2015): 947–92.
Conrad, Alfred J., and Meyer, John R.. “The Economics of Slavery in the Antebellum South.” Journal of Political Economy 66, no. 2 (1958): 95130.
Cutler, David M., Glaeser, Edward L., and Vigdor, Jacob L.. “The Rise and Decline of the American Ghetto.” Journal of Political Economy 107, no. 3 (1999): 455506.
Daly, Christopher, Gibson, Wayne P., Taylor, George H., et al. “A Knowledge-Based Approach to the Statistical Mapping of Climate.” Climate Research 22, no. 2 (2002): 99113.
Daly, Christopher, Halbleib, Michael, Smith, Joseph I., et al. “Physiographically Sensitive Mapping of Climatological Temperature and Precipitation across the Conterminous United States.” International Journal of Climatology 28, no. 15 (2008): 2031–64.
Deane, Glenn, and Gutmann, Myron P.. “Blowin'down the Road: Investigating Bilateral Causality between Dust Storms and Population in the Great Plains.” Population Research and Policy Review 22, no. 4 (2003): 297331.
Devereux, Paul J., Black, Sandra E., and Salvanes, Kjell G. “From the Cradle to the Labor Market? The Effect of Birth Weight.” Quarterly Journal of Economics 122, no. 1 (2007): 409–39.
Dillon, Lisa, Amorevieta-Gentil, Marilyn, Caron, Marianne, et al. “The Programme De Recherche En Démographie Historique: Past, Present and Future Developments in Family Reconstitution.” History of the Family (2017): 134.
Dittmar, Jeremiah, and Seabold, Skipper. “Media, Markets and Institutional Change: The Protestant Reformation.” Center for Economic Performance Discussion Paper, London, UK, 2015.
Dorman, Robert L.The Creation and Destruction of the 1890 Federal Census.” American Archivist 71 (2008): 350–83.
Dribe, Martin, David Hacker, J., and Scalone, Francesco. “The Impact of Socio-Economic Status on Net Fertility During the Historical Fertility Decline: A Comparative Analysis of Canada, Iceland, Sweden, Norway, and the USA.” Population Studies 68, no. 2 (2014): 135–49.
Dribe, Martin, and Helgertz, Jonas. “The Lasting Impact of Grandfathers: Class, Occupational Status, and Earnings over Three Generations in Sweden 1815–2011.” Journal of Economic History 76, no. 4 (2016): 9691000.
Easterlin, Richard A.Population Change and Farm Settlement in the Northern United States.” Journal of Economic History 36, no. 1 (1976): 4575.
Eijkemans, Marinus J.C., Poppel, Frans Van, Habbema, Dik F., et al. “Too Old to Have Children? Lessons from Natural Fertility Populations.” Human Reproduction (2014): 19.
Einav, Liran, and Levin, Jonathan. “Economics in the Age of Big Data.” Science 346, no. 6210 (2014): 1243089.
Epstein, Steven. “The Construction of Lay Expertise: AIDS Activism and the Forging of Credibility in the Reform of Clinical Trials.” Science, Technology & Human Values 20, no. 4 (1995): 408–37.
Eveleigh, Alexandra, Jennett, Charlene, Blandford, Ann, et al. “Designing for Dabblers and Deterring Drop-Outs in Citizen Science.” In Proceedings of the 32nd Annual ACM Conference on Human Factors in Computing Systems, 2985–94. Toronto, Canada: Association for Computing Machinery, 2014.
Feigenbaum, James J.A Machine Learning Approach to Census Record Linking.” Cambridge: Harvard University, 2016. Available at http://scholar.harvard.edu/files/jfeigenbaum/files/feigenbaum-censuslink.pdf.
Feldman, Naomi E.; Peter Katuščák, and Kawano, Laura. “Taxpayer Confusion: Evidence from the Child Tax Credit.” American Economic Review 106, no. 3 (2016): 807–35.
Ferrie, Joseph P.The Wealth Accumulation of Antebellum European Immigrants to the U.S., 1840–60.” Journal of Economic History 54, no. 1 (1994): 133.
Ferrie, Joseph P.. Yankeys Now: Immigrants in the Antebellum United States. New York: Oxford University Press, 1999.
Ferrie, Joseph P.. “History Lessons: The End of American Exceptionalism? Mobility in the United States since 1850.” Journal of Economic Perspectives 19, no. 3 (2005): 199215.
Ferrie, Joseph P., and Rolf, Karen. “Socioeconomic Status in Childhood and Health after Age 70: A New Longitudinal Analysis for the U.S., 1895–2005.” Explorations in Economic History 48, no. 4 (2011): 445–60.
Fitzgerald, Michael. “Better Data Brings a Renewal at the Bank of England.” MIT Sloan Management Review (May 2016): 313.
Fleisig, Heywood W.Slavery, the Supply of Agricultural Labor, and the Industrialization of the South.” Journal of Economic History 36, no. 3 (1976): 572–97.
Fogel, Robert W., Costa, Dora L., Haines, Michael, et al. “Aging of Veterans of the Union Army: Version M-5.” Center for Population Economics University of Chicago Graduate School of Business, Department of Economics Brigham Young University, and The National Bureau of Economic Research, 2000. http://uadata.org.
Fogel, Robert William, and Engerman, Stanley L.. Time on the Cross: The Economics of American Negro Slavery. Boston: Little, Brown and Company, 1974.
Franzosi, Roberto, Fazio, Gianluca De, and Vicari, Stefania. “Ways of Measuring Agency: An Application of Quantitative Narrative Analysis to Lynchings in Georgia (1875–1930).” Sociological Methodology 42, no. 1 (2012): 142.
Gagnon, Alain, Smith, Ken R., Tremblay, Marc, et al. “Is There a Trade-Off between Fertility and Longevity? A Comparative Study of Women from Three Large Historical Databases Accounting for Mortality Selection.” American Journal of Human Biology 21, no. 4 (2009): 533–40.
Gagnon, Alain, Tremblay, Marc, Vézina, Hélène, et al. “Once Were Farmers: Occupation, Social Mobility, and Mortality During Industrialization in Saguenay-Lac-Saint-Jean, Quebec 1840–1971.” Explorations in Economic History 48, no. 3 (2011): 429–40.
Gandomi, Amir, and Haider, Murtaza. “Beyond the Hype: Big Data Concepts, Methods, and Analytics.” International Journal of Information Management 35, no. 2 (2015): 137–44.
Gao, Cheng, and Mizrach, Bruce. “Market Quality Breakdowns in Equities.” Journal of Financial Markets 28 (2016): 123.
Gentzkow, Matthew, and Shapiro, Jesse M. “What Drives Media Slant? Evidence from US Daily Newspapers.” Econometrica 78, no. 1 (2010): 3571.
Glaeser, Edward L., Kominers, Scott Duke, Luca, Michael, et al. “Big Data and Big Cities: The Promises and Limitations of Improved Measures of Urban Life.” Economic Inquiry 56, no. 1 (2018): 114–37.
Goeken, Ron, Huynh, Lap, Lynch, T. A., et al. “New Methods of Census Record Linking.” Historical Methods 44, no. 1 (2011): 714.
Goldewijk, Kees Klein. “Estimating Global Land Use Change over the Past 300 Years: The Hyde Database.” Global Biogeochemical Cycles 15, no. 2 (2001): 417–33.
Goldin, Claudia. “Female Labor Force Participation: The Origin of Black and White Differences, 1870 and 1880.” Journal of Economic History 37, no. 1 (1977): 87108.
González, Felipe, Marshall, Guillermo, and Naidu, Suresh. “Start-up Nation? Slave Wealth and Entrepreneurship in Civil War Maryland.” Journal of Economic History 77, no. 2 (2017): 373405.
Graham, Mark, and Shelton, Taylor. “Geography and the Future of Big Data, Big Data and the Future of Geography.” Dialogues in Human Geography 3, no. 3 (2013): 255–61.
Grayson, Richard. “A Life in the Trenches? The Use of Operation War Diary and Crowdsourcing Methods to Provide an Understanding of the British Army's Day-to-Day Life on the Western Front.” British Journal for Military History 2, no. 2 (2016).
Gregory, Ian N., Marti-Henneberg, Jordi, and Tapiador, Francisco J.. “Modelling Long-Term Pan-European Population Change from 1870 to 2000 by Using Geographical Information Systems.” Journal of the Royal Statistical Society: Series A (Statistics in Society) 173, no. 1 (2010): 3150.
Griffith, Rachel, and O'Connell, Martin. “The Use of Scanner Data for Research into Nutrition.” Fiscal Studies 30, no. 3–4 (2009): 339–65.
Grimmer, Justin. “We Are All Social Scientists Now: How Big Data, Machine Learning, and Causal Inference Work Together.” PS: Political Science & Politics 48, no. 1 (2015): 8083.
Groves, Robert M.Three Eras of Survey Research.” Public Opinion Quarterly 75, no. 5 (2011): 861–71.
Grundy, Emily, and Kravdal, Øystein. “Fertility History and Cause-Specific Mortality: A Register-Based Analysis of Complete Cohorts of Norwegian Women and Men.” Social Science & Medicine 70, no. 11 (2010): 1847–57.
Grundy, Emily, and Kravdal, Øystein. “Do Short Birth Intervals Have Long-Term Implications for Parental Health? Results from Analyses of Complete Cohort Norwegian Register Data.” Journal of Epidemiology and Community Health 68, no. 10 (2014): 958–64.
Gullickson, Aaron. “Black/White Interracial Marriage Trends, 1850–2000.” Journal of Family History 31, no 3 (2006): 289312.
Gutmann, Myron P.Great Plains Population and Environment Data: Agricultural Data, 1870–1997 [United States].” Ann Arbor: Inter-university Consortium for Political and Social Research, 2005.
Gutmann, Myron P.. “Great Plains Population and Environment Data: Social and Demographic Data, 1870–2000 [United States].” Ann Arbor: Inter-university Consortium for Political and Social Research, 2007.
Gutmann, Myron P., Brown, Daniel, Cunningham, Angela R., et al. “Migration in the 1930s: Beyond the Dust Bowl.” Social Science History 40, no. 4 (2016): 707–40.
Hacker, J. David, and Roberts, Evan. “The Impact of Kin Availability, Parental Religiosity, and Nativity on Fertility Differentials in the Late Nineteenth-Century United States.” Demographic Research 37, no. 34 (2017): 1049–80.
Hacking, Ian. “Biopower and the Avalanche of Printed Numbers.” Humanities in Society 5 (1982): 279–95.
Haines, Michael R.Historical, Demographic, Economic, and Social Data: The United States, 1790–2002.” Ann Arbor: Inter-university Consortium for Political and Social Research, 2010.
Hall, Patricia Kelly, McCaa, Robert, and Thorvaldsen, Gunnar, eds. A Handbook of International Historical Microdata for Population Research. Minneapolis: Minnesota Population Center, 2000.
Ham, F. Gerald. “Archival Choices: Managing the Historical Record in an Age of Abundance.” Armerican Archivist 47, no. 1 (1984): 1122.
Hargittai, Eszter. “Is Bigger Always Better? Potential Biases of Big Data Derived from Social Network Sites.” Annals of the American Academy of Political and Social Science 659, no. 1 (2015): 6376.
Hartman, Melannie D., Merchant, Emily R., Parton, William J., et al. “Impact of Historical Land-Use Changes on Greenhouse Gas Exchange in the US Great Plains, 1883–2003.” Ecological Applications 21, no. 4 (2011): 1105–19.
Hausman, Jerry. “Sources of Bias and Solutions to Bias in the Consumer Price Index.” Journal of Economic Perspectives 17, no. 1 (2003): 2344.
Henderson, J. Vernon, Storeygard, Adam, and Weil, David N.. “Measuring Economic Growth from Outer Space.” American Economic Review 102, no. 2 (2012): 9941028.
Herweijer, Celine, Seager, Richard, Cook, Edward R., et al. “North American Droughts of the Last Millennium from a Gridded Network of Tree-Ring Data.” Journal of Climate 20, no. 7 (2007): 1353–76.
Humphries, Jane. “‘The Most Free from Objection …’ The Sexual Division of Labor and Women's Work in Nineteenth-Century England.” Journal of Economic History 47, no. 4 (1987): 929–49.
Committee, Index. “Report of Index Committee.” Wellington, NZ: Appendices to the Journals of the House of Representatives, 1948.
Irwin, Alan. Citizen Science: A Study of People, Expertise and Sustainable Development. New York: Routledge, 1995.
Ivancic, Lorraine, Erwin Diewert, W., and Fox, Kevin J.. “Scanner Data, Time Aggregation and the Construction of Price Indexes.” Journal of Econometrics 161, no. 1 (2011): 2435.
Jackson, R. V. Index to the Eighth Census of the United States. Salt Lake City: Accelerated Indexing Systems International, 1992.
Jelveh, Zubin, Kogut, Bruce, and Naidu, Suresh. “Political Language in Economics.” Research Paper No. 14-57, Columbia Business School, New York, NY, 2015.
Jennett, Charlene, Kloetzer, Laure, Schneider, Daniel, et al. “Motivations, Learning and Creativity in Online Citizen Science.” Journal of Science Communication 15, no. 3 (2016): 123.
Jennings, Julia A., Sullivan, Allison R., and David Hacker, J.. “Intergenerational Transmission of Reproductive Behavior During the Demographic Transition.” Journal of Interdisciplinary History 42, no. 4 (2012): 543–69.
Jensen, Jacob, Naidu, Suresh, Kaplan, Ethan, et al. “Political Polarization and the Dynamics of Political Language: Evidence from 130 Years of Partisan Speech [with Comments and Discussion].” Brookings Papers on Economic Activity 2 (2012): 181.
Jia, Ruixue. “Weather Shocks, Sweet Potatoes and Peasant Revolts in Historical China.” Economic Journal 124, no. 575 (2014): 92118.
Johnson, Ryan S.The Economic Progress of American Black Workers in a Period of Crisis and Change, 1916–1950.” Journal of Economic History 64, no. 2 (2004): 552–58.
Kaplan, Greg, and Schulhofer-Wohl, Sam. “Inflation at the Household Level.” NBER Working Paper No. 22331, Cambridge, MA, 2016.
Kaplan, Jed O., Krumhardt, Kristen M., and Zimmermann, Niklaus. “The Prehistoric and Preindustrial Deforestation of Europe.” Quaternary Science Reviews 28, no. 27 (2009): 3016–34.
Katz, Michael B. The People of Hamilton, Canada West: Family and Class in a Mid-Nineteenth-Century City. Cambridge: Harvard University Press, 1975.
Kay, David, and Harmelen, Mark van. Activity Data - Delivering Benefits from the Data Deluge. London: Joint Information Systems Committee, 2012.
Kerber, Richard A., O'Brien, Elizabeth, Smith, Ken R., et al. “Familial Excess Longevity in Utah Genealogies.” Journals of Gerontology Series A: Biological Sciences and Medical Sciences 56, no. 3 (2001): B130–B39.
Khoury, Muin J.Planning for the Future of Epidemiology in the Era of Big Data and Precision Medicine.” American Journal of Epidemiology 182, no. 12 (2015): 977–79.
King, Gary. “Ensuring the Data-Rich Future of the Social Sciences.” Science 331, no. 6018 (2011): 719–21.
Kirsch, David A.The Record of Business and the Future of Business History: Establishing a Public Interest in Private Business Records.” Library Trends 57, no. 3 (2009): 352–70.
Knights, Peter R. The Plain People of Boston, 1830–1860: A Study in City Growth. New York: Oxford University Press, 1971.
Kohara, Miki, and Kamiya, Yusuke. “Maternal Employment and Food Produced at Home: Evidence from Japanese Data.” Review of Economics of the Household 14, no. 2 (2016): 417–42.
Kolk, Martin. “Multigenerational Transmission of Family Size in Contemporary Sweden.” Population Studies 68, no. 1 (2014): 111–29.
Kosnik, Lea-Rachel D.What Have Economists Been Doing for the Last 50 Years? A Text Analysis of Published Academic Research from 1960–2010.” Economics 9 (2015): 138.
Kramer, Adam D. I., Guillory, Jamie E., and Hancock, Jeffrey T.. “Experimental Evidence of Massive-Scale Emotional Contagion through Social Networks.” Proceedings of the National Academy of Sciences 111, no. 24 (2014): 8788–90.
Lazear, Edward P., and Shaw, Kathryn L.. The Structure of Wages: An International Comparison. Chicago: University of Chicago Press, 2009.
Lee, James Z., and Campbell, Cameron D.. “China Multi-Generational Panel Dataset, Liaoning (CMGPD-LN), 1749–1909.” Ann Arbor: Inter-university Consortium for Political and Social Research, 2016. http://www.icpsr.umich.edu/icpsrweb/DSDR/series/00265.
Lee, James Z., Chen, Shuang, Campbell, Cameron D., et al. “China Multi-Generational Panel Dataset, Shuangcheng (CMGPD-SC), 1866–1913.” Ann Arbor: Inter-university Consortium for Political and Social Research, 2017. http://www.icpsr.umich.edu/icpsrweb/DSDR/series/00265.
Leicester, Andrew, and Oldfield, Zoe. “Using Scanner Technology to Collect Expenditure Data.” Fiscal Studies 30, no. 3–4 (2009): 309–37.
Levin, Sharon G., Levin, Stanford L., and Meisel, John B.. “Market Structure, Uncertainty, and Intrafirm Diffusion: The Case of Optical Scanners in Grocery Stores.” Review of Economics and Statistics 74, no. 2 (1992): 345–50.
Liu, Mingliang, and Tian, Hanqin. “China's Land Cover and Land Use Change from 1700 to 2005: Estimations from High-Resolution Satellite Data and Historical Archives.” Global Biogeochemical Cycles 24, no. 3 (2010).
Lloyd, Christopher, Metzer, Jacob, and Sutch, Richard. Settler Economies in World History. Leiden: Brill, 2013.
Logan, John R., and Shin, Hyoung-jin. “Assimilation By the Third Generation? Marital Choices of White Ethnics at the Dawn of the Twentieth Century.” Social Science Research 41, no. 5 (2012): 11161125.
Logan, John R., and Zhang, Weiwei. “White Ethnic Residential Segregation in Historical Perspective: US Cities in 1880.” Social Science Research 41, no. 5 (2012): 1292–306.
Logan, Trevon, and Parman, John. “The National Rise in Residential Segregation.” Journal of Economic History 77, no. 1 (2017): 127–70.
Long, Jason. “Rural-Urban Migration and Socioeconomic Mobility in Victorian Britain.” Journal of Economic History 65, no. 1 (2005): 135.
Long, Jason, and Ferrie, Joseph P.. “The Path to Convergence: Intergenerational Occupational Mobility in Britain and the US in Three Eras.” Economic Journal 117, no. 519 (2007): C61C71.
Long, Jason, and Ferrie, Joseph P.. “Intergenerational Occupational Mobility in Britain and the U.S. Since 1850.” American Economic Review 103, no. 4 (2013): 1109–37.
Lundh, Christer, and Kurosu, Satomi, et al. Similarity in Difference: Marriage in Europe and Asia, 1700–1900. Cambridge: MIT Press, 2014.
Lusk, Jayson L., and Brooks, Kathleen. “Who Participates in Household Scanning Panels?American Journal of Agricultural Economics 93, no. 1 (2011): 226–40.
Lynge, Elsebeth, Sandegaard, Jakob Lynge, and Rebolj, Matejka. “The Danish National Patient Register.” Scandinavian Journal of Public Health 39, no. 7 suppl. (2011): 3033.
Maloney, Thomas N., Hanson, Heidi, and Smith, Ken. “Occupation and Fertility on the Frontier: Evidence from the State of Utah.” Demographic Research 30 (2014): 853–86.
Maxwell, Susan K., and Sylvester, Kenneth M.. “Identification of ‘Ever-Cropped’ Land (1984–2010) Using Landsat Annual Maximum NDVI Image Composites: Southwestern Kansas Case Study.” Remote Sensing of Environment 121 (2012): 186–95.
Melser, Daniel. “Accounting for the Effects of New and Disappearing Goods Using Scanner Data.” Review of Income and Wealth 52, no. 4 (2006): 547–68.
Mill, Roy, and Stein, Luke C.D.. “Race, Skin Color, and Economic Outcomes in Early Twentieth-Century America.” Tucson: Arizona State University, 2016. Available at http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2741797.
Miller, Rena S., and Shorter, Gary. “High Frequency Trading: Overview of Recent Developments.” Washington, DC: Congressional Research Service, 2016.
Minnesota Population Center. “North Atlantic Population Project: Complete Count Microdata. Version 2.2” [machine readable database]. Minneapolis, MN: Minnesota Population Center [distributor], 2015a.
Minnesota Population Center. 2015b. Terra Populus [Dataset]. Minneapolis: Minnesota Population Center.
Mitchener, Kris James. “The 4D Future of Economic History: Digitally-Driven Data Design.” Journal of Economic History 75, no. 4 (2015): 1234–39.
Monroe, Burt. “The Five Vs of Big Data Political Science: Introduction to the Virtual Issue on Big Data in Political Science.” Political Analysis, Virtual Issue 4 (2013): 19.
National Centers for Environmental Information. “Climate Data Online.” Silver Spring, MD: National Oceanic and Atmospheric Administration, 2016.
Newman, David J., and Block, Sharon. “Probabilistic Topic Decomposition of an Eighteenth-Century American Newspaper.” Journal of the American Society for Information Science and Technology 57, no. 6 (2006): 753–67.
O'Connell, Allan F., Nichols, James D., and Ullas Karanth, K.. Camera Traps in Animal Ecology: Methods and Analyses. Dordrecht: Springer, 2011.
Olmstead, Alan L., and Rhode, Paul W.. “Adapting North American Wheat Production to Climatic Challenges, 1839–2009.” Proceedings of the National Academy of Sciences 108, no. 2 (2011): 480–85.
Olmstead, Alan L., and Rhode, Paul W.. “Were Antebellum Cotton Plantations Factories in the Field?” In Enterprising America: Businesses, Banks, and Credit Markets in Historical Perspective, edited by Collins, William J. and Margo, Robert A., 245–76. Chicago: University of Chicago Press, 2015.
Parker, William N. The Structure of the Cotton Economy of the Antebellum South. Washington, DC: Agricultural History Society, 1970.
Parker, William N., and Gallman, Robert E.. “Southern Farms Study, 1860.” Ann Arbor: Inter-university Consortium for Political and Social Research, 1991.
Parton, William J., Gutmann, Myron P., Hartman, Melannie D., et al. “Great Plains Population and Environment Data: Biogeochemical Modeling Data, 1860–2003.” Ann Arbor: Inter-university Consortium for Political and Social Research, 2012.
Parton, William J., Gutmann, Myron P., Hartman, Melannie D., et al. “Simulated Biogeochemical Impacts of Historical Land-Use Changes in the U.S. Great Plains from 1870 to 2003.” In Land Use and the Carbon Cycle: Science and Applications in Coupled Natural-Human Systems, edited by Brown, Daniel G., Robinson, Derek T., French, Nancy H. F., et al., 287304. New York: Cambridge University Press, 2013.
Parton, William J., Gutmann, Myron P., Merchant, Emily R., et al. “Measuring and Mitigating Agricultural Greenhouse Gas Production in the US Great Plains, 1870–2000.” Proceedings of the National Academy of Sciences 112, no. 34 (2015): E4681–E88.
Pearson, David. Johnsonville, Continuity and Change in a New Zealand Township. Sydney: George Allen & Unwin, 1980.
Porter, John H., Hanson, Paul C., and Lin, Chau-Chin. “Staying Afloat in the Sensor Data Deluge.” Trends in Ecology & Evolution 27, no. 2 (2011): 121–29.
Roberts, Evan, and Warren, John Robert. “Family Structure and Childhood Anthropometry in Saint Paul, Minnesota in 1918.” History of the Family 22, no. 2–3 (2017): 258–90.
Rönnbäck, Klas. “Climate, Conflicts, and Variations in Prices on Pre-Colonial West African Markets for Staple Crops.” Economic History Review 67, no. 4 (2014): 1065–88.
Ruggles, Steven. “Reconsidering the Northwest European Family System: Living Arrangements of the Aged in Comparative Historical Perspective.” Population and Development Review 35, no. 2 (2009): 249–73.
Ruggles, Steven. “Big Microdata for Population Research.” Demography 51, no. 1 (2014): 287–97.
Ruggles, Steven, Genadek, Katie, Goeken, Ronald, et al. “Integrated Public Use Microdata Series: Version 6.0” [machine-readable database]. Minneapolis, MN: University of Minnesota, 2015. www.ipums.org.
Ruggles, Steven, and Menard, Russell. “The Minnesota Historical Census Projects.” Historical Methods 28, no. 1 (1995): 610.
Ruggles, Steven, Roberts, Evan, Sarkar, Sula, et al. “The North Atlantic Population Project: Progress and Prospects.” Historical Methods 44, no. 1 (2011): 16.
Saperstein, Aliya, and Gullickson, Aaron. “A ‘Mulatto Escape Hatch’ in the United States? Examining Evidence of Racial and Social Mobility During the Jim Crow Era.” Demography 50, no. 5 (2013): 1921–42.
Shah, Dhavan V., Cappella, Joseph N., and Russell Neuman, W.. “Big Data, Digital Media, and Computational Social Science: Possibilities and Perils.” Annals of the American Academy of Political and Social Science 659, no. 1 (2015): 613.
Silver, Mick, and Heravi, Saeed. “Scanner Data and the Measurement of Inflation.” Economic Journal 111, no. 472 (2001): F383F404.
Smith, Ken R. and Huntsman Cancer Institute. “Utah Population Database.” Salt Lake City: University of Utah, 2017. http://healthcare.utah.edu/huntsmancancerinstitute/research/updb/.
Star, Susan Leigh, and Griesemer, James R.. “Institutional Ecology, ‘Translations’ and Boundary Objects: Amateurs and Professionals in Berkeley's Museum of Vertebrate Zoology, 1907–39.” Social Studies of Science 19, no. 3 (1989): 387420.
Sundstrom, William A.The Geography of Wage Discrimination in the Pre–Civil Rights South.” Journal of Economic History 67, no. 2 (2007): 410–44.
Swanson, Alexandra, Kosmala, Margaret, Lintott, Chris, et al. “Snapshot Serengeti, High-Frequency Annotated Camera Trap Images of 40 Mammalian Species in an African Savanna.” Scientific Data 2 (2015): 150026.
Swanson, Alexandra, Kosmala, Margaret, Lintott, Chris, et al. “A Generalized Approach for Producing, Quantifying, and Validating Citizen Science Data from Wildlife Images.” Conservation Biology 30, no. 3 (2016): 520–31.
Sylvester, Kenneth M., Brown, Daniel G., Deane, Glenn D., et al. “Land Transitions in the American Plains: Multilevel Modeling of Drivers of Grassland Conversion (1956–2006).” Agriculture, Ecosystems & Environment 168 (2013): 715.
Sylvester, Kenneth M., Brown, Daniel G., Leonard, Susan H., et al. “Exploring Agent-Level Calculations of Risk and Returns in Relation to Observed Land-Use Changes in the U.S. Great Plains, 1870–1940.” Regional Environmental Change 15, no. 2 (2015): 301–15.
Sylvester, Kenneth M., Gutmann, Myron P., and Brown, Daniel G.. “At the Margins: Agriculture, Subsidies and the Shifting Fate of North America's Native Grassland.” Population and Environment 37, no. 3 (2016): 362–90.
Sylvester, Kenneth M., and Rupley, Eric S. A.. “Revising the Dust Bowl: High above the Kansas Grasslands.” Environmental History 17, no. 3 (2012): 603–33.
Thernstrom, Stephan. Poverty and Progress; Social Mobility in a Nineteenth Century City. Cambridge: Harvard University Press, 1964.
Thernstrom, Stephan. The Other Bostonians; Poverty and Progress in the American Metropolis, 1880–1970. Cambridge: Harvard University Press, 1973.
Tinati, Ramine, Halford, Susan, Carr, Leslie, et al. “Big Data: Methodological Challenges and Approaches for Sociological Analysis.” Sociology 48, no. 4 (2014): 663–81.
Tsuya, Noriko O., Wang, Feng, Alter, George, et al. Prudence and Pressure: Reproduction and Human Agency in Europe and Asia, 1700–1900. Cambridge: MIT Press, 2010.
Turner, Frederick Jackson. “The Significance of the Frontier in American History.” Proceedings of the State Historical Society of Wisconsin 41 (1893): 79112.
Université du Québec à Chicoutimi; Université Laval; McGill University and Université de Montréal. “BALSAC Population Database.” Chicoutimi: Université du Québec à Chicoutimi, 2017. http://balsac.uqac.ca/.
Varian, Hal R.Big Data: New Tricks for Econometrics.” Journal of Economic Perspectives 28, no. 2 (2014): 327.
Ward, Jonathan Stuart, and Barker, Adam. “Undefined by Data: A Survey of Big Data Definitions.” arXiv preprint arXiv:1309.5821, 2013.
Willett, Kyle W., Lintott, Chris J., Bamford, Steven P., et al. “Galaxy Zoo 2: Detailed Morphological Classifications for 304 122 Galaxies from the Sloan Digital Sky Survey.” Monthly Notices of the Royal Astronomical Society 435, no. 4 (2013): 2835–60.
Wrigley, Edward A., and Schofield, Roger. The Population History of England 1541–1871. Cambridge: Cambridge University Press, 1981.
Wyber, Rosemary, Vaillancourt, Samuel, Perry, William, et al. “Big Data in Global Health: Improving Health in Low-and Middle-Income Countries.” Bulletin of the World Health Organization 93, no. 3 (2015): 203208.
Wynne, Brian. “Misunderstood Misunderstanding: Social Identities and Public Uptake of Science.” Public Understanding of Science 1, no. 3 (1992): 281304.
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The Journal of Economic History
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