• DocumentCode
    2125104
  • Title

    Developing Road Maps for Financial Decision Making by CHAID Decision Tree: CHAID Decision Tree Application

  • Author

    Ozgulbas, Nermin ; Koyuncugil, Ali Serhan

  • Author_Institution
    Dept. of Healthcare Manage., Baskent Univ., Ankara
  • fYear
    2009
  • fDate
    3-5 April 2009
  • Firstpage
    723
  • Lastpage
    727
  • Abstract
    The aim of this study is to develop road maps for financial decision making. The study was conducted in Turkish Ministry of Healthpsilas public hospitals that need urgent solutions for financial issues in Turkey. 800 hospitals were covered and financial and operational data of the year 2005 were used in the study. We used Chi-Square Automatic Interaction Detector (CHAID) Decision Tree Algorithm as a data mining method to discover hidden and useful pattern in a large amount of data and then determine the impact factors that provided steps for road maps. According to the results of the study, it was determined that financial performances of 1.75 % (14 hospitals) of the covered hospitals were high, whereas 98.25% (786 hospitals) of them displayed as low. Also covered hospitals were categorized in 7 different profiles in terms of level of financial performance by CHAID algorithm. According to these profiles, we developed 2 different financial road maps for the low performer hospitals to improve their financial performance.
  • Keywords
    data mining; decision making; decision trees; financial data processing; health care; medical administrative data processing; CHAID decision tree application; Turkish Ministry-of-Healthpsilas public hospital; chi-square automatic interaction detector algorithm; data mining method; financial decision making; hospital financial road map development; Conference management; Data mining; Decision making; Decision trees; Engineering management; Financial management; Health information management; Hospitals; Medical services; Roads; CHAID Decision Tree Algorithm; Data Mining; financial performance; hospitals; road maps;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Management and Engineering, 2009. ICIME '09. International Conference on
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-0-7695-3595-1
  • Type

    conf

  • DOI
    10.1109/ICIME.2009.135
  • Filename
    5077129