IDEAS home Printed from https://ideas.repec.org/a/taf/emetrv/v31y2012i5p558-591.html
   My bibliography  Save this article

Python for Unified Research in Econometrics and Statistics

Author

Listed:
  • Roseline Bilina
  • Steve Lawford

Abstract

Python is a powerful high-level open source programming language that is available for multiple platforms. It supports object-oriented programming and has recently become a serious alternative to low-level compiled languages such as C + +. It is easy to learn and use, and is recognized for very fast development times, which makes it suitable for rapid software prototyping as well as teaching purposes. We motivate the use of Python and its free extension modules for high performance stand-alone applications in econometrics and statistics, and as a tool for gluing different applications together. (It is in this sense that Python forms a “unified” environment for statistical research.) We give details on the core language features, which will enable a user to immediately begin work, and then provide practical examples of advanced uses of Python. Finally, we compare the run-time performance of extended Python against a number of commonly-used statistical packages and programming environments. Supplemental materials are available for this article. Go to the publisher's online edition of Econometric Reviews to view the free supplemental file.

Suggested Citation

  • Roseline Bilina & Steve Lawford, 2012. "Python for Unified Research in Econometrics and Statistics," Econometric Reviews, Taylor & Francis Journals, vol. 31(5), pages 558-591, September.
  • Handle: RePEc:taf:emetrv:v:31:y:2012:i:5:p:558-591
    DOI: 10.1080/07474938.2011.553573
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/07474938.2011.553573
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/07474938.2011.553573?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ben D. MacArthur & Richard O. C. Oreffo, 2005. "Bridging the gap," Nature, Nature, vol. 433(7021), pages 19-19, January.
    2. Roger Koenker & Achim Zeileis, 2009. "On reproducible econometric research," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(5), pages 833-847.
    3. Christine Choirat & Raffello Seri, 2009. "Econometrics with Python," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(4), pages 698-704.
    4. Zeileis, Achim & Koenker, Roger, 2008. "Econometrics in R: Past, Present, and Future," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i01).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Valérie Orozco & Christophe Bontemps & Élise Maigné & Virginie Piguet & Annie Hofstetter & Anne Marie Lacroix & Fabrice Levert & Jean-Marc Rousselle, 2017. "How to make a pie? Reproducible Research for Empirical Economics & Econometrics," Post-Print hal-01939942, HAL.
    2. Valérie Orozco & Christophe Bontemps & Elise Maigné & Virginie Piguet & Annie Hofstetter & Anne Lacroix & Fabrice Levert & Jean‐Marc Rousselle, 2020. "How To Make A Pie: Reproducible Research For Empirical Economics And Econometrics," Journal of Economic Surveys, Wiley Blackwell, vol. 34(5), pages 1134-1169, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Vanessa Taylor & Sarah Ashelford & Patricia Fell & Penelope J Goacher, 2015. "Biosciences in nurse education: is the curriculum fit for practice? Lecturers' views and recommendations from across the UK," Journal of Clinical Nursing, John Wiley & Sons, vol. 24(19-20), pages 2797-2806, October.
    2. Booth, Heather, 2006. "Demographic forecasting: 1980 to 2005 in review," International Journal of Forecasting, Elsevier, vol. 22(3), pages 547-581.
    3. Ercan Tomakin, 2014. "Teaching English Tenses (grammar) in the Turkish Texts; A Case of Simple Present Tense: Is?l Maketi Iter," International Journal of Learning and Development, Macrothink Institute, vol. 4(1), pages 115-131, March.
    4. Peter Viggo Jakobsen, 2009. "Small States, Big Influence: The Overlooked Nordic Influence on the Civilian ESDP," Journal of Common Market Studies, Wiley Blackwell, vol. 47(1), pages 81-102, January.
    5. Radha Jagannathan & Michael J. Camasso & Bagavan Das & Jale Tosun & Sadagopan Iyengar, 2017. "Family, society and the individual: determinants of entrepreneurial attitudes among youth in Chennai, South India," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 7(1), pages 1-22, December.
    6. Tautenhahn, Susanne & Heilmeier, Hermann & Jung, Martin & Kahl, Anja & Kattge, Jens & Moffat, Antje & Wirth, Christian, 2012. "Beyond distance-invariant survival in inverse recruitment modeling: A case study in Siberian Pinus sylvestris forests," Ecological Modelling, Elsevier, vol. 233(C), pages 90-103.
    7. Vincenzo Galasso, 2020. "Market Reactions to Quest for Decentralization and Independence: Evidence from Catalonia," CESifo Working Paper Series 8254, CESifo.
    8. Thijs Fassaert & Matty A.S. De Wit & Wilco C. Tuinebreijer & Jeroen W. Knipscheer & Arnoud P. Verhoeff & Aartjan T.F. Beekman & Jack Dekker, 2011. "Acculturation and Psychological Distress Among Non-Western Muslim Migrants - a Population-Based Survey," International Journal of Social Psychiatry, , vol. 57(2), pages 132-143, March.
    9. Jakub Bijak & Jason D. Hilton & Eric Silverman & Viet Dung Cao, 2013. "Reforging the Wedding Ring," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 29(27), pages 729-766.
    10. Philippe De Donder & Michel Le Breton & Eugenio Peluso, 2012. "Majority Voting in Multidimensional Policy Spaces: Kramer–Shepsle versus Stackelberg," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 14(6), pages 879-909, December.
    11. Grace Kite, 2014. "Linked in? Software and Information Technology Services in India’s Economic Development," Journal of South Asian Development, , vol. 9(2), pages 99-119, August.
    12. Spyros Arvanitis & Ursina Kubli & Martin Woerter, 2006. "University-Industry Knowledge Interaction in Switzerland: What University Scientists Think about Co-operation with Private Enterprises," KOF Working papers 06-132, KOF Swiss Economic Institute, ETH Zurich.
    13. Falco, Paolo & Zaccagni, Sarah, 2020. "Promoting social distancing in a pandemic: Beyond the good intentions," OSF Preprints a2nys, Center for Open Science.
    14. León, Esperanza & Steele, Miriam & Palacios, Jesús & Román, Maite & Moreno, Carmen, 2018. "Parenting adoptive children: Reflective functioning and parent-child interactions. A comparative, relational and predictive study," Children and Youth Services Review, Elsevier, vol. 95(C), pages 352-360.
    15. Danilo Bertoni & Daniele Cavicchioli & Franco Donzelli & Giovanni Ferrazzi & Dario G. Frisio & Roberto Pretolani & Elena Claire Ricci & Vera Ventura, 2018. "Recent Contributions of Agricultural Economics Research in the Field of Sustainable Development," Agriculture, MDPI, vol. 8(12), pages 1-20, December.
    16. Chantal Kroll & Roger Keller & Urte Scholz & Sonja Perren, 2011. "Evaluating the decisional balance construct of the Transtheoretical Model: are two dimensions of pros and cons really enough?," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 56(1), pages 97-105, February.
    17. Stylos, Nikolaos & Vassiliadis, Chris A. & Bellou, Victoria & Andronikidis, Andreas, 2016. "Destination images, holistic images and personal normative beliefs: Predictors of intention to revisit a destination," Tourism Management, Elsevier, vol. 53(C), pages 40-60.
    18. Chatelain, Jean-Bernard & Ralf, Kirsten, 2018. "Publish and Perish: Creative Destruction and Macroeconomic Theory," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 46(2), pages 65-101.
    19. Nikolaos Satsios & Spyros Hadjidakis, 2018. "Applying the Theory of Planned Behaviour (TPB) in Saving Behaviour of Pomak Households," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 9(2), pages 122-133, April.
    20. Law, Tony & Zhang, Weitao & Zhao, Jingyang & Arhonditsis, George B., 2009. "Structural changes in lake functioning induced from nutrient loading and climate variability," Ecological Modelling, Elsevier, vol. 220(7), pages 979-997.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:taf:emetrv:v:31:y:2012:i:5:p:558-591. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: http://www.tandfonline.com/LECR20 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.