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TOWARDS A “TEXT AS DATA” APPROACH IN THE HISTORY OF ECONOMICS: AN APPLICATION TO ADAM SMITH’S CLASSICS

Published online by Cambridge University Press:  12 January 2023

Matthieu Ballandonne Open the ORCID record for Matthieu Ballandonne [Opens in a new window]  and
Igor Cersosimo Open the ORCID record for Igor Cersosimo [Opens in a new window]
Matthieu Ballandonne
Affiliation:
Matthieu Ballandonne: ESSCA School of Management, Angers, France. Email: matthieu.ballandonne@essca.fr.
Igor Cersosimo
Affiliation:
Igor Cersosimo: ESSCA School of Management, Angers, France. Email: igor.cersosimo@essca.fr.
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Abstract

Quantitative techniques have received increasing attention in the history and methodology of economics. Nonetheless, a “text as data” approach has mostly been overlooked and its applicability to the history of economics remains to be examined. To understand what we gain from such quantitative techniques in relation to existing historical analyses, we apply some “text as data” techniques to Adam Smith’s The Theory of Moral Sentiments and The Wealth of Nations. We explore the books’ topics, styles, and sentiments. We show how word frequency analysis can be used to examine the differences between the books, shed light on conceptual discussions, and reveal an important stylistic aspect, specifically Smith’s use of personal pronouns. Style analysis shows the similarities and differences in terms of lexical richness and readability between the two books. We also show the limitations of a third technique, sentiment analysis, when applied to historical economic texts.

Type
Article
Information
Journal of the History of Economic Thought , Volume 45 , Issue 1 , March 2023 , pp. 27 - 49
Copyright
© The Author(s), 2023. Published by Cambridge University Press on behalf of the History of Economics Society

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Footnotes

We are very grateful to the reviewers and the editor, Pedro Garcia Duarte, for their helpful comments and advice. We are also indebted to Maria Pia Paganelli and Philippe Fontaine for their suggestions on early drafts of the article, and to Robert Lysiak for his careful proofreading. Previous versions of the article were presented at the internal research seminar of the Institut de la Transformation Digitale (2021) at ESSCA School of Management (Angers, France), and at the online workshop on “Digital Methods in History and Economics” (2021) organized by the Universität Hamburg (Hamburg, Germany). We thank the organizers of these events and all participants for the helpful discussions.

References

REFERENCES

Algaba, Andres, Ardia, David, Bluteau, Keven, Borms, Samuel, and Boudt, Kris. 2020. “Econometrics Meets Sentiment: An Overview of Methodology and Applications.” Journal of Economic Surveys 34 (3): 512–547.CrossRefGoogle Scholar
Ardia, David, Bluteau, Keven, Borms, Samuel, and Boudt, Kris. 2021. “The R Package Sentometrics to Compute, Aggregate, and Predict with Textual Sentiment.” Journal of Statistical Software 99: 1–40.CrossRefGoogle Scholar
Aspromourgos, Tony. 2007. “Adam Smith, Peace and Economics.” AQ: Australian Quarterly 79 (5): 12–40.Google Scholar
Atkinson, Kevin. 2019. “Spell Checking Oriented Word Lists (SCOWL).” SCOWL (And Friends). http://wordlist.aspell.net/. Accessed March 15, 2020.Google Scholar
Baccini, Alberto. 2020. “A Bibliometric Portrait of Contemporary History of Economic Thought.” In Marcuzzo, Maria C., Deleplace, Ghislain, and Paesani, Paolo, eds., New Perspectives on Political Economy and Its History. Cham: Springer, pp. 39–62.CrossRefGoogle Scholar
Benoit, Kenneth. 2020. “Text as Data: An Overview.” In Curini, Luigi and Franzese, Robert, eds., The SAGE Handbook of Research Methods in Political Science and International Relations. London: SAGE Publications Ltd, pp. 461–497.CrossRefGoogle Scholar
Benoit, Kenneth, Watanabe, Kohei, Wang, Haiyan, Nulty, Paul, Obeng, Adam, Müller, Stefan, and Matsuo, Akitaka. 2018. “Quanteda: An R Package for the Quantitative Analysis of Textual Data.” Journal of Open Source Software 3 (30): 774.CrossRefGoogle Scholar
Binder, Jeffrey M., and Jennings, Collin. 2016. “‘A Scientifical View of the Whole’: Adam Smith, Indexing, and Technologies of Abstraction.” ELH 83 (1): 157–180.CrossRefGoogle Scholar
Bondi, Marina, and Scott, Mike. 2010. Keyness in Texts. Amsterdam: John Benjamins Publishing.CrossRefGoogle Scholar
Brown, Vivienne. 1994. Adam Smith’s Discourse: Canonicity, Commerce and Conscience. London: Routledge.Google Scholar
Cannan, Edwin. 1976. “Editor’s Introduction.” In An Inquiry into the Nature and Causes of the Wealth of Nations by Adam Smith. Edited by Cannan, E.. Chicago: University of Chicago Press, pp. xix–liv.Google Scholar
Claveau, François, and Gingras, Yves. 2016. “Macrodynamics of Economics: A Bibliometric History.” History of Political Economy 48 (4): 551–592.CrossRefGoogle Scholar
Claveau, François, and Herfeld, Catherine. 2018. “Network Analysis in the History of Economics.” History of Political Economy 50 (3): 597–603.CrossRefGoogle Scholar
Coulomb, Fanny. 1998. “Adam Smith: A Defence Economist.” Defence and Peace Economics 9 (3): 299–316.CrossRefGoogle Scholar
Covington, Michael A., and McFall, Joe D.. 2010. “Cutting the Gordian Knot: The Moving-Average Type–Token Ratio (MATTR).” Journal of Quantitative Linguistics 17 (2): 94–100.CrossRefGoogle Scholar
Edwards, José. 2020. “Fifty Years of HOPE.” History of Political Economy 52 (1): 1–46.CrossRefGoogle Scholar
Evans, James A., and Aceves, Pedro. 2016. “Machine Translation: Mining Text for Social Theory.” Annual Review of Sociology 42 (1): 21–50.CrossRefGoogle Scholar
Flesch, Rudolph. 1948. “A New Readability Yardstick.” Journal of Applied Psychology 32 (3): 221–233.CrossRefGoogle ScholarPubMed
Geiger, Niels, and Kufenko, Vadim. 2018. Business Cycles and Economic Crises: A Bibliometric and Economic History. London: Routledge.CrossRefGoogle Scholar
Gentzkow, Matthew, Kelly, Bryan, and Taddy, Matt. 2019. “Text as Data.” Journal of Economic Literature 57 (3): 535–574.CrossRefGoogle Scholar
Gherity, James. 1993. “An Early Publication by Adam Smith.” History of Political Economy 25 (2): 241–282.CrossRefGoogle Scholar
Graafland, Johan, and Wells, Thomas R.. 2021. “In Adam Smith’s Own Words: The Role of Virtues in the Relationship Between Free Market Economies and Societal Flourishing, A Semantic Network Data-Mining Approach.” Journal of Business Ethics 172 (1): 31–42.CrossRefGoogle Scholar
Grimmer, Justin, and Stewart, Brandon M.. 2013. “Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts.” Political Analysis 21 (3): 267–297.CrossRefGoogle Scholar
Gupta, Aaryan, Dengre, Vinya, Kheruwala, Hamza Abubakar, and Shah, Manan. 2020. “Comprehensive Review of Text-Mining Applications in Finance.” Financial Innovation 6 (1): 1–25.CrossRefGoogle Scholar
Hill, Lisa. 2009. “Adam Smith on War (and Peace).” In Hall, Ian and Hill, Lisa, eds., British International Thinkers from Hobbes to Namier. New York: Palgrave Macmillan, pp. 71–89.CrossRefGoogle Scholar
Jockers, Matthew L., and Thalken, Rosamond. 2020. Text Analysis with R: For Students of Literature. Cham: Springer Nature.CrossRefGoogle Scholar
Kincaid, J. Peter, Fishburne, Robert P. Jr., Rogers, Richard L., and Chissom, Brad S.. 1975. Derivation of New Readability Formulas (Automated Readability Index, Fog Count and Flesch Reading Ease Formula) for Navy Enlisted Personnel. Defense Technical Information Center. https://apps.dtic.mil/sti/pdfs/ADA006655.pdf. Accessed October 26, 2022.Google Scholar
Klein, Daniel B., and Clark, Michael J.. 2011. “The Music of Social Intercourse: Synchrony in Adam Smith.” Independent Review 15 (3): 413–420.Google Scholar
Komine, Atsushi. 2019. “Text Mining and the History of Economic Thought: Keynes’s Treatises on Probability, Money, and Employment.” Presented at the Annual Conference of the European Society for the History of Economic Thought (ESHET), Lille, France.Google Scholar
Komine, Atsushi, ed. 2021. テキストマイニングから読み解く経済学史 [The history of economics deciphered from text mining]. Kyoto: ナカニシヤ出版. [In Japanese]Google ScholarPubMed
Komine, Atsushi, and Shimodaira, Hiroyuki. 2018. “Keynesian Elements in Beveridge’s Free Society (1944): A Text Mining Approach to the History of Economic Thought.” Working paper. https://www.econ.ryukoku.ac.jp/about/activity/images/18-01.pdf. Accessed March 9, 2022.Google Scholar
Koppel, Moshe, Schler, Jonathan, and Argamon, Shlomo. 2009. “Computational Methods in Authorship Attribution.” Journal of the American Society for Information Science and Technology 60 (1): 9–26.CrossRefGoogle Scholar
LaRocque, Paula. 2003. The Book on Writing: The Ultimate Guide to Writing Well. Portland: Marion Street Press.Google Scholar
Liu, Bing. 2020. Sentiment Analysis: Mining Opinions, Sentiments, and Emotions. Second edition. Cambridge: Cambridge University Press.CrossRefGoogle Scholar
Lothian, John M. 1963. Lectures on Rhetoric and Belles Lettres: Delivered in the University of Glasgow by Adam Smith; Reported by a Student in 1762–63. Carbondale: Southern Illinois University Press.Google Scholar
Martindale, Colin, and McKenzie, Dean. 1995. “On the Utility of Content Analysis in Author Attribution: The Federalist.” Computers and the Humanities 29 (4): 259–270.CrossRefGoogle Scholar
Matson, Erik W. 2020a. “A Brief History of the Editions of TMS: Part I.” Adam Smith Works. https://www.adamsmithworks.org/documents/a-brief-history-of-the-editions-of-tms. Accessed October 4, 2021.Google Scholar
Matson, Erik W. 2020b. “A Brief History of the Editions of TMS: Part 2.” Adam Smith Works. https://www.adamsmithworks.org/documents/erik-matson-brief-history-of-the-editions-of-tms-part-2. Accessed October 4, 2021.Google Scholar
Matsuyama, Naoki. 2016. “A Study of Text mining for Research into the History of Economic Thought: The Case of Alfred Marshall’s ‘Principles of Economics’ (1890).” https://ips-u-hyogo.jp/publishing/pdf/discussionpaper/DPNo89.pdf. Accessed March 9, 2022.Google Scholar
McKinley, Vicky. 2010. “Age Progression in the Harry Potter Series: Reading Levels, Complexity of Ideas, and Death, or When Should My Child Start Reading Harry Potter?” In Terminus, Collected Papers on Harry Potter, 7–11 August 2008, edited by Goetz, Sharon K.. Sedalia: Narrate Conferences, pp. 377–402.Google Scholar
Minowitz, Peter. 1989. “Invisible Hand, Invisible Death: Adam Smith on War and Socio-Economic Development.” Journal of Political & Military Sociology 17 (2): 305–315.Google Scholar
Montes, Leonidas. 2003. “Das Adam Smith Problem: Its Origins, the Stages of the Current Debate, and One Implication for Our Understanding of Sympathy.” Journal of the History of Economic Thought 25 (1): 63–90.CrossRefGoogle Scholar
Montes, Leonidas. 2004. “Das Adam Smith Problem: Its Origins and the Debate.” In Montes, Leonidas, Adam Smith in Context. Cham: Springer, pp. 15–56.CrossRefGoogle Scholar
Paganelli, Maria Pia. 2011. “Theory of Moral Sentiments 1759 vs Theory of Moral Sentiments 1790: A Change of Mind or a Change of Constraints?” Studi e Note Di Economia 16 (2): 123–132.Google Scholar
Paganelli, Maria Pia, and Schumacher, Reinhard. 2019. “Do Not Take Peace for Granted: Adam Smith’s Warning on the Relation between Commerce and War.” Cambridge Journal of Economics 43 (3): 785–797.CrossRefGoogle Scholar
R Core Team. 2022. R: A Language and Environment for Statistical Computing. Vienna: R Foundation for Statistical Computing. https://www.R-project.org/. Accessed September 27, 2022.Google Scholar
Rinker, Tyler W. 2021. sentimentr: Calculate Text Polarity Sentiment. Version 2.9.0. https://github.com/trinker/sentimentr. Accessed March 9, 2022.Google Scholar
Shimodaira, Hiroyuki. 2019. “Application of Text Mining Methods to the History of Economic Thought: An Overview.” History of Economic Thought 61 (1): 104–123. [In Japanese]CrossRefGoogle Scholar
Shimodaira, Hiroyuki, and Fukuda, Shinji. 2014. “Popularization of Classical Economics: The Text-Mining Analysis of David Ricardo, James Mill, and Harriet Martineau.” Working paper. https://www-hs.yamagata-u.ac.jp/wp-content/uploads/2017/09/82482bc7496b7b36c0679f8ccad14bff.pdf. Accessed March 9, 2022.Google Scholar
Silge, Julia, and Robinson, David. 2017. Text Mining with R: A Tidy Approach. Sebastopol: O’Reilly Media, Inc.Google Scholar
Smith, Adam. 1759 [2002]. The Theory of Moral Sentiments. Edited by Haakonssen, K.. Cambridge: Cambridge University Press.CrossRefGoogle Scholar
Smith, Adam. 1763. Lectures on Jurisprudence. Glasgow Edition of the Works and Correspondence of Adam Smith. Edited by Meek, R. L., Raphael, D. D., and Stein, P. G.. Oxford: Oxford University Press.Google Scholar
Smith, Adam. 1776 [1977]. An Inquiry into the Nature and Causes of the Wealth of Nations. Edited by Cannan, Edwin. Chicago: University of Chicago Press.CrossRefGoogle Scholar
Smith, Joseph A., and Kelly, Coleen. 2002. “Stylistic Constancy and Change across Literary Corpora: Using Measures of Lexical Richness to Date Works.” Computers and the Humanities 36 (4): 411–430.CrossRefGoogle Scholar
Stamatatos, Efstathios. 2009. “A Survey of Modern Authorship Attribution Methods.” Journal of the American Society for Information Science and Technology 60 (3): 538–556.CrossRefGoogle Scholar
Svorenčík, Andrej. 2018. “The Missing Link: Prosopography in the History of Economics.” History of Political Economy 50 (3): 605–613.CrossRefGoogle Scholar
Trincado, Estrella, and Vindel, José María. 2015. “An Application of Econophysics to the History of Economic Thought: The Analysis of Texts from the Frequency of Appearance of Key Words.” Economics Discussion Papers 51. Keil Institute for the World Economy.Google Scholar
Weinstein, Jack Russell. n.d. “Adam Smith (1723–1790).” Internet Encyclopedia of Philosophy. https://iep.utm.edu/smith/. Accessed October 4, 2021.Google Scholar
Welbers, Kasper, Van Atteveldt, Wouter, and Benoit, Kenneth. 2017. “Text Analysis in R.” Communication Methods and Measures 11 (4): 245–265.CrossRefGoogle Scholar
Wright, Claire. 2016. “The 1920s Viennese Intellectual Community as a Center for Ideas Exchange: A Network Analysis.” History of Political Economy 48 (4): 593–634.CrossRefGoogle Scholar
Yoon, Hye-Joon. 2017. The Rhetoric of Tenses in Adam Smith’s The Wealth of Nations. Boston: Brill.Google Scholar
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