IDEAS home Printed from https://ideas.repec.org/a/tsj/stataj/v10y2010i1p104-124.html
   My bibliography  Save this article

Creating synthetic discrete-response regression models

Author

Listed:
  • Joseph M. Hilbe

    (Arizona State University)

Abstract

The development and use of synthetic regression models has proven to assist statisticians in better understanding bias in data, as well as how to best interpret various statistics associated with a modeling situation. In this article, I present code that can be easily amended for the creation of synthetic binomial, count, and categorical response models. Parameters may be assigned to any num- ber of predictors (which are shown as continuous, binary, or categorical), negative binomial heterogeneity parameters may be assigned, and the number of levels or cut points and values may be specified for ordered and unordered categorical re- sponse models. I also demonstrate how to introduce an offset into synthetic data and how to test synthetic models using Monte Carlo simulation. Finally, I intro- duce code for constructing a synthetic NB2-logit hurdle model. Copyright 2010 by StataCorp LP.

Suggested Citation

  • Joseph M. Hilbe, 2010. "Creating synthetic discrete-response regression models," Stata Journal, StataCorp LP, vol. 10(1), pages 104-124, March.
    • Handle: RePEc:tsj:stataj:v:10:y:2010:i:1:p:104-124
    Note: to access software from within Stata, net describe http://www.stata-journal.com/software/sj10-1/st0186/
    as

    Download full text from publisher

    File URL: http://www.stata-journal.com/article.html?article=st0186
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Rainer Winkelmann, 2008. "Econometric Analysis of Count Data," Springer Books, Springer, edition 0, number 978-3-540-78389-3, November.
    2. J. Scott Long & Jeremy Freese, 2006. "Regression Models for Categorical Dependent Variables using Stata, 2nd Edition," Stata Press books, StataCorp LP, edition 2, number long2, March.
    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. Filippo Belloc & Eleonora Laurenza & M. Alessandra Rossi, 2016. "Corporate governance effects on innovation when both agency costs and asset specificity matter," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(6), pages 977-999.

    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. Morescalchi, Andrea & Pammolli, Fabio & Penner, Orion & Petersen, Alexander M. & Riccaboni, Massimo, 2015. "The evolution of networks of innovators within and across borders: Evidence from patent data," Research Policy, Elsevier, vol. 44(3), pages 651-668.
    2. Edgar Ventura Neyra & Gabriel Rodríguez, 2015. "Explaining the Determinants of the Frequency of Exchange Rate Interventions in Peru Using Count Models," Applied Economics Quarterly (formerly: Konjunkturpolitik), Duncker & Humblot GmbH, Berlin, vol. 61(3), pages 261-292.
    3. Andrea Morescalchi & Fabio Pammolli & Orion Penner & Petersen Alexander M. & Massimo Riccaboni, 2013. "Networks of innovators within and across borders. Evidence from patent data," Working Papers 4/2013, IMT School for Advanced Studies Lucca, revised Aug 2013.
    4. Jinsuk Yang & Qing Hao & Mahmut Yaşar, 2023. "Institutional investors and cross‐border mergers and acquisitions: The 2000–2018 period," International Review of Finance, International Review of Finance Ltd., vol. 23(3), pages 553-583, September.
    5. Gregory Thompson & Jeffrey Brown & Torsha Bhattacharya, 2012. "What Really Matters for Increasing Transit Ridership: Understanding the Determinants of Transit Ridership Demand in Broward County, Florida," Urban Studies, Urban Studies Journal Limited, vol. 49(15), pages 3327-3345, November.
    6. Kerri Brick & Martine Visser & Justine Burns, 2012. "Risk Aversion: Experimental Evidence from South African Fishing Communities," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 94(1), pages 133-152.
    7. Seung-Whan Choi & James A. Piazza, 2017. "Foreign Military Interventions and Suicide Attacks," Journal of Conflict Resolution, Peace Science Society (International), vol. 61(2), pages 271-297, February.
    8. Mikael Svensson & Fredrik Nilsson & Karl Arnberg, 2015. "Reimbursement Decisions for Pharmaceuticals in Sweden: The Impact of Disease Severity and Cost Effectiveness," PharmacoEconomics, Springer, vol. 33(11), pages 1229-1236, November.
    9. Dixon, Huw D. & Grimme, Christian, 2022. "State-dependent or time-dependent pricing? New evidence from a monthly firm-level survey: 1980–2017," European Economic Review, Elsevier, vol. 150(C).
    10. Bono, Pierre-Henri & David, Quentin & Desbordes, Rodolphe & Py, Loriane, 2022. "Metro infrastructure and metropolitan attractiveness," Regional Science and Urban Economics, Elsevier, vol. 93(C).
    11. Melanie Lefevre, 2011. "Willingness-to-pay for Local Milk-based Dairy Product in Senegal," CREPP Working Papers 1108, Centre de Recherche en Economie Publique et de la Population (CREPP) (Research Center on Public and Population Economics) HEC-Management School, University of Liège.
    12. Erik Stam & Roy Thurik & Peter van der Zwan, 2010. "Entrepreneurial exit in real and imagined markets," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(4), pages 1109-1139, August.
    13. Miriam Marcén & Marina Morales, 2019. "Live together: does culture matter?," Review of Economics of the Household, Springer, vol. 17(2), pages 671-713, June.
    14. Kalle Hirvonen & John Hoddinott, 2017. "Agricultural production and children's diets: evidence from rural Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 48(4), pages 469-480, July.
    15. Bruno Amable, 2009. "The Differentiation of Social Demands in Europe. The Social Basis of the European Models of Capitalism," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 91(3), pages 391-426, May.
    16. Krishna Chaitanya Vadlamannati & Yuanxin Li & Samuel Brazys & Alexander Dukalskis, 2019. "Building Bridges or Breaking Bonds? The Belt and Road Initiative and Foreign Aid Competition," Working Papers 201906, Geary Institute, University College Dublin.
    17. Altorjai, Szilvia, 2013. "Over-qualification of immigrants in the UK," ISER Working Paper Series 2013-11, Institute for Social and Economic Research.
    18. An, Wookhyun & Alarcón, Silverio, 2021. "Rural tourism preferences in Spain: Best-worst choices," Annals of Tourism Research, Elsevier, vol. 89(C).
    19. Michelsen, Carl Christian & Madlener, Reinhard, 2016. "Switching from fossil fuel to renewables in residential heating systems: An empirical study of homeowners' decisions in Germany," Energy Policy, Elsevier, vol. 89(C), pages 95-105.
    20. Noel Perceval Assogba & Daowei Zhang, 2020. "An Economic Analysis of Tropical Forest Resource Conservation in a Protected Area," Sustainability, MDPI, vol. 12(14), pages 1-12, July.

    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:tsj:stataj:v:10:y:2010:i:1:p:104-124. 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: Christopher F. Baum or Lisa Gilmore (email available below). General contact details of provider: http://www.stata-journal.com/ .

    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.