IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/y9sv7.html
   My bibliography  Save this paper

Nonresponse to Items on Self-Reported Delinquency. A Review and Evaluation of Missing Data Techniques

Author

Listed:
  • Präg, Patrick

Abstract

The present study focuses on the application of missing data techniques in self-reported delinquency research. Although missing observations are at least as common in research on crime and delinquency as in any other social science, little systematic research has been conducted on the application of modern missing data techniques in research on delinquency. The present study provides a comprehensive and non-technical review of conventional and modern missing data techniques. It gives an introduction into problems of missing data and assess the performance and applicability of modern missing data techniques when used for solving missing data problems in crime research. In order to do so, a secondary data analysis of a SRD survey among high school students in Germany and Russia will be conducted. This is my master thesis, I can't really remember what the results were. The thesis was on-line for a long time and I think it only recently disappeared. Given that it was seemingly read quite often and sometimes even cited, I thought I should put it online again.

Suggested Citation

  • Präg, Patrick, 2018. "Nonresponse to Items on Self-Reported Delinquency. A Review and Evaluation of Missing Data Techniques," SocArXiv y9sv7, Center for Open Science.
    • Handle: RePEc:osf:socarx:y9sv7
    DOI: 10.31219/osf.io/y9sv7
    as

    Download full text from publisher

    File URL: https://osf.io/download/5bb7a2482721c80017fb24de/
    Download Restriction: no
    File URL: https://libkey.io/10.31219/osf.io/y9sv7?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
    ---><---

    References listed on IDEAS

    as
    1. Horton, Nicholas J. & Kleinman, Ken P., 2007. "Much Ado About Nothing: A Comparison of Missing Data Methods and Software to Fit Incomplete Data Regression Models," The American Statistician, American Statistical Association, vol. 61, pages 79-90, February.
    2. Kleck, Gary & Tark, Jongyeon & Bellows, Jon J., 2006. "What methods are most frequently used in research in criminology and criminal justice?," Journal of Criminal Justice, Elsevier, vol. 34(2), pages 147-152.
    3. Kleck, Gary & Tark, Jongyeon & Bellows, Jon J., 2006. "Erratum to "What methods are most frequently used in research in criminology and criminal justice?" [Journal of Criminal Justice 34(2) (2006) 147-152]," Journal of Criminal Justice, Elsevier, vol. 34(4), pages 453-452.
    4. Mark Huisman, 2000. "Imputation of Missing Item Responses: Some Simple Techniques," Quality & Quantity: International Journal of Methodology, Springer, vol. 34(4), pages 331-351, November.
    5. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    6. Patrick Royston, 2004. "Multiple imputation of missing values," Stata Journal, StataCorp LP, vol. 4(3), pages 227-241, September.
    7. von Hippel P.T., 2004. "Biases in SPSS 12.0 Missing Value Analysis," The American Statistician, American Statistical Association, vol. 58, pages 160-164, May.
    8. Rolf Becker, 2006. "Selective Response to Questions on Delinquency," Quality & Quantity: International Journal of Methodology, Springer, vol. 40(4), pages 483-498, August.
    9. King, Gary & Honaker, James & Joseph, Anne & Scheve, Kenneth, 2001. "Analyzing Incomplete Political Science Data: An Alternative Algorithm for Multiple Imputation," American Political Science Review, Cambridge University Press, vol. 95(1), pages 49-69, March.
    Full references (including those not matched with items on IDEAS)

    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. Zhong, Hua & Hu, Wuyang, 2015. "Farmers’ Willingness to Engage in Best Management Practices: an Application of Multiple Imputation," 2015 Annual Meeting, January 31-February 3, 2015, Atlanta, Georgia 196962, Southern Agricultural Economics Association.
    2. José Navarro Pastor, 2003. "Methods for the Analysis of Explanatory Linear Regression Models with Missing Data Not at Random," Quality & Quantity: International Journal of Methodology, Springer, vol. 37(4), pages 363-376, November.
    3. Ahmad R. Alsaber & Jiazhu Pan & Adeeba Al-Hurban, 2021. "Handling Complex Missing Data Using Random Forest Approach for an Air Quality Monitoring Dataset: A Case Study of Kuwait Environmental Data (2012 to 2018)," IJERPH, MDPI, vol. 18(3), pages 1-25, February.
    4. Vartuhí Tonoyan & Robert Strohmeyer & Mohsin Habib & Manfred Perlitz, 2010. "Corruption and Entrepreneurship: How Formal and Informal Institutions Shape Small Firm Behavior in Transition and Mature Market Economies," Entrepreneurship Theory and Practice, , vol. 34(5), pages 803-832, September.
    5. Jue Yang & Shunsuke Managi & Masayuki Sato, 2015. "The effect of institutional quality on national wealth: an examination using multiple imputation method," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 17(3), pages 431-453, July.
    6. James Honaker & Gary King, 2010. "What to Do about Missing Values in Time‐Series Cross‐Section Data," American Journal of Political Science, John Wiley & Sons, vol. 54(2), pages 561-581, April.
    7. R Florez-Lopez, 2010. "Effects of missing data in credit risk scoring. A comparative analysis of methods to achieve robustness in the absence of sufficient data," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(3), pages 486-501, March.
    8. Volker Hüfken, 2010. "Supplementary questionnaire and nonresponse-results from the German ISSP survey," Quality & Quantity: International Journal of Methodology, Springer, vol. 44(4), pages 607-622, June.
    9. Ke-Hai Yuan & Fan Yang-Wallentin & Peter M. Bentler, 2012. "ML Versus MI for Missing Data With Violation of Distribution Conditions," Sociological Methods & Research, , vol. 41(4), pages 598-629, November.
    10. Yoon, Junghyun & Lee, Hee Yong & Dinwoodie, John, 2015. "Competitiveness of container terminal operating companies in South Korea and the industry–university–government network," Transportation Research Part A: Policy and Practice, Elsevier, vol. 80(C), pages 1-14.
    11. Md. Mominur Rahman & Bilkis Akhter, 2021. "The impact of investment in human capital on bank performance: evidence from Bangladesh," Future Business Journal, Springer, vol. 7(1), pages 1-13, December.
    12. Scott Gehlbach & Konstantin Sonin & Ekaterina Zhuravskaya, 2010. "Businessman Candidates," American Journal of Political Science, John Wiley & Sons, vol. 54(3), pages 718-736, July.
    13. Amolo Elvis Juma Amolo & Charles Mallans Rambo & Charles Misiko Wafula, 2024. "Hedging Derivatives and Performance of Renewable Energy Projects in Kenya," International Journal of Research and Scientific Innovation, International Journal of Research and Scientific Innovation (IJRSI), vol. 11(8), pages 619-630, August.
    14. Deepak, 2016. "Antecedent Value of Professional Commitment and Job Involvement in Determining Job Satisfaction," Management and Labour Studies, XLRI Jamshedpur, School of Business Management & Human Resources, vol. 41(2), pages 154-164, May.
    15. Marianela Denegri & María Baeza & Natalia Salinas-Oñate & Verónica Peñaloza & Horacio Miranda & Ligia Orellana, 2014. "Materialism in Pedagogy Students in Chile," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 117(2), pages 505-521, June.
    16. Tomislav Letnik & Katja Hanžič & Giuseppe Luppino & Matej Mencinger, 2022. "Impact of Logistics Trends on Freight Transport Development in Urban Areas," Sustainability, MDPI, vol. 14(24), pages 1-18, December.
    17. Zhihui Wang & Liangzhen Nie & Eila Jeronen & Lihua Xu & Meiai Chen, 2023. "Understanding the Environmentally Sustainable Behavior of Chinese University Students as Tourists: An Integrative Framework," IJERPH, MDPI, vol. 20(4), pages 1-17, February.
    18. Amolo Elvis Juma Amolo, PhD & Charles Mallans Rambo, PhD & Charles Misiko Wafula, PhD, 2021. "Alternative Risk Transfer and Performance of Power Projects in Kenya," International Journal of Research and Scientific Innovation, International Journal of Research and Scientific Innovation (IJRSI), vol. 8(12), pages 28-35, December.
    19. Harald Schoen, 2008. "Identity, Instrumental Self-Interest and Institutional Evaluations," European Union Politics, , vol. 9(1), pages 5-29, March.
    20. Julia S. Goldberg, 2011. "Identity Salience and Involvement among Resident and Nonresident Fathers," Working Papers 1323, Princeton University, School of Public and International Affairs, Center for Research on Child Wellbeing..

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:osf:socarx:y9sv7. 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: OSF (email available below). General contact details of provider: https://arabixiv.org .

    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.